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736 results on '"Ghazali, Rozaida"'

1. Robust Heart Disease Prognosis: Integrating Extended Isolation Forest Outlier Detection with Advanced Prediction Models

Author

Javid, Irfan, Hassan, Norlida, Ghazali, Rozaida, Hassim, Yana Mazwin Mohmad, Batool, Tuba, Husaini, Noor Aida, Jafri, Syed Irteza Hussain, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2024
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2. Filter Method Feature Selection Techniques for Solid Waste Prediction Based on GRU Deep Learning Model

Author

Batool, Tuba, Arbain, Siti Hajar, Ghazali, Rozaida, Ismail, Lokman Hakim, Javid, Irfan, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2024
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3. Predictive Modeling of Gold Prices: Integrating Technical Indicators for Enhanced Accuracy

Author

Husaini, Noor Aida, Gan, Yee Jing, Ghazali, Rozaida, Hassim, Yana Mazwin Mohmad, Shen Yeap, Jie, Joseph, Jerome Subash, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2024
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4. Comparative Analysis of ResNet Models for Skin Cancer Diagnosis: Performance Evaluation and Insights

Author

Alharith, Razan, Ibrahim, Ashraf Osman, Wahid, Noorhaniza, Ghazali, Rozaida, Elsafi, Abubakar, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2024
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5. Domestic Solid Waste Prediction with an Enhanced LSTM with SigmoReLU and RAdam Optimizer

Author

Fadhel, Abdulrahman Sharaf Mohammed, Ghazali, Rozaida, Tomari, Mohd Razali Md, Hassim, Yana Mazwin Mohmad, Hassan, Abdullahi Abdi Abubakar, Ismail, Lokman Hakim, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2024
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6. Prediction of OPEC Carbon Dioxide Emissions Using K-Means Clustering and Ensemble Algorithm

Author

Lasisi, Ayodele, Mohd Zin, Nur Ariffin, Ghazali, Rozaida, Agagu, Modupe, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2024
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7. Multilevel Monte Carlo Simulation Model for Air Pollution Index Prediction of a Smart Network

Author

Hassan, Mustafa Hamid, Mostafa, Salama A., Ghazali, Rozaida, Saringat, Mohd Zainuri, Husaini, Noor Aida, Mustapha, Aida, Jubair, Mohammed Ahmed, Hariz, Hussein Muhi, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2024
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8. An In-Depth Strategy using Deep Generative Adversarial Networks for Addressing the Cold Start in Movie Recommendation Systems

Author

Shahab, Muhammad, Hassim, Yana Mazwin Mohmad, Ghazali, Rozaida, Javid, Irfan, Arbaiy, Nureize, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2024
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11. An ARIMA and XGBoost Model Utilized for Forecasting Municipal Solid Waste Generation

Author

Javid, Irfan, Ghazali, Rozaida, Batool, Tuba, Jafri, Syed Irteza Hussain, Altaf, Abdullah, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Prates, Raquel Oliveira, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Abawajy, Jemal, editor, Tavares, João Manuel R.S., editor, Kharb, Latika, editor, Chahal, Deepak, editor, and Nassif, Ali Bou, editor

Published
2023
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12. An Application of Multilayer Perceptron for the Prediction of River Water Quality

Author

Ghazali, Rozaida, Fuzi, Norfar Ain Mohd, Mostafa, Salama A., Khattak, Umar Farooq, Ali, Rabei Raad, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Hassanien, Aboul Ella, editor, Castillo, Oscar, editor, Anand, Sameer, editor, and Jaiswal, Ajay, editor

Published
2023
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13. A Generalized Assignment of Standard Minute Value Model to Minimize the Difference Between the Planned and Actual Outputs of a Garment Production Line

Author

Juman, Z. A. M. S., Mostafa, Salama A., Ghazali, Rozaida, Karunamuni, K. S. M., Kumari, H. M. N. S., Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Mohd Nawi, Nazri, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2022
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14. The Effect of Trigonometric Basis Function on Functional Link Neural Network with Ant Lion Optimizer

Author

Hassim, Yana Mazwin Mohmad, Ghazali, Rozaida, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Mohd Nawi, Nazri, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2022
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15. Deep Learning GRU Model and Random Forest for Screening Out Key Attributes of Cardiovascular Disease

Author

Javid, Irfan, Ghazali, Rozaida, Zulqarnain, Muhammad, Husaini, Noor Aida, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Mohd Nawi, Nazri, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2022
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16. An Improved Convolutional Neural Network for Speech Emotion Recognition

Author

Butt, Sibtain Ahmed, Iqbal, Umer, Ghazali, Rozaida, Shoukat, Ijaz Ali, Lasisi, Ayodele, Al-Saedi, Ahmed Khalaf Zager, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Mohd Nawi, Nazri, editor, Deris, Mustafa Mat, editor, Abawajy, Jemal H., editor, and Arbaiy, Nureize, editor

Published
2022
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17. Multi-step Time Series Forecasting Using Ridge Polynomial Neural Network with Error-Output Feedbacks

Author

Waheeb, Waddah and Ghazali, Rozaida

Subjects
Computer Science - Machine Learning, Computer Science - Neural and Evolutionary Computing, Statistics - Machine Learning
Abstract

Time series forecasting gets much attention due to its impact on many practical applications. Higher-order neural network with recurrent feedback is a powerful technique which used successfully for forecasting. It maintains fast learning and the ability to learn the dynamics of the series over time. For that, in this paper, we propose a novel model which is called Ridge Polynomial Neural Network with Error-Output Feedbacks (RPNN-EOFs) that combines the properties of higher order and error-output feedbacks. The well-known Mackey-Glass time series is used to test the forecasting capability of RPNN-EOFS. Simulation results showed that the proposed RPNN-EOFs provides better understanding for the Mackey-Glass time series with root mean square error equal to 0.00416. This result is smaller than other models in the literature. Therefore, we can conclude that the RPNN-EOFs can be applied successfully for time series forecasting., Comment: This is a pre-print of an article published in the International Conference on Soft Computing in Data Science, 2016. The final authenticated version is available online at: http://link.springer.com/chapter/10.1007/978-981-10-2777-2_5

Published
2018
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19. Deploying Fuzzy Rough Set and Artificial Immune System Algorithms for Air Quality Prediction

Author

Lasisi, Ayodele, Ghazali, Rozaida, Ismail, Lokman Hakim, Husaini, Noor Aida, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Mahyuddin, Nor Muzlifah, editor, Mat Noor, Nor Rizuan, editor, and Mat Sakim, Harsa Amylia, editor

Published
2022
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20. Effects of the Number of Network’s Order Used in a Higher Order Neural Network on Time Series Prediction

Author

Husaini, Noor Aida, Ghazali, Rozaida, Arbaiy, Nureize, Lasisi, Ayodele, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Zhang, Junjie James, Series Editor, Mahyuddin, Nor Muzlifah, editor, Mat Noor, Nor Rizuan, editor, and Mat Sakim, Harsa Amylia, editor

Published
2022
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21. Firefly Algorithm for Functional Link Neural Network Learning

Author

Hassim, Yana Mazwin Mohmad, Ghazali, Rozaida, Hassan, Norlida, Arbaiy, Nureize, Mustapha, Aida, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zhang, Junjie James, Series Editor, Ab. Nasir, Ahmad Fakhri, editor, Ibrahim, Ahmad Najmuddin, editor, Ishak, Ismayuzri, editor, Mat Yahya, Nafrizuan, editor, Zakaria, Muhammad Aizzat, editor, and P. P. Abdul Majeed, Anwar, editor

Published
2022
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23. Residual Neural Network Vs Local Binary Convolutional Neural Networks for Bilingual Handwritten Digit Recognition

Author

Al-wajih, Ebrahim, Ghazali, Rozaida, Hassim, Yana Mazwin Mohmad, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, and Abawajy, Jemal H., editor

Published
2020
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24. Training Functional Link Neural Network with Ant Lion Optimizer

Author

Hassim, Yana Mazwin Mohmad, Ghazali, Rozaida, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, Deris, Mustafa Mat, editor, and Abawajy, Jemal H., editor

Published
2020
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25. An Enhanced GRU model with Optimized Update Gate: A Novel Approach in Municipal Solid Waste Prediction.

Author

Batool, Tuba, Ghazali, Rozaida, Arbaiy, Nureize Binti, Ismail, Lokman Hakim, and Javid, Irfan

Subjects
ARTIFICIAL neural networks, SHORT-term memory, LONG-term memory, STANDARD deviations, SOLID waste
Abstract

The management of Municipal Solid Waste (MSW) establishes a decisive facet in the development of sustainable and vigorous societies that requires an adequate framework in order to prevent a risk of environmental pollution. Therefore, it's imperative to establish a robust framework to handle the generated MSW. In this regard, early predictions of waste generation with high accuracy emerges as a pivotal factor in serving the municipal authorities to formulate an effective MSW management system. Various researchers have significantly contributed to the field of early waste predictions by developing different deep learning models to attain the highly accurate predicted results. However, it is important to note that each model has its strengths and limitations. This study has predominantly focused on the enhancement of the Gated Recurrent Unit (GRU) model. The primary limitation in the standard GRU model lies in both of its gates (reset and update) processing the identical data. This redundancy has contributed to a prolonged training time and a diminished convergence rate. Therefore, this study has proposed an enhanced GRU model with optimized update gate (EGRU-OU) to address the redundancy issue that lies between the two gates. The EGRU-OU model will provide the filtered data specifically to the update gate which is instrumental in significantly reducing the redundant information between the two gates. Moreover, this study has employed two different datasets to conduct a comprehensive analysis of the results. One dataset has been collected for 16 different developed countries, whereas, the other dataset has been collected for Multan City, Pakistan. These datasets have been segmented into three subdivisions: training data, constituting 70% of the dataset for model training; testing data, comprising 15% for model evaluation; and validation data, representing the remaining 15% for additional model validation. In addition, The EGRU-OU model has been compared with other benchmark models including standard GRU model, Long Short Term Memory (LSTM) and Artificial Neural Network (ANN) model based on three distinct error metrics: Mean Absolute Error (MAE), Root Mean Square Error (RMSE), and the coefficient of determination (R²). The outcomes have clearly demonstrated a superior performance of the EGRU-OU approach as compared to other models with the least error matrices values of MAE being 0.036 and RMSE being 0.0684. [ABSTRACT FROM AUTHOR]

Published
2024
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26. An Efficient Bio-inspired Bees Colony for Breast Cancer Prediction

Author

Shah, Habib, Chiroma, Haruna, Herawan, Tutut, Ghazali, Rozaida, Tairan, Nasser, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Liang, Qilian, Series Editor, Martin, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zhang, Junjie James, Series Editor, Abawajy, Jemal H., editor, Othman, Mohamed, editor, Ghazali, Rozaida, editor, Deris, Mustafa Mat, editor, Mahdin, Hairulnizam, editor, and Herawan, Tutut, editor

Published
2019
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34. CNN with New Spatial Pyramid Pooling and Advanced Filter-Based Techniques: Revolutionizing Traffic Monitoring via Aerial Images

Author

Irfan Javid, Irfan Javid, Ghazali, Rozaida, Waddah Saeed, Waddah Saeed, Tuba Batool, Tuba Batool, Ebrahim Al-Wajih, Ebrahim Al-Wajih, Irfan Javid, Irfan Javid, Ghazali, Rozaida, Waddah Saeed, Waddah Saeed, Tuba Batool, Tuba Batool, and Ebrahim Al-Wajih, Ebrahim Al-Wajih

Abstract

The escalation in vehicular traffic, in conjunction with global population growth, has precipitated heightened road congestion, augmented air pollution, and a rise in vehicular accidents. Over the past decade, the global vehicular count has witnessed a substantial surge. In this context, traffic monitoring emerges as a paramount challenge, especially within developing nations. This research introduces an innovative system for vehicle detection and categorization aimed at intelligent traffic monitoring. The system utilizes a convolutional neural network-based U-Net model for the segmentation of aerial images. After segmentation, the outputs are further analyzed for vehicle identification. This vehicle detection utilizes an advanced spatial pyramid pooling (ASPP) mechanism which refines the spatial partitions of the image and captures intricate details, enhancing the accuracy and precision of the detection process. Detected vehicles are then categorized into distinct subcategories. For the effective management and control of high-density traffic flow, the extended Kalman filter (EKF) technique is employed, thereby reducing the reliance on human oversight. In experimental evaluations, our proposed model exhibits exemplary vehicle detection capabilities across the German Aerospace Center (DLR3K) and the Vehicle Detection in Aerial Imagery (VEDAI) datasets. Potential applications of the system encompass vehicle identification in traffic streams, traffic congestion assessment, intersection traffic density analysis, differentiation of vehicle types, and pedestrian pathway determination.

Published
2024

35. Fibonacci Polynomials Based Functional Link Neural Network for Classification Tasks

Author

Iqbal, Umer, Ghazali, Rozaida, Shah, Habib, Kacprzyk, Janusz, Series editor, Pal, Nikhil R., Advisory editor, Bello Perez, Rafael, Advisory editor, Corchado, Emilio S., Advisory editor, Hagras, Hani, Advisory editor, Kóczy, László T., Advisory editor, Kreinovich, Vladik, Advisory editor, Lin, Chin-Teng, Advisory editor, Lu, Jie, Advisory editor, Melin, Patricia, Advisory editor, Nedjah, Nadia, Advisory editor, Nguyen, Ngoc Thanh, Advisory editor, Wang, Jun, Advisory editor, Ghazali, Rozaida, editor, Deris, Mustafa Mat, editor, Nawi, Nazri Mohd, editor, and Abawajy, Jemal H., editor

Published
2018
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36. An Improved Hybrid Firefly Algorithm for Solving Optimization Problems

Author

Wahid, Fazli, Ghazali, Rozaida, Shah, Habib, Kacprzyk, Janusz, Series editor, Pal, Nikhil R., Advisory editor, Bello Perez, Rafael, Advisory editor, Corchado, Emilio S., Advisory editor, Hagras, Hani, Advisory editor, Kóczy, László T., Advisory editor, Kreinovich, Vladik, Advisory editor, Lin, Chin-Teng, Advisory editor, Lu, Jie, Advisory editor, Melin, Patricia, Advisory editor, Nedjah, Nadia, Advisory editor, Nguyen, Ngoc Thanh, Advisory editor, Wang, Jun, Advisory editor, Ghazali, Rozaida, editor, Deris, Mustafa Mat, editor, Nawi, Nazri Mohd, editor, and Abawajy, Jemal H., editor

Published
2018
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37. A Hybrid Solution For The Cold Start Problem In Recommendation.

Author

Jafri, Syed Irteza Hussain, Ghazali, Rozaida, Javid, Irfan, Hassim, Yana Mazwin Mohmad, and Khan, Mubashir Hayat

Subjects
*RECOMMENDER systems, *INFORMATION filtering systems, *DEEP learning, *FEATURE extraction, *MATRICES (Mathematics)
Abstract

Recommender systems are becoming more and more significant in today's digital world and in the modern economy. They make a substantial contribution to company operations by offering tailored advice and decreasing overwhelm. Collaborative filtering, being popular in the domain of recommendation, is used to offer recommendations to attract the target audience based on the feedback of people with comparable interests. This method has some limitations, such as a cold-start issue, which makes the system less effective in anticipating unknown objects. We provide a hybrid deep-learning-based strategy centered on a method to enrich user and item profiles to address the cold-start issue in the recommendation process using a collaborative filtering approach. We employ pretrained deep learning models to produce rich user and item feature vectors that aid in the creation of useful suggestions and handling of user and item cold-start issues. The creation of more precise and tailored similarity matrices is made possible by adding metadata to the extracted features of the user and item. The results of the experiment demonstrate that in terms of precision and rate coverage, the proposed method performs better than the baseline techniques. [ABSTRACT FROM AUTHOR]

Published
2024
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38. Modelling and Forecasting Indoor Illumination Time Series Data from Light Pipe System

Author

Waheeb, Waddah, Ghazali, Rozaida, Ismail, Lokman Hakim, Kadir, Aslila Abd, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Saeed, Faisal, editor, Gazem, Nadhmi, editor, Mohammed, Fathey, editor, and Busalim, Abdelsalam, editor

Published
2019
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42. A New Multi Objective Optimization to Improve Growth Domestic Produce of Economic Using Metaheuristic Approaches: Case Study of Iraq Economic

Author

Al Saedi, Ahmed Khalaf Zager, Ghazali, Rozaida, Deris, Mustafa Mat, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Herawan, Tutut, editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, and Deris, Mustafa Mat, editor

Published
2017
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43. Does Number of Clusters Effect the Purity and Entropy of Clustering?

Author

Uddin, Jamal, Ghazali, Rozaida, Deris, Mustafa Mat, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Herawan, Tutut, editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, and Deris, Mustafa Mat, editor

Published
2017
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44. Improved Functional Link Neural Network Learning Using Modified Bee-Firefly Algorithm for Classification Task

Author

Hassim, Yana Mazwin Mohmad, Ghazali, Rozaida, Wahid, Noorhaniza, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Herawan, Tutut, editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, and Deris, Mustafa Mat, editor

Published
2017
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45. Training ANFIS Using Catfish-Particle Swarm Optimization for Classification

Author

Hassan, Norlida, Ghazali, Rozaida, Hussain, Kashif, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Herawan, Tutut, editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, and Deris, Mustafa Mat, editor

Published
2017
Full Text
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46. Time Series Forecasting Using Ridge Polynomial Neural Network with Error Feedback

Author

Waheeb, Waddah, Ghazali, Rozaida, Herawan, Tutut, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Herawan, Tutut, editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, and Deris, Mustafa Mat, editor

Published
2017
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47. Chebyshev Multilayer Perceptron Neural Network with Levenberg Marquardt-Back Propagation Learning for Classification Tasks

Author

Iqbal, Umer, Ghazali, Rozaida, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Herawan, Tutut, editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, and Deris, Mustafa Mat, editor

Published
2017
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48. Utilizing Clonal Selection Theory Inspired Algorithms and K-Means Clustering for Predicting OPEC Carbon Dioxide Emissions from Petroleum Consumption

Author

Lasisi, Ayodele, Ghazali, Rozaida, Chiroma, Haruna, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Herawan, Tutut, editor, Ghazali, Rozaida, editor, Nawi, Nazri Mohd, editor, and Deris, Mustafa Mat, editor

Published
2017
Full Text
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