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1,103 results on '"Liu, Xinying"'

1. Conjunction Subspaces Test for Conformal and Selective Classification

Author

He, Zengyou, Li, Zerun, Dong, Junjie, Liu, Xinying, Jiang, Mudi, and Hu, Lianyu

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence
Abstract

In this paper, we present a new classifier, which integrates significance testing results over different random subspaces to yield consensus p-values for quantifying the uncertainty of classification decision. The null hypothesis is that the test sample has no association with the target class on a randomly chosen subspace, and hence the classification problem can be formulated as a problem of testing for the conjunction of hypotheses. The proposed classifier can be easily deployed for the purpose of conformal prediction and selective classification with reject and refine options by simply thresholding the consensus p-values. The theoretical analysis on the generalization error bound of the proposed classifier is provided and empirical studies on real data sets are conducted as well to demonstrate its effectiveness., Comment: 36 pages, 9 figures

Published
2024

2. Interpretable Clustering: A Survey

Author

Hu, Lianyu, Jiang, Mudi, Dong, Junjie, Liu, Xinying, and He, Zengyou

Subjects
Computer Science - Machine Learning, Computer Science - Artificial Intelligence
Abstract

In recent years, much of the research on clustering algorithms has primarily focused on enhancing their accuracy and efficiency, frequently at the expense of interpretability. However, as these methods are increasingly being applied in high-stakes domains such as healthcare, finance, and autonomous systems, the need for transparent and interpretable clustering outcomes has become a critical concern. This is not only necessary for gaining user trust but also for satisfying the growing ethical and regulatory demands in these fields. Ensuring that decisions derived from clustering algorithms can be clearly understood and justified is now a fundamental requirement. To address this need, this paper provides a comprehensive and structured review of the current state of explainable clustering algorithms, identifying key criteria to distinguish between various methods. These insights can effectively assist researchers in making informed decisions about the most suitable explainable clustering methods for specific application contexts, while also promoting the development and adoption of clustering algorithms that are both efficient and transparent., Comment: 11 pages, 2 figures

Published
2024

10. Empirical Research on the Digital Economy and Farmers’ Income in the Yellow River Basin

Author

Liu, Xinying, Xu, Mingyu, Wang, Jinran, Appolloni, Andrea, Series Editor, Caracciolo, Francesco, Series Editor, Ding, Zhuoqi, Series Editor, Gogas, Periklis, Series Editor, Huang, Gordon, Series Editor, Nartea, Gilbert, Series Editor, Ngo, Thanh, Series Editor, Striełkowski, Wadim, Series Editor, Tehseen, Shehnaz, editor, Ahmad, Mohd Naseem Niaz, editor, and Afroz, Rafia, editor

Published
2024
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11. Risk Factors for Severe Mycoplasma Pneumoniae Pneumonia in Children: a Meta-analysis

Author

YANG Shuo, LIU Xinying, WANG Huizhe, LI Huanmin, LI Xinmin

Subjects
pneumonia, mycoplasma, child, risk factors, meta-analysis, Medicine
Abstract

Background In recent years, the incidence of Mycoplasma pneumoniae pneumonia in children has continued to rise, with a corresponding increase in the number of severe Mycoplasma pneumoniae pneumonia, attracting widespread attention from clinical physicians. Understanding the risk factors associated with severe Mycoplasma pneumoniae pneumonia with the aim to determine the severity of the condition in affected children, prevent the occurrence of severe cases, and reduce sequelae has been a focal point in research. Although numerous studies have been conducted on the risk factors of severe Mycoplasma pneumoniae pneumonia, variations in time and geographical regions of the studies necessitate a systematic review and analysis for a comprehensive understanding. Objective To systematically review the risk factors for severe Mycoplasma pneumoniae pneumonia. Methods CNKI, Wanfang Data, VIP, CBM, Duxiu, Yiigle, Cochrane Library, PubMed, Embase, Web of Science, Science Direct, and BioMed Central were searched for studies related to risk factors of severe Mycoplasma pneumoniae pneumonia in children from inception to August 2023. Two investigators independently screened literature, extracted data, and assessed the bias risk of included studies. Meta-analysis was performed using Stata 14.0 and RevMan 5.4 software. Results A total of 22 retrospective case-control studies involving 4 531 childre were included. Meta-analysis showed that C-reactive protein (CRP) (OR=1.92, 95%CI=1.72-2.15, P

Published
2024
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35. A comprehensive review of carbon capture science and technologies

Author

Wu, Chunfei, Huang, Qi, Xu, Zhicheng, Sipra, Ayesha Tariq, Gao, Ningbo, Vandenberghe, Luciana Porto de Souza, Vieira, Sabrina, Soccol, Carlos Ricardo, Zhao, Ruikai, Deng, Shuai, Boetcher, Sandra K.S., Lu, Shijian, Shi, Huancong, Zhao, Dongya, Xing, Yupeng, Chen, Yongdong, Zhu, Jiamei, Feng, Dongdong, Zhang, Yu, Deng, Lihua, Hu, Guoping, Webley, Paul A., Liang, Daxin, Ba, Zhichen, Mlonka-Mędrala, Agata, Magdziarz, Aneta, Miskolczi, Norbert, Tomasek, Szabina, Lam, Su Shiung, Foong, Shin Ying, Ng, Hui Suan, Jiang, Long, Yan, Xinlong, Liu, Yongzhuo, Ji, Ying, Sun, Hongman, Yang, Haiping, Zhang, Xiong, Sun, Mingzhe, Tsang, Daniel C.W., Shang, Jin, Muller, Christoph, Rekhtina, Margarita, Krödel, Maximilian, Bork, Alexander H., Donat, Felix, Liu, Lina, Jin, Xin, Liu, Wen, Saqline, Syed, Wu, Xianyue, Xu, Yongqing, Khan, Asim Laeeq, Ali, Zakawat, Lin, Haiqing, Hu, Leiqing, Huang, Jun, Singh, Rasmeet, Wang, Kaifang, He, Xuezhong, Dai, Zhongde, Yi, Shouliang, Konist, Alar, Baqain, Mais Hanna Suleiman, Zhao, Yijun, Sun, Shaozeng, Chen, Guoxing, Tu, Xin, Weidenkaff, Anke, Kawi, Sibudjing, Lim, Kang Hui, Song, Chunfeng, Yang, Qing, Zhao, Zhenyu, Gao, Xin, Jiang, Xia, Ji, Haiyan, Akinola, Toluleke E., Lawal, Adekola, Otitoju, Olajide S., Wang, Meihong, Zhang, Guojun, Ma, Lin, Sempuga, Baraka C., Liu, Xinying, Oko, Eni, Daramola, Michael, Yu, Zewei, Chen, Siming, Kang, Guojun, Li, Qingfang, Gao, Li, Liu, Ling, and Zhou, Hui

Published
2024
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45. Digital Economy and Green Development in the Yellow River Basin

Author

Liu, Xinying, Xu, Mingyu, Wang, Jinran, Striełkowski, Wadim, Editor-in-Chief, Black, Jessica M., Series Editor, Butterfield, Stephen A., Series Editor, Chang, Chi-Cheng, Series Editor, Cheng, Jiuqing, Series Editor, Dumanig, Francisco Perlas, Series Editor, Al-Mabuk, Radhi, Series Editor, Scheper-Hughes, Nancy, Series Editor, Urban, Mathias, Series Editor, Webb, Stephen, Series Editor, Yacob, Shakila, editor, Cicek, Berat, editor, Rak, Joanna, editor, and Ali, Ghaffar, editor

Published
2023
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46. Smart Sports (SS) Service Big Data Platform (BDP) Based on Java

Author

Liu, Xinying, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, 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, 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, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, 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, Hung, Jason C., editor, Yen, Neil Y., editor, and Chang, Jia-Wei, editor

Published
2023
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47. Design of Public Sports Service System in the Era of 5G + Artificial Intelligence

Author

Liu, Xinying, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, 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, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, 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, Tan, Kay Chen, Series Editor, Hung, Jason C., editor, Chang, Jia-Wei, editor, and Pei, Yan, editor

Published
2023
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