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International Journal of General Systems Volume 50, 2021 - Issue 5
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Research Article

Attribute selection for heterogeneous data based on information entropy

Zhaowen Lia Key Laboratory of Complex System Optimization and Big Data Processing in Department of Guangxi Education, Yulin Normal University, Yulin, People's Republic of ChinaView further author information
,
Liangdong Qub School of Artificial Intelligence, Guangxi University for Nationalities, Nanning, People's Republic of ChinaCorrespondence[email protected]
View further author information
,
Gangqiang Zhangb School of Artificial Intelligence, Guangxi University for Nationalities, Nanning, People's Republic of ChinaView further author information
&
Ningxin Xieb School of Artificial Intelligence, Guangxi University for Nationalities, Nanning, People's Republic of ChinaView further author information
Pages 548-566 | Received 03 Aug 2020, Accepted 13 Apr 2021, Published online: 03 May 2021

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Ran Li, Hongchang Chen, Shuxin Liu, Haocong Jiang & Biao Wang. (2024) Attribute reduction for incomplete mixed data based on neighborhood information system. International Journal of General Systems 53:2, pages 127-153.
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Xiaowei Wei, Bin Pang & Ju-Sheng Mi. (2022) Axiomatic characterizations of L-fuzzy rough sets by L-fuzzy unions and L-fuzzy intersections. International Journal of General Systems 51:3, pages 277-312.
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Yichun Peng. (2022) Feature selection for a set-valued decision information system based on fuzzy rough iterative computation model. International Journal of General Systems 51:2, pages 185-213.
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Juan Jesús Salamanca. (2021) On parameters for inner products under imprecision and their applications to certain geometric and statistical problems. International Journal of General Systems 50:8, pages 849-870.
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Wenhao Shu, Ting Chen, Dongtao Cao & Wenbin Qian. (2023) Incremental feature selection based on uncertainty measure for dynamic interval-valued data. International Journal of Machine Learning and Cybernetics 15:4, pages 1453-1472.
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Zhaowen Li, Shengxue Wei & Suping Liu. (2024) Outlier detection using conditional information entropy and rough set theory. Journal of Intelligent & Fuzzy Systems 46:1, pages 1899-1918.
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Jie Zhang, Guangji Yu, Dan Huang & Yuxian Wang. (2023) Gene selection in a single cell gene decision space based on class-consistent technology and fuzzy rough iterative computation model. Applied Intelligence 53:24, pages 30113-30132.
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Yuxian Wang, Zhaowen Li, Jie Zhang & Guangji Yu. (2023) Gene selection in a gene decision space with application to gene expression data classification. Journal of Intelligent & Fuzzy Systems 45:3, pages 5021-5044.
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Elena Zaitseva, Vitaly Levashenko, Jan Rabcan & Miroslav Kvassay. (2023) A New Fuzzy-Based Classification Method for Use in Smart/Precision Medicine. Bioengineering 10:7, pages 838.
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Ran Li, Hongchang Chen, Shuxin Liu, Xing Li, Yingle Li & Biao Wang. (2023) Incomplete mixed data-driven outlier detection based on local–global neighborhood information. Information Sciences 633, pages 204-225.
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Pei Wang, Jiali He & Zhaowen Li. (2023) Attribute reduction for hybrid data based on fuzzy rough iterative computation model. Information Sciences 632, pages 555-575.
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Zhongxin Liu, Huaiguang Wang, Mingxing Hao & Dinghai Wu. (2023) Prediction of RUL of Lubricating Oil Based on Information Entropy and SVM. Lubricants 11:3, pages 121.
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Yini Wang & Sichun Wang. (2022) Feature selection for set-valued data based on D–S evidence theory. Artificial Intelligence Review 56:3, pages 2667-2696.
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Ran Li, Hongchang Chen, Shuxin Liu, Kai Wang, Biao Wang & Xinxin Hu. (2023) TFD-IIS-CRMCB: Telecom Fraud Detection for Incomplete Information Systems Based on Correlated Relation and Maximal Consistent Block. Entropy 25:1, pages 112.
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Guxia Tan. (2023) Attribute reduction for multiset-valued data based on FRIC-model. Journal of Intelligent & Fuzzy Systems 44:1, pages 75-90.
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Lejun Ji, Gang Lei, Ruiwen Ji, Junyi Wu & Keyang Gu. 2023. Mobile Networks and Management. Mobile Networks and Management 398 412 .
Bitanu Chatterjee, Shameem Ahmed, Trinav Bhattacharyya & Ram Sarkar. (2022) (MF) LS: Memetic framework with memory based fuzzy local search . Expert Systems with Applications 209, pages 118293.
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Zhaowen Li, Yiying Chen, Gangqiang Zhang, Liangdong Qu & Ningxin Xie. (2022) Entropy measurement for a hybrid information system with images: an application in attribute reduction. Soft Computing 26:21, pages 11243-11263.
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Zhaowen Li, Junhong Feng, Jie Zhang, Fang Liu, Pei Wang & Ching-Feng Wen. (2022) Gaussian kernel based gene selection in a single cell gene decision space. Information Sciences 610, pages 1029-1057.
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Zhaowen Li, Qinli Zhang, Pei Wang, Fang Liu, Yan Song & Ching-Feng Wen. (2022) Gene Selection in a Single Cell Gene Space Based on D–S Evidence Theory. Interdisciplinary Sciences: Computational Life Sciences 14:3, pages 722-744.
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Pei Wang, Liangdong Qu & Qinli Zhang. (2022) Information entropy based attribute reduction for incomplete heterogeneous data. Journal of Intelligent & Fuzzy Systems 43:1, pages 219-236.
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Yichun Peng & Qinli Zhang. (2022) Uncertainty Measurement for Set-Valued Data and Its Application in Feature Selection. International Journal of Fuzzy Systems 24:3, pages 1735-1756.
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Lulu Li. (2022) New Measures of Uncertainty for Interval-Valued Data With Application to Attribute Reduction. IEEE Access 10, pages 129791-129805.
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Ruining Luo, Shucai Huang, Yan Zhao & Yafei Song. (2021) Threat Assessment Method of Low Altitude Slow Small (LSS) Targets Based on Information Entropy and AHP. Entropy 23:10, pages 1292.
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