Attribute reduction methods in fuzzy rough set theory: An overview, comparative experiments, and new directions
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Attribute reduction methods in fuzzy rough set theory: An overview, comparative experiments, and new directions
Authors
Keywords
Fuzzy rough set theory, Attribute reduction, Dependency, Uncertainty measure, Discernibility matrix
Journal
APPLIED SOFT COMPUTING
Volume 107, Issue -, Pages 107353
Publisher
Elsevier BV
Online
2021-04-01
DOI
10.1016/j.asoc.2021.107353
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Class-specific information measures and attribute reducts for hierarchy and systematicness
- (2021) Xianyong Zhang et al. INFORMATION SCIENCES
- Fast and Robust Attribute Reduction Based on the Separability in Fuzzy Decision Systems
- (2021) Meng Hu et al. IEEE Transactions on Cybernetics
- Incremental Feature Selection Based on Fuzzy Rough Sets
- (2020) Peng Ni et al. INFORMATION SCIENCES
- Feature selection via normative fuzzy information weight with application into tumor classification
- (2020) Jianhua Dai et al. APPLIED SOFT COMPUTING
- Key energy-consumption feature selection of thermal power systems based on robust attribute reduction with rough sets
- (2020) Dong Lianjie et al. INFORMATION SCIENCES
- Attribute reduction with fuzzy rough self-information measures
- (2020) Changzhong Wang et al. INFORMATION SCIENCES
- Multi-source information fusion based on rough set theory: A review
- (2020) Pengfei Zhang et al. Information Fusion
- Fuzzy information entropy-based adaptive approach for hybrid feature outlier detection
- (2020) Zhong Yuan et al. FUZZY SETS AND SYSTEMS
- Feature Genes Selection Using Fuzzy Rough Uncertainty Metric for Tumor Diagnosis
- (2019) Jiucheng Xu et al. Computational and Mathematical Methods in Medicine
- Non-unique decision differential entropy-based feature selection
- (2019) Yanpeng Qu et al. NEUROCOMPUTING
- A graph approach for fuzzy-rough feature selection
- (2019) Jinkun Chen et al. FUZZY SETS AND SYSTEMS
- Fuzzy Rough Set Based Feature Selection for Large-Scale Hierarchical Classification
- (2019) Hong Zhao et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- PARA: A positive-region based attribute reduction accelerator
- (2019) Peng Ni et al. INFORMATION SCIENCES
- A fitting model based intuitionistic fuzzy rough feature selection
- (2019) Pankhuri Jain et al. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE
- Adaptive intrusion detection via GA-GOGMM-based pattern learning with fuzzy rough set-based attribute selection
- (2019) Jinping Liu et al. EXPERT SYSTEMS WITH APPLICATIONS
- Discernibility matrix based incremental feature selection on fused decision tables
- (2019) Ye Liu et al. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING
- Fusing Fuzzy Monotonic Decision Trees
- (2019) Jieting Wang et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Active Incremental Feature Selection Using a Fuzzy-Rough-Set-Based Information Entropy
- (2019) Xiao Zhang et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Distributed Feature Selection for Big Data Using Fuzzy Rough Sets
- (2019) Linghe Kong et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Fuzzy Rough Attribute Reduction for Categorical Data
- (2019) Changzhong Wang et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- A novel feature selection method using fuzzy rough sets
- (2018) T.K. Sheeja et al. COMPUTERS IN INDUSTRY
- Hybrid data-driven outlier detection based on neighborhood information entropy and its developmental measures
- (2018) Zhong Yuan et al. EXPERT SYSTEMS WITH APPLICATIONS
- Uncertainty measures for general fuzzy relations
- (2018) Changzhong Wang et al. FUZZY SETS AND SYSTEMS
- Incremental Perspective for Feature Selection Based on Fuzzy Rough Sets
- (2018) Yanyan Yang et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Large-Scale Multimodality Attribute Reduction With Multi-Kernel Fuzzy Rough Sets
- (2018) Qinghua Hu et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Dominance-based fuzzy rough set approach for incomplete interval-valued data
- (2018) Jianhua Dai et al. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
- A fuzzy rough set-based feature selection method using representative instances
- (2018) Xiao Zhang et al. KNOWLEDGE-BASED SYSTEMS
- Attribute reduction for multi-label learning with fuzzy rough set
- (2018) Yaojin Lin et al. KNOWLEDGE-BASED SYSTEMS
- Co-regularized unsupervised feature selection
- (2018) Pengfei Zhu et al. NEUROCOMPUTING
- Feature selection for multi-label learning based on kernelized fuzzy rough sets
- (2018) Yuwen Li et al. NEUROCOMPUTING
- Fuzzy rough set-based attribute reduction using distance measures
- (2018) Changzhong Wang et al. KNOWLEDGE-BASED SYSTEMS
- Rough set based semi-supervised feature selection via ensemble selector
- (2018) Keyu Liu et al. KNOWLEDGE-BASED SYSTEMS
- Fuzzy rough set based incremental attribute reduction from dynamic data with sample arriving
- (2017) Yanyan Yang et al. FUZZY SETS AND SYSTEMS
- Maximal Discernibility Pairs based Approach to Attribute Reduction in Fuzzy Rough Sets
- (2017) Jianhua Dai et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Streaming Feature Selection for Multilabel Learning Based on Fuzzy Mutual Information
- (2017) Yaojin Lin et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- A Fitting Model for Feature Selection With Fuzzy Rough Sets
- (2017) Changzhong Wang et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Different classes’ ratio fuzzy rough set based robust feature selection
- (2017) Yuwen Li et al. KNOWLEDGE-BASED SYSTEMS
- Fuzzy rough approximations for set-valued data
- (2016) Wei Wei et al. INFORMATION SCIENCES
- Feature subset selection based on fuzzy neighborhood rough sets
- (2016) Changzhong Wang et al. KNOWLEDGE-BASED SYSTEMS
- Feature selection in mixed data: A method using a novel fuzzy rough set-based information entropy
- (2016) Xiao Zhang et al. PATTERN RECOGNITION
- Fuzzy-rough feature selection accelerator
- (2015) Yuhua Qian et al. FUZZY SETS AND SYSTEMS
- A fuzzy rough set approach for incremental feature selection on hybrid information systems
- (2015) Anping Zeng et al. FUZZY SETS AND SYSTEMS
- A Novel Approach to Building a Robust Fuzzy Rough Classifier
- (2015) Suyun Zhao et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Towards scalable fuzzy–rough feature selection
- (2015) Richard Jensen et al. INFORMATION SCIENCES
- Attribute Reduction for Heterogeneous Data Based on the Combination of Classical and Fuzzy Rough Set Models
- (2014) Degang Chen et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Complement information entropy for uncertainty measure in fuzzy rough set and its applications
- (2014) Junyang Zhao et al. SOFT COMPUTING
- Feature and instance reduction for PNN classifiers based on fuzzy rough sets
- (2014) Eric C. C. Tsang et al. International Journal of Machine Learning and Cybernetics
- Dynamic updating multigranulation fuzzy rough set: approximations and reducts
- (2014) Hengrong Ju et al. International Journal of Machine Learning and Cybernetics
- Fuzzy rough set model for set-valued data
- (2013) Jianhua Dai et al. FUZZY SETS AND SYSTEMS
- Finding rough and fuzzy-rough set reducts with SAT
- (2013) Richard Jensen et al. INFORMATION SCIENCES
- Multi-adjoint fuzzy rough sets: Definition, properties and attribute selection
- (2013) Chris Cornelis et al. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING
- Fuzzy Mutual Information Based min-Redundancy and Max-Relevance Heterogeneous Feature Selection
- (2013) Daren Yu et al. International Journal of Computational Intelligence Systems
- Fuzzy rough sets, and a granular neural network for unsupervised feature selection
- (2013) Avatharam Ganivada et al. NEURAL NETWORKS
- Attribute selection based on information gain ratio in fuzzy rough set theory with application to tumor classification
- (2012) Jianhua Dai et al. APPLIED SOFT COMPUTING
- RFRR: Robust Fuzzy Rough Reduction
- (2012) Suyun Zhao et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Unsupervised fuzzy-rough set-based dimensionality reduction
- (2012) Neil Mac Parthaláin et al. INFORMATION SCIENCES
- Consistency-preserving attribute reduction in fuzzy rough set framework
- (2012) Yuhua Qian et al. International Journal of Machine Learning and Cybernetics
- Robust fuzzy rough classifiers
- (2011) Qinghua Hu et al. FUZZY SETS AND SYSTEMS
- A Novel Algorithm for Finding Reducts With Fuzzy Rough Sets
- (2011) Degang Chen et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Kernelized Fuzzy Rough Sets and Their Applications
- (2011) Qinghua Hu et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
- A Rough-Set-Based Incremental Approach for Updating Approximations under Dynamic Maintenance Environments
- (2011) Hongmei Chen et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
- Fuzzy rough set based attribute reduction for information systems with fuzzy decisions
- (2011) Qiang He et al. KNOWLEDGE-BASED SYSTEMS
- Information Granularity in Fuzzy Binary GrC Model
- (2010) Yuhua Qian et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Fuzzy–Rough Supervised Attribute Clustering Algorithm and Classification of Microarray Data
- (2010) Pradipta Maji IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS
- Soft fuzzy rough sets for robust feature evaluation and selection
- (2010) Qinghua Hu et al. INFORMATION SCIENCES
- Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
- (2010) Qinghua Hu et al. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING
- Local reduction of decision system with fuzzy rough sets
- (2009) Chen Degang et al. FUZZY SETS AND SYSTEMS
- Are More Features Better? A Response to Attributes Reduction Using Fuzzy Rough Sets
- (2009) R. Jensen et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- New Approaches to Fuzzy-Rough Feature Selection
- (2009) R. Jensen et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Fuzzy–Rough Sets for Information Measures and Selection of Relevant Genes From Microarray Data
- (2009) Pradipta Maji et al. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS
- Attribute selection with fuzzy decision reducts
- (2009) Chris Cornelis et al. INFORMATION SCIENCES
- Dimensionality reduction based on rough set theory: A review
- (2008) K. Thangavel et al. APPLIED SOFT COMPUTING
- Fuzzy-rough attribute reduction via mutual information with an application to cancer classification
- (2008) F.F. Xu et al. COMPUTERS & MATHEMATICS WITH APPLICATIONS
- Comments on "Fuzzy Probabilistic Approximation Spaces and Their Information Measures
- (2008) Qinghua Hu et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Attributes Reduction Using Fuzzy Rough Sets
- (2008) E.C.C. Tsang et al. IEEE TRANSACTIONS ON FUZZY SYSTEMS
- Generalized fuzzy rough sets determined by a triangular norm
- (2008) Ju-Sheng Mi et al. INFORMATION SCIENCES
- A new measure of uncertainty based on knowledge granulation for rough sets
- (2008) J LIANG et al. INFORMATION SCIENCES
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now