125 results on '"Welch's t-test"'
Search Results
2. Research on the Grouping Method of Side-Channel Leakage Detection
- Author
-
Duan, Xiaoyi, Huang, Ye, Su, YongHua, Li, Yujin, Fan, XiaoHong, Akan, Ozgur, Editorial Board Member, Bellavista, Paolo, Editorial Board Member, Cao, Jiannong, Editorial Board Member, Coulson, Geoffrey, Editorial Board Member, Dressler, Falko, Editorial Board Member, Ferrari, Domenico, Editorial Board Member, Gerla, Mario, Editorial Board Member, Kobayashi, Hisashi, Editorial Board Member, Palazzo, Sergio, Editorial Board Member, Sahni, Sartaj, Editorial Board Member, Shen, Xuemin, Editorial Board Member, Stan, Mircea, Editorial Board Member, Jia, Xiaohua, Editorial Board Member, Zomaya, Albert Y., Editorial Board Member, Li, Fengjun, editor, Liang, Kaitai, editor, Lin, Zhiqiang, editor, and Katsikas, Sokratis K., editor
- Published
- 2023
- Full Text
- View/download PDF
3. Early childhood learning analytics: A case study of Learning Jungle
- Author
-
Rui Liang, Hongmei Zhu, Grant Lawson, Zhao Lian, Yuqi Huang, and Shengyuan Chen
- Subjects
Early Childhood Education (ECE) ,statistical analysis ,survival analysis ,Welch's t-test ,Hoteling's T2-test ,Applied mathematics. Quantitative methods ,T57-57.97 ,Probabilities. Mathematical statistics ,QA273-280 - Abstract
The benefits of participating in high-quality Early Childhood Education (ECE) have been recognized by people for many years; and the need for high-quality ECE has never been greater. In this case study, we focus on whether ECE can improve learning speed in five domains: social, emotional, communication, cognition, and physical development. The initial ages for each of these five domains, in months since birth, are collected and compared with that of common children as described in Nipissing District Developmental Screen (NDDS). We find that children in the ECE program learned faster with a p-value no >0.0078. In addition, students in an ECE program are labeled by their ages at enrollment as Cohort 1 (infant) and Cohort 2 (toddler), and we conduct the following statistical tests on their difference: Welch's t-test, Hoteling's T2-test, and survival analysis. We find that the average initial observation age of Cohort 1 is 4.82 months earlier than that of Cohort 2 with a p-value no >0.009. We are convinced that ECE programs could advance students' learning in all five domains.
- Published
- 2023
- Full Text
- View/download PDF
4. Beğeni ve Yorum Eğilimlerinin Trafik Kazası Videoları Üzerinden Analizi.
- Author
-
İRALI, Ali Efe
- Subjects
- *
MANN Whitney U Test , *TRAFFIC accidents , *ORAL communication , *HOME environment , *VIDEOS - Abstract
The processes of using communication tools by individuals and societies may differ due to culture or spoken language. However, learning about reactions to similar content may offer important ideas for different mediums. The purpose of this study is to provide an understanding of how similar content can create an environment for the interaction of users watching in different languages. Therefore, the study focused on traffic accident-oriented videos that can be assumed to have similar responses globally. For the sample groups, the top 50 traffic accident channels with the most subscribers and 30 Turkish traffic accident channels were selected from YouTube. The channels and the videos were tested separately through two different sets of hypotheses. For the first hypothesis group, the comments and like rates of all channels were calculated; then, these rates were weighted by views to get channel ratios. For the second hypothesis group, the videos of the first 4 channels among the top 50 channels were selected in order to compare closely with the video counts of Turkish channels. Outliers of all data were calculated using the box-plot method. After the exclusion of outliers, Shapiro-Wilk and Kolmogorov-Smirnov normality tests were performed for channels and videos. Then, Welch's T-Test was applied for channels (n1=47 and n2=28; p=0,041) and Mann-Whitney U Test (n3=586 and n4=579; p=0,00001) was applied for videos. Results showed that channels and videos had different averages. It was concluded that viewers of Turkish content tend to leave comments while leaving likes, compared to other groups. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
5. The Levene test based-leakage assessment.
- Author
-
Wang, Yaru, Tang, Ming, Wang, Pengbo, Liu, Botao, and Tian, Rui
- Subjects
- *
SKEWNESS (Probability theory) , *LEAK detection , *GAUSSIAN distribution , *SAMPLE size (Statistics) , *ANALYSIS of variance - Abstract
The secret information is split into several parts(multivariate) in the high-order mask. The test vector leakage assessment (TVLA) relied on Welch's t -test(T-test), the analysis of variance (ANOVA) and normalized inter-class variance (NICV) relied on Fisher-test(F-test) are preliminary assessment for univariate. It is necessary to combine several univariates when we perform the leakage detection on the high-order mask. We find that the combined traces are mostly the non-normal distribution. While T-test and F-test are applied to the normal distribution in statistics. In order to evaluate the effect of T-test, NICV, ANOVA on the non-normal distribution, we introduce a metric observed power (O P) in statistics. And we find the are below the threshold 0.8, which indicates an unreliable result. To solve the problem, we propose the Levene-test based-leakage assessment (LTBLA) in this work. The LTBLA follows the same procedure as TVLA with Levene-test and add the identification of distribution in TVLA. There is the leakage if the P-value is below the threshold 10 − 5. The experiments show that in order to obtain the P-value that is below the threshold, the number of traces 6.5 × 10 3 are acquired by Levene-test, which is 1 / 2 of ANOVA and 1 / 5 of T-test. For the skewed distribution, the number of traces 5.3 × 10 3 are needed, while the sample size of ANOVA is around 1.5 × 10 4. More surprisingly, the P-values of T-test is around 10 − 1 ∼ 10 − 2 , if the number of traces is 8 × 10 4. Because Hotelling's T 2 -test is the testing without combing for the multivariate. We also compare Levene-test with Hotelling's T 2 -test. For the normal traces, the number of traces 0.93 × 10 3 are needed by Levene-test, while the sample size of Hotelling's T 2 -test is about 0.67 × 10 3. For the skewed distribution, the sample size of Levene-test is about 0.4 × 10 3 less than Hotelling's T 2 -test. For the normal distribution, the small difference among the three tests in the sample size. For the skewed distribution the difference of sample size between Levene-test and T-test or ANOVA is more than two orders of magnitude. T-test and ANOVA have the risk of missed detection under the same sample complexity. LTBLA follows the same procedure as TVLA with Levene-test for the skewed distribution to avoid the unreliable results. • a new method that quickly and reliably evaluate the security of IT products. • The Levene test used to in leakage assessment of side channel in high order mask. • Compared with the original detection method, the new method can reduce the risk of missed detection. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
6. SIDE-CHANNEL INFORMATION LEAK DETECTION WITH WAVELET TRANSFORMATION
- Author
-
Daria M. Sleptsova and Alla B. Levina
- Subjects
wavelet transformation ,side-channel analysis ,welch’s t-test ,electromagnetic leakage ,Optics. Light ,QC350-467 ,Electronic computers. Computer science ,QA75.5-76.95 - Abstract
Subject of study. The paper presents the results of the experimental study of a wavelet-based pre-processing that was used to increase the amount of statistically-discoverable information leakage in a side-channel signal. The studied signal was acquired via an electromagnetic channel of the ARM-Cortex M4F processor. The signal was recorded at the distance of 1 mm and 3 cm. During signal collection, the Advanced Encryption Standard (AES) algorithm was executed on the board. Method. After the acquisition, electromagnetic signal is processed using a discrete wavelet transform with shrinkage of the detail coefficients. The influence of various shrinkage thresholds, mother wavelet, and wavelet decomposition level is studied. After processing of the signal records, the leakage analysis is performed using the Test Vector Leakage Assessment (TVLA), a method based on the Welch statistical test. The obtained estimates are used to compare wavelet transform pre-processing with the leakage estimate of the original signal. Main Results. The signal processed by a wavelet transform shows higher values of the statistical test, that means more confidence in the presence of an information leakage. The universal threshold and zeroing detail coefficients increase the value of the t-criterion by 1.4 times. The third level of decomposition shows the highest result for all wavelet functions. The discrete wavelet of Meyer shows the best result in all experiments. Symlets and Coiflets also show stable results in the experiments. Practical Relevance. Statistical methods, such as the Welch statistical test, can detect leakage without costly and time-consuming stages such as research and attacks. The wavelet transform and processing of the received signal increases the informational components of the signal providing close-to-real statistical signal profiles. Pre-processing based on wavelet transform also allows for leakage detection on fewer signal records.
- Published
- 2019
- Full Text
- View/download PDF
7. t-Tests
- Author
-
Sakai, Tetsuya, Zhai, ChengXiang, Series Editor, de Rijke, Maarten, Series Editor, and Sakai, Tetsuya
- Published
- 2018
- Full Text
- View/download PDF
8. An Exact and Near-Exact Distribution Approach to the Behrens–Fisher Problem
- Author
-
Serim Hong, Carlos A. Coelho, and Junyong Park
- Subjects
Behrens–Fisher problem ,near-exact distribution ,Welch’s t-test ,generalized integer gamma distribution ,Mathematics ,QA1-939 - Abstract
The Behrens–Fisher problem occurs when testing the equality of means of two normal distributions without the assumption that the two variances are equal. This paper presents approaches based on the exact and near-exact distributions for the test statistic of the Behrens–Fisher problem, depending on different combinations of even or odd sample sizes. We present the exact distribution when both sample sizes are odd and the near-exact distribution when one or both sample sizes are even. The near-exact distributions are based on a finite mixture of generalized integer gamma (GIG) distributions, used as an approximation to the exact distribution, which consists of an infinite series. The proposed tests, based on the exact and the near-exact distributions, are compared with Welch’s t-test through Monte Carlo simulations, in particular for small and unbalanced sample sizes. The results show that the proposed approaches are competent solutions to the Behrens–Fisher problem, exhibiting precise sizes and better powers than Welch’s approach for those cases. Numerical studies show that the Welch’s t-test tends to be a bit more conservative than the test statistics based on the exact or near-exact distribution, in particular when sample sizes are small and unbalanced, situations in which the proposed exact or near-exact distributions obtain higher powers than Welch’s t-test.
- Published
- 2022
- Full Text
- View/download PDF
9. Features Selection Algorithms for Classification of Voice Signals.
- Author
-
Silva, Letícia, Bispo, Bruno, and Teixeira, João Paulo
- Subjects
FEATURE selection ,CLASSIFICATION algorithms ,SIGNAL classification ,DATA mining - Abstract
In data mining problems, the high dimensionality of the input features can affect the performance of the process. In this way, the features selection methods appear as a solution to the problems encountered when analyzing databases with large dimensions. This article presents the implementation of the Pearson's linear correlation, ReliefF, Welch's t-test and multilinear regression based algorithms with forwards selection and backward elimination direction for the selection of acoustic features for the task of voice pathologies identification. The best set of selected features improved the accuracy and F1-score from 83% to 92% (9 points of percentage), using the ReliefF algorithm. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
10. Correction: Why Psychologists Should by Default Use Welch’s t-test Instead of Student’s t-test.
- Author
-
DELACRE, MARIE, LAKENS, DANIËL, and LEYS, CHRISTOPHE
- Subjects
PSYCHOLOGISTS ,T-test (Statistics) - Published
- 2022
- Full Text
- View/download PDF
11. Why Psychologists Should by Default Use Welch’s t-test Instead of Student’s t-test
- Author
-
Marie Delacre, Daniël Lakens, and Christophe Leys
- Subjects
Welch’s t-test ,Student’s t-test ,homogeneity of variance ,Levene’s test ,Homoscedasticity ,statistical power ,type 1 error ,type 2 error ,Psychology ,BF1-990 - Abstract
When comparing two independent groups, psychology researchers commonly use Student’s 't'-tests. Assumptions of normality and homogeneity of variance underlie this test. More often than not, when these conditions are not met, Student’s 't'-test can be severely biased and lead to invalid statistical inferences. Moreover, we argue that the assumption of equal variances will seldom hold in psychological research, and choosing between Student’s 't'-test and Welch’s 't'-test based on the outcomes of a test of the equality of variances often fails to provide an appropriate answer. We show that the Welch’s 't'-test provides a better control of Type 1 error rates when the assumption of homogeneity of variance is not met, and it loses little robustness compared to Student’s 't'-test when the assumptions are met. We argue that Welch’s 't'-test should be used as a default strategy.
- Published
- 2017
- Full Text
- View/download PDF
12. Interpretation of Glass Evidence
- Author
-
S. Coulson
- Subjects
Matching (statistics) ,Statistics ,Welch's t-test ,Value (mathematics) ,Statistical hypothesis testing ,Interpretation (model theory) ,Mathematics - Abstract
The interpretation of glass evidence is crucial to the accurate appraisal of the evidential value of the analytical results. Frequently, the first step in this assessment is a comparison between the analytical results of the recovered and control glass fragments to determine whether they could have come from the same source of glass. A number of different methods are available depending on the type of analytical test performed. The second step is to determine the evidential value of these findings. This involves consideration of a number of factors, including the amount of matching and nonmatching glass found, the frequency of the matching glass, the probability of glass being transferred given the particular case scenario, and the amount of background glass found on a random person. The assessment of the evidential value can be made in an essentially subjective manner or by using a more formal framework, such as the calculation of the likelihood ratio (LR). Methods to report these findings are also presented.
- Published
- 2023
13. Forensic Examination of Textile Fibers Using UV-Vis Spectroscopy Combined with Multivariate Analysis.
- Author
-
Sharma, Vishal, Kumar, Raj, and Kaur, Pawandeep
- Subjects
- *
TEXTILE fibers , *ULTRAVIOLET-visible spectroscopy , *MULTIVARIATE analysis , *COTTON fibers , *WOOL textiles , *NATURAL dyes & dyeing - Abstract
The current study aims at discriminating cotton and woolen textile fibers from dye using UV-Vis spectroscopy and chemometrics methods. For extraction of the dye from fibers, seven solvent systems have been used, and different extraction conditions have also been tested. Two different approaches, i.e., a visual comparison of peaks and chemometric analysis, have been proposed to differentiate between the textile fibers. The comparison of peaks obtained through UV-Vis spectra provides the discrimination power of 83.6% for cotton fibers and 94.3% for the woolen fibers. However, the incorporation of chemometrics has further improved the discrimination power to 100% for cotton and 98.1% for woolen fibers. The discrimination of 100% is achieved with nonsignificant values of the Welch's t-test, which illustrates that all samples are discriminated. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
14. Analysis of the Spatio-Temporal Variability of Air Temperature Near the Ground Surface in the Central Baltic Area from 2005 to 2019
- Author
-
Agu Eensaar
- Subjects
air temperature ,trends ,Welch’s t-test ,Kruskal–Wallis test ,Dunn’s test ,Baltic area ,Meteorology. Climatology ,QC851-999 - Abstract
In this study, we analyzed the changes in the average daily, monthly, seasonal, and annual surface air temperatures based on the temperature data obtained from seven stations (1 January 2005–31 December 2019; 15 years) belonging to the central Baltic area (Stockholm, Tallinn, Helsinki, Narva, Pärnu, Tartu, and Võru). The statistical analysis revealed that there was a strong correlation between the daily average surface air temperature of the studied cities (range: 0.95–0.99). We analyzed the frequency distribution of the average surface air temperatures in addition to the Kruskal–Wallis and Dunn’s tests (significance level of 0.05) to demonstrate that the difference in air temperatures between Narva, Tallinn, Tartu, and Stockholm are critical. The Welch’s t-test (significance level 0.05), used to study the differences in the average monthly air temperature of the cities in question, showed that the surface air temperatures in Stockholm do not differ from Tallinn air temperatures from May to August. However, the surface air temperatures of Narva were similar to those of Tallinn in September. According to our results, the trends in the changes of monthly average surface air temperatures have a certain course during the year (ranging from 1.8 °C (Stockholm) to 4.5 °C (Võru and Tartu) per decade in February). During the entire study period, in addition to February, the surface air temperature increased in all the studied cities in March, May, June, and December, and the surface air temperature did not increase in January or from July to October. During the study period, the average annual surface air temperature in the cities of the central Baltic area increased by 0.43 °C per decade. The results also confirm that the surface air temperature in the study area is changing differently in different cities. The acceleration of the surface air temperature is very alarming and requires a significant intensification of the measures taken to slow down the temperature rise.
- Published
- 2020
- Full Text
- View/download PDF
15. Comparative assessment of apically extruded debris using Protaper Next, Hyflex CM and EdgeFile X7 nickel titanium instruments (An in vitro Study)
- Author
-
Adel AbdelWahed
- Subjects
Materials science ,Nickel titanium ,business.industry ,Significant difference ,Dentistry ,In vitro study ,Rotary instrumentation ,Apical extrusion ,Welch's t-test ,business ,Root canal instrumentation ,Debris - Abstract
Aim: To compare the amount of extruded debris with three endodontic NiTi engine driven systems, Protaper Next, Hyflex CM and EdgeFile X7. Material and Methods: A total number of 42 freshly extracted human premolars were selected. Teeth were divided randomly into three equal groups (14 teeth each group) according to type of Ni-Ti rotary file system; (A) Protaper Next, (B) Hyflex CM and (C) EdgeFile X7. Standard Access cavity prepared and checked for patency using K file #10 and #15. Root canal instrumentation on the single canal lower premolars was done. Debris was collected after root canal instrumentation in pre-weighed Eppendorf tubes. The Eppendorf tubes were weighed 2 times on the analytical balance. First weight: Before instrumentation. Second weight: After evaporation of moisture and irrigant and incubation. Welch test was used for comparison between the three groups. Results: There was no statistically significant difference between the amounts of debris extrusion of the three groups Conclusion: All endodontic rotary instruments tested produced apical extrusion of debris.
- Published
- 2021
16. Climate Change Scenarios for Hungary Based on Numerical Simulations with a Dynamical Climate Model
- Author
-
Pieczka, Ildikó, Bartholy, Judit, Pongrácz, Rita, Hunyady, Adrienn, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Lirkov, Ivan, editor, Margenov, Svetozar, editor, and Waśniewski, Jerzy, editor
- Published
- 2010
- Full Text
- View/download PDF
17. Influence of Stem Diameter on Fiber Diameter and the Mechanical Properties of Technical Flax Fibers from Linseed Flax.
- Author
-
Alcock, Mercedes, Ahmed, Shabbir, DuCharme, Shawna, and Ulven, Chad A.
- Subjects
PLANT fibers ,FLAXSEED ,TENSILE strength ,COMPOSITE materials ,DIAMETER ,MECHANICAL behavior of materials - Abstract
The continued search for sustainable and eco-friendly materials has led to the integration of bio-fibers, such as flax fiber, as reinforcement in composite materials; however, a wide variation in their diameters and mechanical properties poses a considerable challenge for their incorporation in load bearing and structural bio-composite materials. In this paper, a rigorous experimental investigation was performed using two varieties of linseed flax from two growing locations to determine if the variations observed in ultimate tensile strength, Young's modulus, failure strain and diameter could be attributed to the diameters of the stems that produced the fibers. Tests were performed in two different facilities and the results were compared and analyzed using Welch's t-tests. Results showed that samples which differed by stem diameter had statistically significant positive correlation with fiber diameter and negative correlation with tensile strength. No correlations for tensile strength, Young's modulus or fiber diameter were found in samples with the same stem diameter range that were grown in different locations or were of different varieties, that is the effect of location and variety is not statistically significant. Failure strain did not show any statistical significance with respect to differences in stem diameter and only showed one statistically significant result between both facilities for one of the two growing location comparisons. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
18. Differences in Early Adult Anxiety during COVID-19 Pandemic: Analysis Rasch Model
- Author
-
Meylia Sari
- Subjects
Rasch model ,anxiety, early adult, gender, covid-19, pandemic ,Coronavirus disease 2019 (COVID-19) ,Adult development ,media_common.quotation_subject ,lcsh:BF1-990 ,Welch's t-test ,Mental health ,lcsh:Psychology ,Feeling ,Pandemic ,medicine ,General Earth and Planetary Sciences ,Anxiety ,medicine.symptom ,Psychology ,General Environmental Science ,Clinical psychology ,media_common - Abstract
Since COVID-19 pandemic entered Indonesia, mental health experts have also investigated the increase in psychological problems, one of which is anxiety. The fear of being infected or unknowingly infecting other people is a major source of anxiety during COVID-19 pandemic. This study aims to describe the differences in early adult anxiety during COVID-19 in terms of gender. This study is a comparative study at the early adult development stage in Indonesia, obtained through random sampling. The sample of this study was 206 people (male = 66; female = 140). The analysis technique used is the Welch Test on the Rasch model with the help of WINSTEPS Version 3.73. The analysis showed that there was no difference in anxiety during COVID-19 between male and female early adulthood. This condition is caused by early adulthood male and female depending on the internet and smartphones to find information when quarantining at home, increasing feelings of anxiety about being infected with COVID-19. The implementation of guidance and counseling is discussed further
- Published
- 2021
19. Peculiarities of Long-Term Changes in Air Temperatures Near the Ground Surface in the Central Baltic Coastal Area
- Author
-
Agu Eensaar
- Subjects
air temperature ,climate change ,Welch’s t-test ,trends ,Baltic area ,Science - Abstract
The peculiarities of the long-term change of the annual and monthly average air temperatures until 2017 in five cities of the coastal area of the Central Baltic region—Stockholm, Tallinn, Riga, Helsinki, and Saint Petersburg—were studied. The anomalies of the annual and monthly average air temperatures in relation to the average characteristics 1961⁻1990 were analyzed. The trends in the air temperature changes during 1980⁻2017, which come to 0.5 °C per ten years, have been found in the cities of the Central Baltic coastal area. The average air temperature in the Central Baltic cities has grown faster than the global and northern hemisphere. For the longer period of 1850⁻2017, the average annual rise of air temperature was within the range of 0.1 °C per ten years. The rise in temperature in different months is different, and the rise of the of the average temperature in the summer period has not occurred (at a significance level of 0.05). With the analysis of the frequency distributions of the average annual air temperatures and Welch’s t-test, it is demonstrated that the air temperature (at a significance level of 0.05) has risen in all the months only in Saint Petersburg during 1901⁻2017 in comparison to the 19th century. There has been no reliable rise of the air temperature during the century in February and from June to September in Riga, from June to October in Helsinki, from June to September in Stockholm, and in August and September in Tallinn. It was found that the average air temperature trends have a certain annual course. The air temperature has risen most in March and April, reaching 0.09 °C (Stockholm, Tallinn) up to 0.23 °C (Saint Petersburg) per ten years. From June to September, the rise of air temperature is considerably lower, remaining below 0.04 °C per ten years. The changes in air temperature are small during the summer and mid-winter; the air temperature has significantly risen in autumn and spring.
- Published
- 2019
- Full Text
- View/download PDF
20. Survey of musculoskeletal disorders among US ophthalmologists
- Author
-
Sidney A. Schechet, Stephen J. DeVience, Eva DeVience, Shweta Shukla, and Mona Kaleem
- Subjects
Male ,medicine.medical_specialty ,MEDLINE ,symbols.namesake ,Risk Factors ,Surveys and Questionnaires ,Pain level ,Prevalence ,medicine ,Humans ,Musculoskeletal Diseases ,Workplace ,Fisher's exact test ,Response rate (survey) ,Ophthalmologists ,business.industry ,Human factors and ergonomics ,Mean age ,General Medicine ,Middle Aged ,Welch's t-test ,United States ,Respondent ,Physical therapy ,symbols ,Original Article ,Female ,Ergonomics ,business - Abstract
PurposeTo characterize the prevalence of work-related musculoskeletal disorders (MSD), symptoms, and risk factors among ophthalmologists.MethodsAn online survey was distributed to ophthalmologist members of the Maryland Society of Eye Physicians and Surgeons. The survey consisted of 34 questions on respondent demographics, practice characteristics, pain, and effects of MSD on their practice patterns. Participants were excluded if they were not ophthalmologists or if they had MSD symptoms prior to the start of their ophthalmology career. Demographics and practice patterns were compared for those with or without MSD symptoms using the Welch t test and the Fisher exact test.ResultsThe survey was completed by 127 of 250 active members (response rate, 51%). Of the 127, 85 (66%) reported experiencing work-related pain, with an average pain level of 4/10. With regard to mean age, height, weight, years in practice, number of patients seen weekly, and hours worked weekly, there was no difference between respondents reporting pain and those without. Those reporting MSD symptoms spent significantly more time in surgery than those who did not (mean of 7.9 vs 5.3 hours/week [P < 0.01]). Fourteen percent of respondents reported plans to retire early due to their symptoms.ConclusionsA majority of respondents experienced work-related MSD symptoms, which was associated with time spent in surgery. Modifications to the workplace environment focusing on ergonomics, particularly in the operating room, may benefit ophthalmologists.
- Published
- 2020
21. 黄原胶溶液模拟消化污泥流动性能分析.
- Author
-
曹秀芹, 袁海光, 赵振东, and 丁浩
- Abstract
Anaerobic digestion is a kind of sludge stabilization technology widely used at home and abroad. As an opaque non-Newtonian fluid, it is difficult to obtain the sludge flow characteristics in the digester exactly. Hence, it is necessary to find a sort of transparent fluid to replace it. To ensure the reliability of flow characteristics obtained from transparent analog fluid, it is indispensable to verify the flow similarity with main physical property of the fluid. The feasibility of xanthan gum transparent solution as a similarity solution of digestion sludge was analyzed according to the rheological property and density, respectively, based on the similarity criteria of fluid flow. Under the premise of satisfying the geometric similarity, the Reynolds criterion and the Froude criterion should be met simultaneously, that is, the Reynolds number and the Froude number of 2 kinds of fluids should be equal. The rheological parameter and density of 95% water content digestion sludge and xanthan gum solution at different concentrations were measured by rotating viscometer and gravimetric method severally. The rheological curve of 2 kinds of fluids was tested for a goodness-of-fit, and curve regression effect was characterized by the determination coefficient R2 on the principle of regression analysis. First, the xanthan gum solution of 13, 16, and 19 g/L was prepared. It was found that the rheological curves of the 16 g/L xanthan gum solution were similar to those of digestion sludge, and both of them were pseudo plastic non-Newtonian fluid, indicating that this xanthan gum solution could replace the sludge as a similarity solution. But, the xanthan gum solution's density was smaller than that of the target fluid in this recipe, which did not conform to the fluid flow similarity criteria. So, for adjusting the density disparity, xanthan gum solution of 14, 15, and 16 g/L was made by using KCl solution as the solvent instead of aqueous solution. Because of the fact that the salt screens the electrostatic repulsions of the trisaccharide side chains, the adoption of a helical backbone conformation is allowed, which in turn promotes the increased association of the ordered xanthan molecules in solution. With the addition of KCl, the rheological curves of 15 g/L xanthan gum solution were in reasonable agreement with those of digestion sludge, which were also typical pseudo-plastic non-Newtonian fluid. The determination coefficients of rheological curve of 2 kinds of fluids were R2=0.995 3 (viscosity curve) and R2=0.893 5 (shear stress curve), separately, showing the highest similarity. Tracing test of mixing performance displayed that tracer concentrations at the outlet in these 2 kinds of fluids had the same tendency with the change of time. The result of Welch's t-test demonstrated that there was no significant difference in the rheological parameter and density of the 2 kinds of fluids at the significant level of 0.05. Given above logical analysis, it should be pointed out that xanthan gum transparent solution used as a similarity solution of digestion sludge is acceptable, which can be used as a basis method for the flow visualization in the anaerobic digester. Generally, future work should focus on applying transparent similarity solution to validate computational fluid dynamics simulation from the perspective of reducing energy consumption and improving biogas yield. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
22. Women Entrepreneurs and Determinants of Their Success: An Empirical Study
- Author
-
Tarak Nath Sahu and Sudarshan Maity
- Subjects
Entrepreneurship ,Empirical research ,media_common.quotation_subject ,Demographic economics ,Welch's t-test ,Logistic regression ,Psychology ,Empowerment ,Women entrepreneurs ,media_common - Abstract
Using a Logistic regression model the present study investigates the important factors that influence on ease of doing business by the women entrepreneurs. The respondents are from the four different backward regions in West Bengal, India. The goodness of fit of the model is checked in terms of the Hosmer–Lemeshow test. Moreover, a large share of the women-owned business is a single person enterprise, generates lower revenues, and is smaller in size. The study shows that most women are engaged in small entrepreneurs to help their families financially. Though, women entrepreneurs are facing challenges of financing and non-cooperation from their family members. Even from non-cooperation from the family, they are engaged in entrepreneurship after managing their households’ work. The level of productivity will be enhanced significantly in case easy access to credit and support received from the family members. The support may be in terms of mental as well by helping in households’ work. Further, the application of the Welch’s t-test shows the non-existence of a significant difference in income level among the two groups, who have faced complexities and who have no complexities into running the entrepreneurship. To improve the socio-economic status of the female counterpart of the society, initiatives from the grassroots level are absolutely essential.
- Published
- 2020
23. Unsuccessful bids: Coefficient of variation of bids as indicator of project risk
- Author
-
Miroslaw J. Skibniewski and Young Joo Kim
- Subjects
Organizational Behavior and Human Resource Management ,Building construction ,Strategy and Management ,Project risk management ,05 social sciences ,0211 other engineering and technologies ,Collective intelligence ,collective intelligence ,02 engineering and technology ,Building and Construction ,Variation (game tree) ,Bidding ,Welch's t-test ,Microeconomics ,coefficient of variation ,bidding data ,Management of Technology and Innovation ,021105 building & construction ,0502 economics and business ,Business ,welch's t-test, project risk ,Welch’s t-test ,project risk ,050203 business & management ,TH1-9745 ,Civil and Structural Engineering - Abstract
Although unsuccessful bids are usually discarded once the bids are opened under the typical lowest-price sealed-bid project award auction environment, considering efforts and resources expended by responsive and responsible bidders, it is likely that not only a successful bid but also unsuccessful bids can convey important information about the project at hand. This article documents an effort to answer the question that whether projects that receive more dispersed estimates at the bidding stage are more likely to experience greater project cost changes. Taking collective intelligence as the theoretical framework, a total of 210 projects conducted by the Ohio Department of Transportation between 2008 and 2018 were analyzed to investigate the relationship between the coefficients of variation of bids and project final costs. It was found that large projects with above-average coefficients of variation of bids showed greater deviations from original award amounts than large projects with below-average coefficients of variation. The finding enables project owners to study the projects before execution by recouping valuable insights from the community of bidders on the possibility of greater project cost changes faced by the planned projects without complex and mathematically rigorous models.
- Published
- 2020
24. Analysis of the Spatio-Temporal Variability of Air Temperature near the Ground Surface in the Central Baltic Area from 2005 to 2019
- Author
-
Agu Eensaar
- Subjects
trends ,Atmospheric Science ,010504 meteorology & atmospheric sciences ,0208 environmental biotechnology ,Kruskal–Wallis test ,02 engineering and technology ,Environmental Science (miscellaneous) ,lcsh:QC851-999 ,Atmospheric sciences ,Welch's t-test ,01 natural sciences ,020801 environmental engineering ,Welch’s -test ,air temperature ,Surface air temperature ,Air temperature ,Baltic area ,Dunn’s test ,Environmental science ,Statistical analysis ,lcsh:Meteorology. Climatology ,sense organs ,Monthly average ,0105 earth and related environmental sciences - Abstract
In this study, we analyzed the changes in the average daily, monthly, seasonal, and annual surface air temperatures based on the temperature data obtained from seven stations (1 January 2005&ndash, 31 December 2019, 15 years) belonging to the central Baltic area (Stockholm, Tallinn, Helsinki, Narva, Pä, rnu, Tartu, and Võ, ru). The statistical analysis revealed that there was a strong correlation between the daily average surface air temperature of the studied cities (range: 0.95&ndash, 0.99). We analyzed the frequency distribution of the average surface air temperatures in addition to the Kruskal&ndash, Wallis and Dunn&rsquo, s tests (significance level of 0.05) to demonstrate that the difference in air temperatures between Narva, Tallinn, Tartu, and Stockholm are critical. The Welch&rsquo, s -test (significance level 0.05), used to study the differences in the average monthly air temperature of the cities in question, showed that the surface air temperatures in Stockholm do not differ from Tallinn air temperatures from May to August. However, the surface air temperatures of Narva were similar to those of Tallinn in September. According to our results, the trends in the changes of monthly average surface air temperatures have a certain course during the year (ranging from 1.8 °, C (Stockholm) to 4.5 °, C (Võ, ru and Tartu) per decade in February). During the entire study period, in addition to February, the surface air temperature increased in all the studied cities in March, May, June, and December, and the surface air temperature did not increase in January or from July to October. During the study period, the average annual surface air temperature in the cities of the central Baltic area increased by 0.43 °, C per decade. The results also confirm that the surface air temperature in the study area is changing differently in different cities. The acceleration of the surface air temperature is very alarming and requires a significant intensification of the measures taken to slow down the temperature rise.
- Published
- 2021
25. Influence of Stem Diameter on Fiber Diameter and the Mechanical Properties of Technical Flax Fibers from Linseed Flax
- Author
-
Mercedes Alcock, Shabbir Ahmed, Shawna DuCharme, and Chad A. Ulven
- Subjects
flax fiber ,technical fiber ,diameter variation ,statistical analysis ,Welch’s t-test ,tensile strength ,Young’s modulus ,strain ,Chemicals: Manufacture, use, etc. ,TP200-248 ,Textile bleaching, dyeing, printing, etc. ,TP890-933 ,Biology (General) ,QH301-705.5 ,Physics ,QC1-999 - Abstract
The continued search for sustainable and eco-friendly materials has led to the integration of bio-fibers, such as flax fiber, as reinforcement in composite materials; however, a wide variation in their diameters and mechanical properties poses a considerable challenge for their incorporation in load bearing and structural bio-composite materials. In this paper, a rigorous experimental investigation was performed using two varieties of linseed flax from two growing locations to determine if the variations observed in ultimate tensile strength, Young’s modulus, failure strain and diameter could be attributed to the diameters of the stems that produced the fibers. Tests were performed in two different facilities and the results were compared and analyzed using Welch’s t-tests. Results showed that samples which differed by stem diameter had statistically significant positive correlation with fiber diameter and negative correlation with tensile strength. No correlations for tensile strength, Young’s modulus or fiber diameter were found in samples with the same stem diameter range that were grown in different locations or were of different varieties, that is the effect of location and variety is not statistically significant. Failure strain did not show any statistical significance with respect to differences in stem diameter and only showed one statistically significant result between both facilities for one of the two growing location comparisons.
- Published
- 2018
- Full Text
- View/download PDF
26. Do family businesses perform better than non-family businesses? The situation in Czech companies
- Abstract
Research background: Recent research conducted in the field of entrepreneurship focuses on a better understanding of specific features of family businesses, which, according to estimates, make up 55–90 % of all business entities in EU member states. Foreign studies emphasise the greater resilience of family businesses in the face of adverse changes in their business environment, their ability of long-term survival and a higher degree of socially responsible behaviour. Purpose of the article: The main objective of this article is to find out whether there are statistically significant differences in performance between family and non-family businesses. The results will be used to determine whether the performance of family businesses differs from that of non-family businesses and to identify the specific features of family business. This information will also be used to enhance our knowledge of family entrepreneurship and to determine whether the conclusions of foreign studies are also valid for family businesses in the Czech Republic. Methods: We compared the results of two sets of data with financial results to identify differences in the performance of family and non-family businesses. Due to the fact that there is currently no register of family businesses, we first had to identify which are family businesses and complement them with non-family businesses. We used the accounting data of almost 8,000 businesses from the years 2014–2018 for this analysis. We defined 44 indicators and tested them using Welch’s t-test. Findings & value added: The analysed sample consists predominantly of small businesses. We identified a total of 30 ratios whose values differ statistically at a significance level of 5 %, for example current assets to sales, retained earnings to total assets and labour cost to sales. We can deduce from the results that there are differences in performance between family and non-family businesses.
- Published
- 2021
27. Do family businesses perform better than non-family businesses? The situation in Czech companies
- Abstract
Research background: Recent research conducted in the field of entrepreneurship focuses on a better understanding of specific features of family businesses, which, according to estimates, make up 55–90 % of all business entities in EU member states. Foreign studies emphasise the greater resilience of family businesses in the face of adverse changes in their business environment, their ability of long-term survival and a higher degree of socially responsible behaviour. Purpose of the article: The main objective of this article is to find out whether there are statistically significant differences in performance between family and non-family businesses. The results will be used to determine whether the performance of family businesses differs from that of non-family businesses and to identify the specific features of family business. This information will also be used to enhance our knowledge of family entrepreneurship and to determine whether the conclusions of foreign studies are also valid for family businesses in the Czech Republic. Methods: We compared the results of two sets of data with financial results to identify differences in the performance of family and non-family businesses. Due to the fact that there is currently no register of family businesses, we first had to identify which are family businesses and complement them with non-family businesses. We used the accounting data of almost 8,000 businesses from the years 2014–2018 for this analysis. We defined 44 indicators and tested them using Welch’s t-test. Findings & value added: The analysed sample consists predominantly of small businesses. We identified a total of 30 ratios whose values differ statistically at a significance level of 5 %, for example current assets to sales, retained earnings to total assets and labour cost to sales. We can deduce from the results that there are differences in performance between family and non-family businesses.
- Published
- 2021
28. Do family businesses perform better than non-family businesses? The situation in Czech companies
- Abstract
Research background: Recent research conducted in the field of entrepreneurship focuses on a better understanding of specific features of family businesses, which, according to estimates, make up 55–90 % of all business entities in EU member states. Foreign studies emphasise the greater resilience of family businesses in the face of adverse changes in their business environment, their ability of long-term survival and a higher degree of socially responsible behaviour. Purpose of the article: The main objective of this article is to find out whether there are statistically significant differences in performance between family and non-family businesses. The results will be used to determine whether the performance of family businesses differs from that of non-family businesses and to identify the specific features of family business. This information will also be used to enhance our knowledge of family entrepreneurship and to determine whether the conclusions of foreign studies are also valid for family businesses in the Czech Republic. Methods: We compared the results of two sets of data with financial results to identify differences in the performance of family and non-family businesses. Due to the fact that there is currently no register of family businesses, we first had to identify which are family businesses and complement them with non-family businesses. We used the accounting data of almost 8,000 businesses from the years 2014–2018 for this analysis. We defined 44 indicators and tested them using Welch’s t-test. Findings & value added: The analysed sample consists predominantly of small businesses. We identified a total of 30 ratios whose values differ statistically at a significance level of 5 %, for example current assets to sales, retained earnings to total assets and labour cost to sales. We can deduce from the results that there are differences in performance between family and non-family businesses.
- Published
- 2021
29. Do family businesses perform better than non-family businesses? The situation in Czech companies
- Author
-
Srbová, Pavla, Režňáková, Mária, Karas, Michal, and Pěta, Jan
- Subjects
Welch’s t-test ,performance ,family businesses ,Czech Republic - Abstract
Research background: Recent research conducted in the field of entrepreneurship focuses on a better understanding of specific features of family businesses, which, according to estimates, make up 55–90 % of all business entities in EU member states. Foreign studies emphasise the greater resilience of family businesses in the face of adverse changes in their business environment, their ability of long-term survival and a higher degree of socially responsible behaviour. Purpose of the article: The main objective of this article is to find out whether there are statistically significant differences in performance between family and non-family businesses. The results will be used to determine whether the performance of family businesses differs from that of non-family businesses and to identify the specific features of family business. This information will also be used to enhance our knowledge of family entrepreneurship and to determine whether the conclusions of foreign studies are also valid for family businesses in the Czech Republic. Methods: We compared the results of two sets of data with financial results to identify differences in the performance of family and non-family businesses. Due to the fact that there is currently no register of family businesses, we first had to identify which are family businesses and complement them with non-family businesses. We used the accounting data of almost 8,000 businesses from the years 2014–2018 for this analysis. We defined 44 indicators and tested them using Welch’s t-test. Findings & value added: The analysed sample consists predominantly of small businesses. We identified a total of 30 ratios whose values differ statistically at a significance level of 5 %, for example current assets to sales, retained earnings to total assets and labour cost to sales. We can deduce from the results that there are differences in performance between family and non-family businesses.
- Published
- 2021
30. Evaluation of a Transparent Analog Fluid of Digested Sludge: Xanthan Gum Aqueous Solution.
- Author
-
Cao, Xiuqin, Zhao, Zhendong, Cheng, Lin, and Yin, Weiqi
- Subjects
XANTHAN gum ,AQUEOUS solutions ,COMPUTATIONAL fluid dynamics ,SEWAGE sludge digestion ,FLOW visualization ,NON-Newtonian fluids - Abstract
To verify the accuracy and reliability of the computational fluid dynamics simulation of sludge anaerobic digester, fluid flow visualization experiment is a reliable approach. However, it cannot be used for anaerobic digester due to the opaque nature of sludge. Xanthan gum (XG) aqueous solution was selected as the analog fluid of the digested sludge (DS) due to its good optical clarity and good stability. The rheological properties of DS and the XG aqueous solution were measured by applying a rotational viscometer and the measuring results qualitatively and quantitatively compared by graphics and mathematical statistics analysis. The experimental results revealed the rheological behaviour of XG aqueous solution was similar to DS. They were both typical pseudo-plastic non-Newtonian fluid and showed the same trend in the rheological curves with similar curvatures. Carreau model (R 2 =0.9578) was proposed to describe the rheological behaviour and calculate the rheological parameters of the analog fluid. The limiting viscosity of the XG aqueous solution linearly increased with the increases of the concentration within the concentration range of 0.20g/L∼1.60g/L. According to the linear relationship, 0.50g/L, 1.00g/L and 1.50g/L XG aqueous solution were selected to compare with DS. The result of Welch's t-test demonstrated that there is no significant difference in the rheological parameters of DS and the 1.00g/L XG aqueous solution at the significant level of α=0.05, which indicated the feasibility of choosing the 1.00g/L XG aqueous solution as transparent analog fluid of DS, and build a foundation for visualization experiment in anaerobic digester. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
31. Why Hedges’ g*s based on the non-pooled standard deviation should be reported with Welch’s t-test
- Author
-
Liu L, Christophe Leys, Marie Delacre, Christophe Ley, and Daniel Lakens
- Subjects
Pooled variance ,Statistics ,Welch's t-test ,Mathematics - Abstract
Researchers are generally required to report and interpret effect sizes and associated confidence intervals. When comparing two independent groups, the most commonly used estimator of effect size is Cohen’s ds where sample mean difference is divided by the pooled standard deviation. However, computing the pooled error term is not valid when both groups do not share common population variances. Furthermore, the assumption of equal population variances is unlikely in many psychological fields. Consequently, researchers shift to the use of Welch’s t-test over Student’s t-test in the context of hypothesis testing. Meanwhile, the question which effect size to report when equal variances are not assumed remains open. Based on Monte Carlo simulations, we compare Hedges’ gs (i.e. Cohen’s ds with correction for bias) to Glass’s gs, Shieh’s gs and Hedges’ g_s^*. Comparisons are made under normality as well as under realistic deviations from the assumptions of normality and equal variances. Although it is not directly related with Welch’s t-test (unlike Shieh’s gs), we recommend the use of Hedges’ g_s^* because it shows better properties than all other estimators. Practical recommendations, R package and Shiny App in order to compute effect size estimators and confidence intervals are provided.
- Published
- 2021
32. Removing skewness and kurtosis by transformation when testing for mean equality
- Author
-
Lourdes Molera, Isabel Parra-Frutos, and Métodos Cuantitativos para la Economía y la Empresa
- Subjects
Statistics and Probability ,Kurtosis ,021103 operations research ,0211 other engineering and technologies ,Johnson’s transformation ,02 engineering and technology ,Welch's t-test ,Skewness ,01 natural sciences ,Welch test ,010104 statistics & probability ,Transformation (function) ,Hall’s transformation ,Modeling and Simulation ,Statistics ,0101 mathematics ,Statistic ,Mathematics - Abstract
A transformation of the Welch statistic to compare means is proposed to correct skewness and kurtosis of parent populations. The results show that this transformation seems to improve the performance of the test in heavy-tailed distributions more than other transformations focused only on skewness. The proposed test outperforms the Welch test in asymmetric heavy-tailed distributions with high heteroscedasticity and it behaves better than the Johnson’s transformation trimmed mean Welch test in normal, near-normal and light-tailed distributions. It may also be a better option when some of the distributions are heavy-tailed and some light-tailed.
- Published
- 2019
33. Influence of different rotary systems on the amount of apically extruded debris in mandibular molars (An In vitro study)
- Author
-
Nehal Nabil Roshdy and Sherif Adel El Khodary
- Subjects
Molar ,Materials science ,business.industry ,Group ii ,Significant difference ,In vitro study ,Dentistry ,Mesial root ,Welch's t-test ,Body weight ,business ,Debris - Abstract
Objective: The aim of the study was to compare and evaluate Hyflex CM files and M-Pro files versus Protaper Next files regarding the amount of apically extruded debris in the mesial root canals of mandibular molars.Methodology: Sixty three human permanent mandibular molars were utilized in the study. Empty Eppendorf tubes were weighed using an analytical balance three times and an average weight was calculated (W1). Then, a hole was created in the stopper of the Eppendorf tubes and mesial roots were inserted. The roots were randomly assigned into 3 groups according to the instrumentation technique used: Group I: Protaper Next (n=21), Group II: Hyflex (n=21) and Group III: M-Pro (n=21). Distilled water was used as an irrigant in all groups. After instrumentation, the vials were placed in an incubator for 3 days and the apically extruded debris collected in the Eppendorf tubes were weighed again (W2) after instrumentation. Welch test was used for comparison between the three groups.Results: There was no statistically significant difference between the amount of debris extrusion of the three groups (P=0.204). Conclusion: Within the limitation of this study it was concluded that all systems were associated with extrusion of debris.
- Published
- 2019
34. Forensic Examination of Textile Fibers Using UV-Vis Spectroscopy Combined with Multivariate Analysis
- Author
-
Raj Kumar, Pawandeep Kaur, and Vishal Sharma
- Subjects
Solvent system ,Textile ,Materials science ,Chromatography ,business.industry ,010401 analytical chemistry ,Extraction (chemistry) ,02 engineering and technology ,021001 nanoscience & nanotechnology ,Condensed Matter Physics ,Welch's t-test ,01 natural sciences ,0104 chemical sciences ,Chemometrics ,Ultraviolet visible spectroscopy ,Textile fiber ,Forensic examination ,0210 nano-technology ,business ,Spectroscopy - Abstract
The current study aims at discriminating cotton and woolen textile fibers from dye using UV-Vis spectroscopy and chemometrics methods. For extraction of the dye from fibers, seven solvent systems have been used, and different extraction conditions have also been tested. Two different approaches, i.e., a visual comparison of peaks and chemometric analysis, have been proposed to differentiate between the textile fibers. The comparison of peaks obtained through UV-Vis spectra provides the discrimination power of 83.6% for cotton fibers and 94.3% for the woolen fibers. However, the incorporation of chemometrics has further improved the discrimination power to 100% for cotton and 98.1% for woolen fibers. The discrimination of 100% is achieved with nonsignificant values of the Welch's t-test, which illustrates that all samples are discriminated.
- Published
- 2019
35. Efectividad del i_map en la prevención de plagio académico a nivel universitario
- Author
-
Maryory Medina Turcios and César Leonardo Alvarado Alvarado
- Subjects
Information management ,Documentation ,Control (management) ,Mathematics education ,Psychology ,Welch's t-test ,Research process ,Inclusion (education) - Abstract
El plagio académico es una práctica común entre estudiantes universitarios. Tradicionalmente esta temática ha sido abordada a través de estudios que determinan los factores generadores de la misma, sin ahondar en estrategias efectivas que prevengan dichas prácticas. Por tanto, para este estudio se utilizó una estrategia novedosa llamada i_map, que reduce el plagio académico a través del fortalecimiento de las habilidades de búsqueda y manejo de información, documentación del proceso de investigación y generación de ideas propias por parte del estudiante.El objetivo de este estudio es determinar la efectividad del i_map en la prevención del plagio académico y compararla con estrategias tradicionales como el reforzamiento en el uso de paráfrasis y citas textuales. La investigación fue desarrollada en tres espacios pedagógicos de la Carrera de Ciencias Naturales del CUED-UPNFM, cada espacio fue diferenciado según el tipo de estrategia utilizada (i_map, talleres de paráfrasis y citas textuales, equipo control) para la elaboración de ensayos académicos. En total fueron analizados 74 ensayos. El análisis de los datos fue realizado a través de un ANOVA de factor único y Welch test. Los niveles más bajos de plagio (p=0.0003246) y los valores medios más altos de fuentes académicas citadas (p=0.0100) fueron registrados en los trabajos de los estudiantes que utilizaron el i_map. Este estudio concluye la efectividad, estadísticamente significativa, del uso del i_map en la prevención de plagio académico, por lo que sugerimos la inclusión de esta estrategia como herramienta para prevenir dicha práctica y a la vez mejorar la redacción de asignaciones escritas.
- Published
- 2018
36. Model-Based Methodology for Validation of Traffic Flow Detectors by Minimizing Human Bias in Video Data Processing.
- Author
-
Kachroo, Pushkin, Shlayan, Neveen, Paz, Alexander, Sastry, Shankar, and Patel, Shital K.
- Abstract
This paper provides a model-based method for analysis and hypothesis testing for paired data where one source of data has to be validated against another source of data that contains subjective and dynamic errors. This study deals with human-observed flow counts collected from traffic videos of freeway cameras. The available videos are mainly used for the purpose of manual observation by transportation personnel in case of emergency. This amounts to a varying inconsistency of the quality of the videos, which presents an additional challenge when analyzing the data. Video processing cannot be performed due to the mentioned issues with regard to the video quality. The processing has to be manually performed by humans who unfortunately have an inherent bias. If the video data have to be used for validating flow detector sensors, then a technique that performs validation with subjective and dynamic erroneous data as a result of the human bias is needed. This paper presents a methodology to deal with this issue. It is based on statistical testing with heteroscedasticity, which is demonstrated through a case study using data from traffic flow detectors and traffic cameras installed on highways in the Southern Nevada Region. A model for the relationship between the video ratings and the distribution of the human errors is developed taking into consideration the human bias. A method for identification of faulty detectors is also demonstrated based on the developed technique. [ABSTRACT FROM PUBLISHER]
- Published
- 2015
- Full Text
- View/download PDF
37. Detection of subjects and brain regions related to Alzheimer's disease using 3D MRI scans based on eigenbrain and machine learning.
- Author
-
Yudong Zhang, Zhengchao Dong, Phillips, Preetha, Shuihua Wang, Genlin Ji, Jiquan Yang, and Ti-Fei Yuan
- Subjects
BRAIN research ,ALZHEIMER'S disease ,DATA mining ,SENILE dementia ,APOLIPOPROTEIN E4 - Abstract
Purpose: Early diagnosis or detection of Alzheimer's disease (AD) from the normal elder control (NC) is very important. However, the computer-aided diagnosis (CAD) was not widely used, and the classification performance did not reach the standard of practical use. We proposed a novel CAD system for MR brain images based on eigenbrains and machine learning with two goals: accurate detection of both AD subjects and AD-related brain regions. Method: First, we used maximum inter-class variance (ICV) to select key slices from 3D volumetric data. Second, we generated an eigenbrain set for each subject. Third, the most important eigenbrain (MIE) was obtained by Welch's t-test (WTT). Finally, kernel support-vector-machines with different kernels that were trained by particle swarm optimization, were used to make an accurate prediction of AD subjects. Coefficients of MIE with values higher than 0.98 quantile were highlighted to obtain the discriminant regions that distinguish AD from NC. Results: The experiments showed that the proposed method can predict AD subjects with a competitive performance with existing methods, especially the accuracy of the polynomial kernel (92.36 ± 0.94) was better than the linear kernel of 91.47 ± 1.02 and the radial basis function (RBF) kernel of 86.71 ± 1.93. The proposed eigenbrain-based CAD system detected 30 AD-related brain regions (Anterior Cingulate, Caudate Nucleus, Cerebellum, Cingulate Gyrus, Claustrum, Inferior Frontal Gyrus, Inferior Parietal Lobule, Insula, Lateral Ventricle, Lentiform Nucleus, Lingual Gyrus, Medial Frontal Gyrus, Middle Frontal Gyrus, Middle Occipital Gyrus, Middle Temporal Gyrus, Paracentral Lobule, Parahippocampal Gyrus, Postcentral Gyrus, Posterial Cingulate, Precentral Gyrus, Precuneus, Subcallosal Gyrus, Sub-Gyral, Superior Frontal Gyrus, Superior Parietal Lobule, Superior Temporal Gyrus, Supramarginal Gyrus, Thalamus, Transverse Temporal Gyrus, and Uncus). The results were coherent with existing literatures. Conclusion: The eigenbrain method was effective in AD subject prediction and discriminant brain-region detection in MRI scanning. [ABSTRACT FROM AUTHOR]
- Published
- 2015
- Full Text
- View/download PDF
38. Mesiobuccal and Palatal Interorifice Distance May Predict the Presence of the Second Mesiobuccal Canal in Maxillary Second Molars with Fused Roots
- Author
-
Marco Aurélio Versiani, Cangül Keskin, and Ali Keleş
- Subjects
0301 basic medicine ,Orthodontics ,Dental anatomy ,Micro computed tomography ,Distobuccal ,Statistical difference ,030206 dentistry ,Cone-Beam Computed Tomography ,Welch's t-test ,Molar ,Mandibular second molar ,03 medical and health sciences ,030104 developmental biology ,0302 clinical medicine ,Mesiobuccal root ,Maxilla ,Humans ,sense organs ,Dental Pulp Cavity ,Tooth Root ,General Dentistry ,Mathematics - Abstract
The aim of this study was to evaluate if the configuration of canal orifices can predict the presence of a second mesiobuccal canal (MB2) in maxillary second molars with fused roots.Maxillary second molars with fused roots (N = 150) were scanned in a micro-computed tomographic device (pixel size = 9 μm) and evaluated regarding the root fusion type and the incidence of the MB2 canal. The centers of the canal orifices were connected, and the angles formed by the intersection of these lines as well as their distances were measured and statistically compared (1-way analysis of variance). Specimens were then assigned to 2 groups according to the presence (n = 65) or absence (n = 50) of the MB2 canal and compared regarding the angles and interorifice distances using the Welch t test. A binary logistic regression model estimated the association between the interorifice distance, the fusion type, and the presence of the MB2 canal, whereas receiver operating characteristic curve analysis was performed to evaluate the diagnostic abilities of significant variables. The significance level was set at 5%.The most common fusion types were 1 and 6, and MB2 canal incidence was 47.3%. No statistical difference was observed in the angles or interorifice distances among teeth with different fusion types (P.05). Distances from the mesiobuccal (MB) to the distobuccal and palatal (P) canal orifices as well as the MB and P angles were significantly higher in the presence of an MB2 canal (P.05). A binary logistic regression model revealed that MB-distobuccal and MB-P distances were significant in the presence of an MB2 canal (P.05). Receiver operating characteristic analysis indicated that MB-P distance had acceptable diagnostic accuracy for the prediction of MB2 canal presence. Sensitivity (specificity) calculated from the MB-P distances of 4.0, 4.5, and 5.0 mm were 89.2% (36.5%), 76.9% (58.4%), and 44.4% (71.4%), respectively.MB-P interorifice distance is a strong predictor of the presence of the MB2 canal in maxillary second molars with fused roots.
- Published
- 2020
39. Drastic Reduction Inpatient Visits to the Emergency Department in a Hospital in Israel During the COVID-19 Outbreak, Compared to the H1N1 2009
- Author
-
Hisam Zeidani, Khetam Hussein, Fuad Basis, and Shlomo Hareli
- Subjects
Health (social science) ,Epidemiologic study ,genetic structures ,020205 medical informatics ,Coronavirus disease 2019 (COVID-19) ,Isolation (health care) ,Leadership and Management ,02 engineering and technology ,Management, Monitoring, Policy and Law ,Disease Outbreaks ,03 medical and health sciences ,0302 clinical medicine ,Influenza A Virus, H1N1 Subtype ,Health Information Management ,Pandemic ,0202 electrical engineering, electronic engineering, information engineering ,Medicine ,Humans ,030212 general & internal medicine ,Israel ,Pandemics ,Inpatients ,business.industry ,Health Policy ,Outbreak ,COVID-19 ,Emergency department ,Welch's t-test ,Hospitals ,H1n1 pandemic ,Cross-Sectional Studies ,business ,Emergency Service, Hospital ,Demography - Abstract
Background: On February 26, 2020, the first case of coronavirus disease 2019 (COVID-19) was detected in Israel. The Ministry of Health (MoH) instructed people to take isolation measures and restrict their movement. Similarly, there was a gradual decrease in the number of visits to our emergency department (ED). Objectives: To describe the decline in the referrals to the ED and in-hospital beds occupancy during the COVID-19 pandemic and to compare it to the H1N1 2009 pandemic. Methods: Employing a cross-sectional epidemiologic study, the pattern of visits to the ED during the COVID-19 was compared with the pattern of visits during the 2009 H1N1 pandemic, as well as a year without a pandemic. The data was adjusted to consider changes in population size. The Welch t test for unpaired, unequal samples was used to analyze the data. Results: Within 2 months of the COVID-19 outbreak, the average number of visits to the ED dropped by 30.2% and the hospital occupancy by 29.2% (a minimum of 57%), compared to the same period, the year before. In comparison to the same period during the H1N1 outbreak, we witnessed a significant decline in the number of visits to the ED during the COVID-19 outbreak. Conclusion: The behavior of people during the COVID-19 pandemic was different from their behavior during the H1N1 pandemic. People seemed to avoid visiting the ED. The boundary between precaution and panic in the generation of the media could be very thin. Decision-makers must take this into account.
- Published
- 2020
40. Misinformation Effect in Aging: A New Light with Equivalence Testing
- Author
-
Anne-Laure Gilet, Marine Tessoulin, Fabienne Colombel, Jean-Michel Galharret, Laboratoire de Psychologie des Pays de la Loire (LPPL), Université d'Angers (UA)-Université de Nantes - UFR Lettres et Langages (UFRLL), and Université de Nantes (UN)-Université de Nantes (UN)
- Subjects
Adult ,Male ,Aging ,Deception ,Adolescent ,Social Psychology ,Motion Pictures ,Misinformation effect ,050109 social psychology ,False memory ,050105 experimental psychology ,Developmental psychology ,Young Adult ,Equivalence test ,Humans ,0501 psychology and cognitive sciences ,Misinformation ,ComputingMilieux_MISCELLANEOUS ,Aged ,Aged, 80 and over ,Equivalence testing ,05 social sciences ,Recognition, Psychology ,Welch's t-test ,Clinical Psychology ,Younger adults ,Data Interpretation, Statistical ,[SCCO.PSYC]Cognitive science/Psychology ,Female ,Geriatrics and Gerontology ,Psychology ,Gerontology - Abstract
Objectives To better characterize the formation of false memories in older adults, we conducted a study using a French adaptation of the misinformation paradigm from Loftus, Levidow, and Duensing (1992). We aimed to show higher false memory production in older than in younger adults. Method One hundred and four younger adults (18–30 years) and 104 older adults (70–95 years) took part in the study. Participants were presented with a misinformation paradigm through the viewing of a short video followed by a questionnaire containing misinformation about the film. After a short delay (45 min), they performed a recognition task. Results Contrary to our hypothesis, the results analyzed with a Welch t test did not reveal a greater misinformation effect in older adults than in younger adults. Results were reanalyzed using the equivalence test which indicated that younger and older adults are statistically equivalent and not statistically different. Discussion The equivalence test helped to clarify the contradictory results of the literature. Furthermore, such results show the interest to reconsider misinformation effect in aging.
- Published
- 2020
41. 'Repeal and replace': increased demand for intrauterine devices following the 2016 presidential election
- Author
-
Alicia L. Nobles, Mark Dredze, and John W. Ayers
- Subjects
030219 obstetrics & reproductive medicine ,Presidential election ,business.industry ,Obstetrics and Gynecology ,Population health ,Repeal ,Welch's t-test ,03 medical and health sciences ,0302 clinical medicine ,Reproductive Medicine ,Health insurance ,Medicine ,030212 general & internal medicine ,business ,Health policy ,Demography - Abstract
Objective To evaluate public's interest in contraceptive options following heightened focus on a repeal of the Affordable Care Act (ACA) since the 2016 United States presidential election. Study design We monitored the fraction of Google searches emerging from the United States for the three most popular reversible contraceptive methods — oral contraceptives, intrauterine devices (IUDs) and condoms — from January 1, 2004, through October 31, 2017 (1 year after the presidential election). Results IUD searches were cumulatively 15% (95% CI: 10 to 20) higher than expected the year following the 2016 election, reflecting 10 to 21 million excess searches. IUD searches were statistically significantly higher in all states, except NV, and were consistent across states won by Trump or Clinton (Welch t test=0.60, p=.548). Conversely, searches for oral contraceptives and condoms remained stable (0%; 95% CI: −2 to 1) or declined (−4%; 95% CI: −5 to −2), respectively, following the election. Conclusions The etiology of increased searches for IUDs is likely multifaceted. However, it may largely be because IUDs will confer continued protection even after an ACA repeal, thereby providing a medical hedge against a possible repeal. Regardless, these data suggest the heightened focus on an ACA repeal is a concern to the record number of Americans seeking out information about IUDs.
- Published
- 2019
42. CORRELATION BETWEEN PROLINE-PROLINE/HYDROXY-PROLINE IN COLLAGEN PROTEINS AND THE MOISTURE CONTENT OF THE STRATUM CORNEUM AFTER ORAL INGESTION.
- Author
-
Yuri Mukai, Keitaro Machino, Kenji Etchuya, Hirotaka Tanaka, and Takanori Sasaki
- Subjects
HYALURONIC acid ,AMINO acid sequence - Abstract
While collagen was previously thought to be related to the moisture of skin, the correlation between orally ingested collagen and the moisture of skin had not been clarified. Based on recent studies regarding collagen peptide's ability to assist hyaluronan synthesis and to change the moisture content of the stratum corneum after oral ingestion of fish/porcine collagen, the relationship between the di-peptide in fish/porcine collagen, Proline-Proline/hydroxy-Prorine (Pro-Pro/HyP), and the moisture content of the stratum corneum was evaluated in this study. Moreover, collagen proteins in Eukaryotic genomes which are thought to be able to effectively increase the moisture content of the stratum corneum were retrieved from the UniProtKB/Swiss-Prot protein sequence database. Fish/porcine collagens which have high Pro-Pro/HyP frequency were components of filaments in spines, cartilage, ligament and bone. In addition, human and mouse organs with frequent elastic actions, including the kidney, lung, heart, muscles and skin, Pro-Pro/HyP-rich collagen proteins were found by comprehensive database scanning. [ABSTRACT FROM AUTHOR]
- Published
- 2013
- Full Text
- View/download PDF
43. The Two-Sample t-test and the Influence of Outliers : - A simulation study on how the type I error rate is impacted by outliers of different magnitude.
- Abstract
This study investigates how outliers of different magnitude impact the robustness of the twosample t-test. A simulation study approach is used to analyze the behavior of type I error rates when outliers are added to generated data. Outliers may distort parameter estimates such as the mean and variance and cause misleading test results. Previous research has shown that Welch’s ttest performs better than the traditional Student’s t-test when group variances are unequal. Therefore these two alternative statistics are compared in terms of type I error rates when outliers are added to the samples. The results show that control of type I error rates can be maintained in the presence of a single outlier. Depending on the magnitude of the outlier and the sample size, there are scenarios where the t-test is robust. However, the sensitivity of the t-test is illustrated by deteriorating type I error rates when more than one outlier are included. The comparison between Welch’s t-test and Student’s t-test shows that the former is marginally more robust against outlier influence.
- Published
- 2019
44. The Two-Sample t-test and the Influence of Outliers : - A simulation study on how the type I error rate is impacted by outliers of different magnitude.
- Abstract
This study investigates how outliers of different magnitude impact the robustness of the twosample t-test. A simulation study approach is used to analyze the behavior of type I error rates when outliers are added to generated data. Outliers may distort parameter estimates such as the mean and variance and cause misleading test results. Previous research has shown that Welch’s ttest performs better than the traditional Student’s t-test when group variances are unequal. Therefore these two alternative statistics are compared in terms of type I error rates when outliers are added to the samples. The results show that control of type I error rates can be maintained in the presence of a single outlier. Depending on the magnitude of the outlier and the sample size, there are scenarios where the t-test is robust. However, the sensitivity of the t-test is illustrated by deteriorating type I error rates when more than one outlier are included. The comparison between Welch’s t-test and Student’s t-test shows that the former is marginally more robust against outlier influence.
- Published
- 2019
45. Discrimination of Transparent Polyethylene Films Based on Identification of Inorganic Antiblocking Agents.
- Author
-
Hashimoto, Takashi and Mizuhata, Minoru
- Subjects
- *
PLASTIC bags , *POLYETHYLENE , *SCANNING electron microscopes , *FORENSIC chemistry , *FORENSIC sciences - Abstract
Several nondestructive and semidestructive analyses were used to discriminate colorless transparent polyethylene bags. Transparent plastic bags made from low-density and linear low-density polyethylene usually contain antiblocking agents to prevent sticking of the film, which makes it difficult to open the mouths of plastic bags. Inorganic antiblocking agents are uniformly dispersed in polyethylene films, so they are easily observed using optical microscopy. The particle size distributions of the antiblocking agents were compared by statistical tests. Particle composition was examined by elemental analysis using energy-dispersive X-ray spectrometry with a scanning electron microscope and by molecular vibration analysis using a sensitive microscopic Raman spectrometer. The compositions could be determined nondestructively on the basis of the results. These data reinforce the morphological discrimination. Morphological discrimination of the dispersed antiblocking agent powders, statistical comparison of particle size distributions, and compositional analysis of the antiblocking agents strengthen the ability to discriminate polyethylene films. [ABSTRACT FROM AUTHOR]
- Published
- 2012
- Full Text
- View/download PDF
46. Abstract No. 442 The role of telemedicine in the maintenance of interventional radiology outpatient evaluation and management volume during the COVID-19 global pandemic
- Author
-
Edward Kim, Vivian Bishay, Mark Finkelstein, Rahul S. Patel, Himanshu Sharma, David Goldman, Aaron M. Fischman, Francis S. Nowakowski, T. Carlon, Joseph J. Titano, and Robert A. Lookstein
- Subjects
Telemedicine ,medicine.medical_specialty ,Coronavirus disease 2019 (COVID-19) ,Case volume ,medicine.diagnostic_test ,business.industry ,Interventional radiology ,Telehealth ,Welch's t-test ,Article ,Recovery period ,Emergency medicine ,Medicine ,Radiology, Nuclear Medicine and imaging ,Gradual increase ,Cardiology and Cardiovascular Medicine ,business - Abstract
Purpose: To assess the impact of COVID-19 on the overall volume of IR outpatient-based evaluation and management encounters (E&M) and to demonstrate the role of telehealth in offsetting the loss of volume caused by COVID-19 Materials and Methods: A retrospective review of IR E&M in a large academic health system between January 6, 2020 and August 23, 2020, was conducted using the same time period in 2019 as a historical control. IR encounters were collected by gathering the weekly volume of submitted E&M current procedural technology (CPT) codes from the IR division. IR encounters were classified as outpatient or telehealth E&M. The E&M volume in 2019 was used as a historical control. Data were divided into three periods: pre-surge (January 6–March 15, 2020), surge (March 16–June 7, 2020), and recovery (June 8–August 23, 2020). The mean encounters per week during the surge and recovery periods were compared to the pre-surge baseline using a Welch t test for 2020 data, and the same comparison was made for 2019 data for a historical control. Results: During the surge period, outpatient E&M volume, inclusive of telemedicine, fell by 55.8% relative to the pre-surge 2020 baseline. The volume grew steadily during the recovery period but remained 19.8% below pre-surge 2020 levels. The surge and recovery mean weekly E&M volume was significantly different from the equivalent periods in 2019 (P < 0.001 and P = 0.02, respectively). During the surge, telemedicine comprised 44.6% of the total outpatient E&M. The contribution of telemedicine gradually fell over the recovery period, comprising just 11.5% in the final week of the study, and 16.7% during the recovery. Outpatient E&M reached a nadir during the week of April 13th, reflecting a 70.6% decline relative to the same period in 2019. The recovery period demonstrated a gradual increase in outpatient E&M with a decline in telehealth encounters balanced by a growth of in-person visits. During the last week of the recovery period (week of 8/17), outpatient in-person E&M had recovered to 2019 levels, and with the inclusion of telehealth exceeded E&M in 2019 for the same period by 93.3%. Conclusions: Telemedicine becomes an important way to maintain outpatient E&M volume in the event of a pandemic when social distancing and stay-at-home orders preclude face-to-face visits. Revenue from outpatient E&M may help bridge the gap until resumption of elective procedures and recovery of procedural case volume.
- Published
- 2021
47. Striving for Simple but Effective Advice for Comparing the Central Tendency of Two Populations
- Author
-
Graeme D. Ruxton and Markus Neuhäuser
- Subjects
Statistics and Probability ,Actuarial science ,05 social sciences ,050401 social sciences methods ,Welch's t-test ,01 natural sciences ,Statistical power ,010104 statistics & probability ,0504 sociology ,Simple (abstract algebra) ,0101 mathematics ,Statistics, Probability and Uncertainty ,Advice (complexity) ,Mathematics - Abstract
Nguyen et al. (2016) offered advice to researchers in the commonly-encountered situation where they are interested in testing for a difference in central tendency between two populations. Their data and the available literature support very simple advice that strikes the best balance between ease of implementation, power and reliability. Specifically, apply Satterthwaite’s test, with preliminary ranking of the data if a strong deviation from normality is expected, or is suggested by visual inspection of the data. This simple guideline will serve well except when dealing with small samples of discrete data, when more sophisticated treatment may be required.
- Published
- 2019
48. The Two-Sample t-test and the Influence of Outliers : - A simulation study on how the type I error rate is impacted by outliers of different magnitude
- Author
-
Widerberg, Carl
- Subjects
Two-sample t-test ,ANOVA ,extreme value ,outlying observation ,robustness ,Student’s t-test ,Outlier ,type I error rate ,Sannolikhetsteori och statistik ,Welch’s t-test ,Probability Theory and Statistics - Abstract
This study investigates how outliers of different magnitude impact the robustness of the twosample t-test. A simulation study approach is used to analyze the behavior of type I error rates when outliers are added to generated data. Outliers may distort parameter estimates such as the mean and variance and cause misleading test results. Previous research has shown that Welch’s ttest performs better than the traditional Student’s t-test when group variances are unequal. Therefore these two alternative statistics are compared in terms of type I error rates when outliers are added to the samples. The results show that control of type I error rates can be maintained in the presence of a single outlier. Depending on the magnitude of the outlier and the sample size, there are scenarios where the t-test is robust. However, the sensitivity of the t-test is illustrated by deteriorating type I error rates when more than one outlier are included. The comparison between Welch’s t-test and Student’s t-test shows that the former is marginally more robust against outlier influence.
- Published
- 2019
49. How (Not) to Use Welch’s T-Test in Side-Channel Security Evaluations
- Author
-
Standaert, François-Xavier, 17th International Conference on Smart Card Research and Advanced Applications (CARDIS 2018), and UCL - SST/ICTM/ELEN - Pôle en ingénierie électrique
- Subjects
Computer science ,Cryptographic implementations ,Univariate ,02 engineering and technology ,Computer security ,computer.software_genre ,Welch's t-test ,Masking (Electronic Health Record) ,020202 computer hardware & architecture ,Test vector ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Side channel attack ,Security level ,computer ,Implementation ,Side-channel analysis - Abstract
The Test Vector Leakage Assessment (TVLA) methodology is a qualitative tool relying on Welch’s T-test to assess the security of cryptographic implementations against side-channel attacks. Despite known limitations (e.g., risks of false negatives and positives), it is sometimes considered as a pass-fail test to determine whether such implementations are “safe” or not (without clear definition of what is “safe”). In this note, we clarify the limited quantitative meaning of this test when used as a standalone tool. For this purpose, we first show that the straightforward application of this approach to assess the security of a masked implementation is not sufficient. More precisely, we show that even in a simple (more precisely, univariate) case study that seems best suited for the TVLA methodology, detection (or lack thereof) with Welch’s T-test can be totally disconnected from the actual security level of an implementation. For this purpose, we put forward the case of a realistic masking scheme that looks very safe from the TVLA point-of-view and is nevertheless easy to break. We then discuss this result in more general terms and argue that this limitation is shared by all “moment-based” security evaluations. We conclude the note positively, by describing how to use moment-based analyses as a useful ingredient of side-channel security evaluations, to determine a “security order”.
- Published
- 2019
- Full Text
- View/download PDF
50. On the Extended Welch Test for Assessing Equivalence of Standardized Means
- Author
-
Show Li Jan and Gwowen Shieh
- Subjects
Statistics and Probability ,Comparability ,Pharmaceutical Science ,Welch's t-test ,01 natural sciences ,010104 statistics & probability ,03 medical and health sciences ,0302 clinical medicine ,Sample size determination ,Statistics ,030212 general & internal medicine ,0101 mathematics ,Equivalence (measure theory) ,Mathematics - Abstract
This article proposes a useful extension of the ANOVA F-test for examining mean differences for evaluating the comparability of standardized mean effects. The equivalence procedure presumably suffers from the same disadvantage as the traditional ANOVA F-statistic regarding the violations of homogeneous variance assumption. In view of the absence of vital clarification for theory development and supportive technique, this article provides a critical exposition of the extended Welch test for the equivalence of standardized means. To enhance the usefulness of equivalence testing, the theoretical properties and practical implications of the Welch-type procedure are demonstrated. Moreover, the corresponding power and sample size algorithms are described for advance planning of equivalence studies. Despite the approximate nature, the accuracy of Type I error rate, statistical power, and sample size calculations of the suggested equivalence test is justified under a wide range of model configurations. The proposed procedures are demonstrated with the data of a clinical trial regarding the comparative study of four antihypertensive treatments. A complete set of computer codes is presented to calculate the corresponding critical values, p-values, power levels, and sample sizes for data analysis and design planning of equivalence studies.
- Published
- 2019
- Full Text
- View/download PDF
Catalog
Discovery Service for Jio Institute Digital Library
For full access to our library's resources, please sign in.