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IEEE Transactions on Fuzzy Systems最新文献

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Label-Informed Outlier Detection Based on Granule Density
IF 10.7 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-20 DOI: 10.1109/TFUZZ.2024.3514853
Baiyang Chen;Zhong Yuan;Dezhong Peng;Hongmei Chen;Xiaomin Song;Huiming Zheng
{"title":"Label-Informed Outlier Detection Based on Granule Density","authors":"Baiyang Chen;Zhong Yuan;Dezhong Peng;Hongmei Chen;Xiaomin Song;Huiming Zheng","doi":"10.1109/TFUZZ.2024.3514853","DOIUrl":"10.1109/TFUZZ.2024.3514853","url":null,"abstract":"Outlier detection, crucial for identifying unusual patterns with significant implications across numerous applications, has drawn considerable research interest. Existing semisupervised methods typically treat data as purely numerical and in a deterministic manner, thereby neglecting the heterogeneity and uncertainty inherent in complex, real-world datasets. This article introduces a label-informed outlier detection method for heterogeneous data based on Granular Computing and Fuzzy Sets, namely Granule Density-based Outlier Factor (GDOF). Specifically, GDOF first employs label-informed fuzzy granulation to effectively represent various data types and develops granule density for precise density estimation. Subsequently, granule densities from individual attributes are integrated for outlier scoring by assessing attribute relevance with a limited number of labeled outliers. Experimental results on various real-world datasets show that GDOF stands out in detecting outliers in heterogeneous data with a minimal number of labeled outliers. The integration of Fuzzy Sets and Granular Computing in GDOF offers a practical framework for outlier detection in complex and diverse data types.","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"33 4","pages":"1391-1401"},"PeriodicalIF":10.7,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Predefined-Time Fuzzy Adaptive Optimal Secure Consensus Control for Multi-Agent Systems With Unknown Follower Dynamics
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-17 DOI: 10.1109/tfuzz.2025.3552050
Haitao Wang, Qingshan Liu, Ju H. Park
{"title":"Predefined-Time Fuzzy Adaptive Optimal Secure Consensus Control for Multi-Agent Systems With Unknown Follower Dynamics","authors":"Haitao Wang, Qingshan Liu, Ju H. Park","doi":"10.1109/tfuzz.2025.3552050","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3552050","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"183 1","pages":"1-14"},"PeriodicalIF":11.9,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143640790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fully Distributed Adaptive Fuzzy Resilient Nash Equilibrium Seeking for Uncertain Multi-agent Systems with Prescribed-Time Convergence
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-14 DOI: 10.1109/tfuzz.2025.3547754
Yuan-Xin Li, Bo Xu, Shaocheng Tong
{"title":"Fully Distributed Adaptive Fuzzy Resilient Nash Equilibrium Seeking for Uncertain Multi-agent Systems with Prescribed-Time Convergence","authors":"Yuan-Xin Li, Bo Xu, Shaocheng Tong","doi":"10.1109/tfuzz.2025.3547754","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3547754","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"88 1","pages":""},"PeriodicalIF":11.9,"publicationDate":"2025-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143635722","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hierarchical Fuzzy Topological System for High-Dimensional Data Regression Problems
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-13 DOI: 10.1109/tfuzz.2025.3549791
Mengxue Yao, Taoyan Zhao, Jiangtao Cao, Jinna Li
{"title":"Hierarchical Fuzzy Topological System for High-Dimensional Data Regression Problems","authors":"Mengxue Yao, Taoyan Zhao, Jiangtao Cao, Jinna Li","doi":"10.1109/tfuzz.2025.3549791","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3549791","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"56 1","pages":""},"PeriodicalIF":11.9,"publicationDate":"2025-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143618236","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sliding Mode Learning Control for Interconnected Nonlinear Systems via Data-Driven Self-Triggered Fuzzy Approach
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-13 DOI: 10.1109/tfuzz.2025.3551374
Fanbiao Li, Tengda Wang, Yiyun Zhao, Tingwen Huang, Chunhua Yang, Weihua Gui
{"title":"Sliding Mode Learning Control for Interconnected Nonlinear Systems via Data-Driven Self-Triggered Fuzzy Approach","authors":"Fanbiao Li, Tengda Wang, Yiyun Zhao, Tingwen Huang, Chunhua Yang, Weihua Gui","doi":"10.1109/tfuzz.2025.3551374","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3551374","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"24 1","pages":""},"PeriodicalIF":11.9,"publicationDate":"2025-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143618165","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Double-Layer Fuzzy Neural Network Based Optimal Control for Wastewater Treatment Process
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-12 DOI: 10.1109/tfuzz.2025.3550810
Junfei Qiao, Dingyuan Chen, Cuili Yang, Dapeng Li
{"title":"Double-Layer Fuzzy Neural Network Based Optimal Control for Wastewater Treatment Process","authors":"Junfei Qiao, Dingyuan Chen, Cuili Yang, Dapeng Li","doi":"10.1109/tfuzz.2025.3550810","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3550810","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"124 1","pages":""},"PeriodicalIF":11.9,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143608070","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Distributed Estimator-Based Fuzzy Containment Control for Nonlinear Multi-Agent Systems With Deferred Constraints
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-12 DOI: 10.1109/tfuzz.2025.3550864
Hui Ma, Qi Zhou, Hongru Ren, Zhenyou Wang
{"title":"Distributed Estimator-Based Fuzzy Containment Control for Nonlinear Multi-Agent Systems With Deferred Constraints","authors":"Hui Ma, Qi Zhou, Hongru Ren, Zhenyou Wang","doi":"10.1109/tfuzz.2025.3550864","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3550864","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"32 1","pages":""},"PeriodicalIF":11.9,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143608069","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ODMGIS: An Outlier Detection Method Based on Multi-Granularity Information Sets
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-12 DOI: 10.1109/tfuzz.2025.3550749
Pengfei Zhang, Zhaoxuan He, Dexian Wang, Tao Jiang, Baolin Li, Jia Liu, Wei Huang, Tianrui Li
{"title":"ODMGIS: An Outlier Detection Method Based on Multi-Granularity Information Sets","authors":"Pengfei Zhang, Zhaoxuan He, Dexian Wang, Tao Jiang, Baolin Li, Jia Liu, Wei Huang, Tianrui Li","doi":"10.1109/tfuzz.2025.3550749","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3550749","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"5 1","pages":""},"PeriodicalIF":11.9,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143608068","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nash Equilibrium Solutions for Switched Nonlinear Systems: A Fuzzy-Based Dynamic Game Method
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-10 DOI: 10.1109/tfuzz.2025.3549879
Yan Zhang, Zhengrong Xiang
{"title":"Nash Equilibrium Solutions for Switched Nonlinear Systems: A Fuzzy-Based Dynamic Game Method","authors":"Yan Zhang, Zhengrong Xiang","doi":"10.1109/tfuzz.2025.3549879","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3549879","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"31 1","pages":""},"PeriodicalIF":11.9,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143598818","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
FDformer: A Fuzzy Dynamic Transformer-Based Network for Efficient Industrial Time Series Prediction FDformer：基于模糊动态变压器的高效工业时间序列预测网络
IF 11.9 1区 计算机科学
IEEE Transactions on Fuzzy Systems Pub Date : 2025-03-10 DOI: 10.1109/tfuzz.2025.3549920
Lei Ren, Tuo Zhao, Haiteng Wang
{"title":"FDformer: A Fuzzy Dynamic Transformer-Based Network for Efficient Industrial Time Series Prediction","authors":"Lei Ren, Tuo Zhao, Haiteng Wang","doi":"10.1109/tfuzz.2025.3549920","DOIUrl":"https://doi.org/10.1109/tfuzz.2025.3549920","url":null,"abstract":"","PeriodicalId":13212,"journal":{"name":"IEEE Transactions on Fuzzy Systems","volume":"21 1","pages":""},"PeriodicalIF":11.9,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143599584","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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