Degang Chen

Orcid: 0000-0002-1135-9807

Affiliations:
  • North China Electric Power University, Department of Mathematics and Physics, Beijing, China
  • Bohai University, Department of Mathematics, Jinzhou, China
  • Tsinghua University, Department of Automation, Beijing, China
  • Xi'an Jiaotong University, Faculty of Science, Xi'an, China
  • Harbin Institute of Technology, Department of Mathematics, Harbin, China (PhD 2000)
  • Jinzhou Teacher's College, Department of Mathematics, Jinzhou, China


According to our database1, Degang Chen authored at least 163 papers between 1996 and 2024.

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Bibliography

2024
The concept information of graph granule with application to knowledge graph embedding.
Int. J. Mach. Learn. Cybern., December, 2024

Exploiting local label correlation from sample perspective for multi-label classification via three-way decision theory.
Appl. Soft Comput., December, 2024

Optimization Attribute Reduction With Fuzzy Rough Sets Based on Algorithm Stability.
IEEE Trans. Fuzzy Syst., April, 2024

Optimal granularity selection based on algorithm stability with application to attribute reduction in rough set theory.
Inf. Sci., January, 2024

ACVAE: A novel self-adversarial variational auto-encoder combined with contrast learning for time series anomaly detection.
Neural Networks, 2024

Single sample-oriented attribute reduction for rule learning with formal concept analysis.
Inf. Sci., 2024

A two-way accelerator for feature selection using a monotonic fuzzy conditional entropy.
Fuzzy Sets Syst., 2024

2023
Multi-kernel learning for multi-label classification with local Rademacher complexity.
Inf. Sci., November, 2023

Fuzzy Decision Rule-Based Online Classification Algorithm in Fuzzy Formal Decision Contexts.
IEEE Trans. Fuzzy Syst., September, 2023

Incremental feature selection with fuzzy rough sets for dynamic data sets.
Fuzzy Sets Syst., September, 2023

Online rule fusion model based on formal concept analysis.
Int. J. Mach. Learn. Cybern., July, 2023

Learning Instance-Level Label Correlation Distribution for Multilabel Classification With Fuzzy Rough Sets.
IEEE Trans. Fuzzy Syst., 2023

Attribute reduction based on neighborhood constrained fuzzy rough sets.
Knowl. Based Syst., 2023

2022
Fuzzy Rule-Based Classification Method for Incremental Rule Learning.
IEEE Trans. Fuzzy Syst., 2022

Fuzzy Multioutput Transfer Learning for Regression.
IEEE Trans. Fuzzy Syst., 2022

Covering rough set-based incremental feature selection for mixed decision system.
Soft Comput., 2022

Ranking defects and solving countermeasures for Pythagorean fuzzy sets with hesitant degree.
Int. J. Mach. Learn. Cybern., 2022

Incremental calculation approaches for granular reduct in formal context with attribute updating.
Int. J. Mach. Learn. Cybern., 2022

A novel approach to concept-cognitive learning in interval-valued formal contexts: a granular computing viewpoint.
Int. J. Mach. Learn. Cybern., 2022

A robust approach to attribute reduction based on double fuzzy consistency measure.
Knowl. Based Syst., 2022

Improving nonnegative matrix factorization with advanced graph regularization.
Inf. Sci., 2022

A dynamic rule-based classification model via granular computing.
Inf. Sci., 2022

Attribute reduction based on overlap degree and <i>k</i>-nearest-neighbor rough sets in decision information systems.
Inf. Sci., 2022

Label correlation in multi-label classification using local attribute reductions with fuzzy rough sets.
Fuzzy Sets Syst., 2022

Incremental feature selection by sample selection and feature-based accelerator.
Appl. Soft Comput., 2022

2021
Choquet integral Jensen's inequalities for set-valued and fuzzy set-valued functions.
Soft Comput., 2021

Covering-based variable precision L-fuzzy rough sets based on residuated lattices and corresponding applications.
Int. J. Mach. Learn. Cybern., 2021

Feature distribution-based label correlation in multi-label classification.
Int. J. Mach. Learn. Cybern., 2021

A novel approach to attribute reduction based on weighted neighborhood rough sets.
Knowl. Based Syst., 2021

Jensen's inequalities for set-valued and fuzzy set-valued functions.
Fuzzy Sets Syst., 2021

PROMETHEE II method based on variable precision fuzzy rough sets with fuzzy neighborhoods.
Artif. Intell. Rev., 2021

Fuzzt Set-Based Kernel Extreme Learning Machine Autoencoder for Multi-Label Classification.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2021

2020
Active Incremental Feature Selection Using a Fuzzy-Rough-Set-Based Information Entropy.
IEEE Trans. Fuzzy Syst., 2020

Fuzzy Rough Attribute Reduction for Categorical Data.
IEEE Trans. Fuzzy Syst., 2020

Feature Selection Based on Neighborhood Self-Information.
IEEE Trans. Cybern., 2020

Multi-level cognitive concept learning method oriented to data sets with fuzziness: a perspective from features.
Soft Comput., 2020

Incremental mechanism of attribute reduction based on discernible relations for dynamically increasing attribute.
Soft Comput., 2020

Discernible neighborhood counting based incremental feature selection for heterogeneous data.
Int. J. Mach. Learn. Cybern., 2020

Incremental attribute reduction with rough set for dynamic datasets with simultaneously increasing samples and attributes.
Int. J. Mach. Learn. Cybern., 2020

Adaptive weighted generalized multi-granulation interval-valued decision-theoretic rough sets.
Knowl. Based Syst., 2020

Incremental updating approximations for double-quantitative decision-theoretic rough sets with the variation of objects.
Knowl. Based Syst., 2020

Key energy-consumption feature selection of thermal power systems based on robust attribute reduction with rough sets.
Inf. Sci., 2020

A novel approach for learning label correlation with application to feature selection of multi-label data.
Inf. Sci., 2020

A Fast Reduction Algorithm with Attribute Pre-Sort Based on Neighborhood Rough Set.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2020

2019
Covering-Based Variable Precision $(\mathcal {I}, \mathcal {T})$-Fuzzy Rough Sets With Applications to Multiattribute Decision-Making.
IEEE Trans. Fuzzy Syst., 2019

Fuzzy Kernel Alignment With Application to Attribute Reduction of Heterogeneous Data.
IEEE Trans. Fuzzy Syst., 2019

Alignment Based Kernel Selection for Multi-Label Learning.
Neural Process. Lett., 2019

Alignment Based Feature Selection for Multi-label Learning.
Neural Process. Lett., 2019

A novel algorithm for the vertex cover problem based on minimal elements of discernibility matrix.
Int. J. Mach. Learn. Cybern., 2019

Incremental nonnegative matrix factorization based on correlation and graph regularization for matrix completion.
Int. J. Mach. Learn. Cybern., 2019

Order based hierarchies on hesitant fuzzy approximation space.
Int. J. Mach. Learn. Cybern., 2019

Attribute-oriented cognitive concept learning strategy: a multi-level method.
Int. J. Mach. Learn. Cybern., 2019

Local logical disjunction double-quantitative rough sets.
Inf. Sci., 2019

Uncertainty measures for general fuzzy relations.
Fuzzy Sets Syst., 2019

2018
Feature Selection Based on Neighborhood Discrimination Index.
IEEE Trans. Neural Networks Learn. Syst., 2018

Incremental Perspective for Feature Selection Based on Fuzzy Rough Sets.
IEEE Trans. Fuzzy Syst., 2018

A fuzzy rough set-based feature selection method using representative instances.
Knowl. Based Syst., 2018

Information fusion and numerical characterization of a multi-source information system.
Knowl. Based Syst., 2018

Uncertainty learning of rough set-based prediction under a holistic framework.
Inf. Sci., 2018

Logical Disjunction Double-Quantitative Fuzzy Rough Sets.
Proceedings of the 2018 International Conference on Machine Learning and Cybernetics, 2018

2017
Active Sample Selection Based Incremental Algorithm for Attribute Reduction With Rough Sets.
IEEE Trans. Fuzzy Syst., 2017

A Fitting Model for Feature Selection With Fuzzy Rough Sets.
IEEE Trans. Fuzzy Syst., 2017

Toward an efficient fuzziness based instance selection methodology for intrusion detection system.
Int. J. Mach. Learn. Cybern., 2017

Minimal decision cost reduct in fuzzy decision-theoretic rough set model.
Knowl. Based Syst., 2017

Generalized dominance rough set models for the dominance intuitionistic fuzzy information systems.
Inf. Sci., 2017

Granular Computing Based Machine Learning in the Era of Big Data.
Inf. Sci., 2017

Fuzzy rough set based incremental attribute reduction from dynamic data with sample arriving.
Fuzzy Sets Syst., 2017

2016
Feature selection in mixed data: A method using a novel fuzzy rough set-based information entropy.
Pattern Recognit., 2016

Feature and instance reduction for PNN classifiers based on fuzzy rough sets.
Int. J. Mach. Learn. Cybern., 2016

An incremental algorithm for attribute reduction with variable precision rough sets.
Appl. Soft Comput., 2016

Minimum decision cost reduct for fuzzy decision-theoretic rough set model.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2016

2015
Pricing electric power options by maximizing the utility of investment wealth with fuzzy measures.
Int. J. Mach. Learn. Cybern., 2015

On measurements of covering rough sets based on granules and evidence theory.
Inf. Sci., 2015

Novel Multi-output Support Vector Regression Model via Double Regularization.
Proceedings of the 2015 IEEE International Conference on Systems, 2015

Granular structures of fuzzy rough sets based on general fuzzy relations.
Proceedings of the 2015 International Conference on Machine Learning and Cybernetics, 2015

Parameterized reduction of covering decision systems.
Proceedings of the 2015 International Conference on Machine Learning and Cybernetics, 2015

2014
Fuzzy-Rough-Set-Based Active Learning.
IEEE Trans. Fuzzy Syst., 2014

Attribute Reduction for Heterogeneous Data Based on the Combination of Classical and Fuzzy Rough Set Models.
IEEE Trans. Fuzzy Syst., 2014

A novel method for attribute reduction of covering decision systems.
Inf. Sci., 2014

Rough approximation of a fuzzy concept on a hybrid attribute information system and its uncertainty measure.
Inf. Sci., 2014

Novel algorithms of attribute reduction with variable precision rough set model.
Neurocomputing, 2014

Multi-confidence rule acquisition and confidence-preserved attribute reduction in interval-valued decision systems.
Int. J. Approx. Reason., 2014

Evidence-theory-based numerical algorithms of attribute reduction with neighborhood-covering rough sets.
Int. J. Approx. Reason., 2014

Fuzzy information systems and their homomorphisms.
Fuzzy Sets Syst., 2014

Structure of feature spaces related to fuzzy similarity relations as kernels.
Fuzzy Sets Syst., 2014

Generalized Dominance-Based Rough Set Model for the Dominance Intuitionistic Fuzzy Information Systems.
Proceedings of the Rough Sets and Knowledge Technology - 9th International Conference, 2014

2013
Communication Between Information Systems Using Fuzzy Rough Sets.
IEEE Trans. Fuzzy Syst., 2013

On rough approximations of groups.
Int. J. Mach. Learn. Cybern., 2013

Multi-confidence rule acquisition oriented attribute reduction of covering decision systems via combinatorial optimization.
Knowl. Based Syst., 2013

Nested structure in parameterized rough reduction.
Inf. Sci., 2013

A vector-valued support vector machine model for multiclass problem.
Inf. Sci., 2013

A Comparative Study of Ordered and Covering Information Systems.
Fundam. Informaticae, 2013

A new algorithm of attribute reduction based on fuzzy clustering.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2013

2012
Sample Pair Selection for Attribute Reduction with Rough Set.
IEEE Trans. Knowl. Data Eng., 2012

A Novel Algorithm for Finding Reducts With Fuzzy Rough Sets.
IEEE Trans. Fuzzy Syst., 2012

Inconsistency-based active learning for support vector machines.
Pattern Recognit., 2012

Parameterized Local Reduction of Decision Systems.
J. Appl. Math., 2012

Communication between information systems with covering based rough sets.
Inf. Sci., 2012

Geometrical interpretation and applications of membership functions with fuzzy rough sets.
Fuzzy Sets Syst., 2012

SVR-GA-Based adaptive power coal rate modeling and optimization for large coal-fired power units.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2012

Fuzzy rough sets based uncertainty measuring for stream based active learning.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2012

FRS-based decision table reduction for the operation optimization of large coal-fired power units.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2012

An attribute reduction method based on core samples set.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2012

A new method of attribute reduction for covering rough sets.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2012

Improved Algorithm and Further Research of β -reduct for variable precision rough set.
Proceedings of the 2012 IEEE International Conference on Granular Computing, 2012

2011
Kernelized Fuzzy Rough Sets and Their Applications.
IEEE Trans. Knowl. Data Eng., 2011

Granular computing based on fuzzy similarity relations.
Soft Comput., 2011

Fuzzy rough set based attribute reduction for information systems with fuzzy decisions.
Knowl. Based Syst., 2011

Parameterized attribute reduction with Gaussian kernel based fuzzy rough sets.
Inf. Sci., 2011

Data compression with homomorphism in covering information systems.
Int. J. Approx. Reason., 2011

Kernelized Fuzzy Rough Sets Based Yawn Detection for Driver Fatigue Monitoring.
Fundam. Informaticae, 2011

Soliton fission and fusion of a new two-component Korteweg-de Vries (KdV) equation.
Comput. Math. Appl., 2011

Novel algorithms of attribute reduction for variable precision rough set.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2011

A new method for multi-class support vector machines by training least number of classifiers.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2011

2010
Building a Rule-Based Classifier—A Fuzzy-Rough Set Approach.
IEEE Trans. Knowl. Data Eng., 2010

Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications.
Int. J. Approx. Reason., 2010

Local reduction of decision system with fuzzy rough sets.
Fuzzy Sets Syst., 2010

FRSVMs: Fuzzy rough set based support vector machines.
Fuzzy Sets Syst., 2010

A short note on some properties of rough groups.
Comput. Math. Appl., 2010

Some invariant properties of ordered information systems under homomorphism.
Sci. China Inf. Sci., 2010

Least squares support vector machines based on fuzzy rough set.
Proceedings of the IEEE International Conference on Systems, 2010

Data mining-based modeling and application in the energy-saving analysis of large coal-fired power units.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2010

On the fuzzy generalization of the Dempster-Shafer theory of evidence.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2010

Sample selection with rough set.
Proceedings of the International Conference on Machine Learning and Cybernetics, 2010

2009
The Model of Fuzzy Variable Precision Rough Sets.
IEEE Trans. Fuzzy Syst., 2009

Homomorphisms between fuzzy information systems.
Appl. Math. Lett., 2009

Kernelized Fuzzy Rough Sets.
Proceedings of the Rough Sets and Knowledge Technology, 4th International Conference, 2009

2008
Attributes Reduction Using Fuzzy Rough Sets.
IEEE Trans. Fuzzy Syst., 2008

Preface: Recent advances in granular computing.
Inf. Sci., 2008

Communicating between information systems.
Inf. Sci., 2008

A systematic study on attribute reduction with rough sets based on general binary relations.
Inf. Sci., 2008

Fuzzy rough set theory for the interval-valued fuzzy information systems.
Inf. Sci., 2008

Rough set theory for the interval-valued fuzzy information systems.
Inf. Sci., 2008

Measures of general fuzzy rough sets on a probabilistic space.
Inf. Sci., 2008

Approximations and reducts with covering generalized rough sets.
Comput. Math. Appl., 2008

Some properties of relation information systems under homomorphisms.
Appl. Math. Lett., 2008

On the integrable noncompact fuzzy number space.
Appl. Math. Lett., 2008

2007
Learning fuzzy rules from fuzzy samples based on rough set technique.
Inf. Sci., 2007

A new approach to attribute reduction of consistent and inconsistent covering decision systems with covering rough sets.
Inf. Sci., 2007

On linear separability of data sets in feature space.
Neurocomputing, 2007

An approach of attributes reduction based on fuzzy TL rough sets.
Proceedings of the IEEE International Conference on Systems, 2007

Homomorphisms Between Relation Information Systems.
Proceedings of the Rough Sets and Knowledge Technology, Second International Conference, 2007

Attribute Reduction Based on Fuzzy Rough Sets.
Proceedings of the Rough Sets and Intelligent Systems Paradigms, International Conference, 2007

2006
Rough approximations on a complete completely distributive lattice with applications to generalized rough sets.
Inf. Sci., 2006

Reduction method based on a new fuzzy rough set in fuzzy information system and its applications to scheduling problems.
Comput. Math. Appl., 2006

Fuzzy reasoning based on a new fuzzy rough set and its application to scheduling problems.
Comput. Math. Appl., 2006

Approximation theorem of the fuzzy transform in fuzzy reasoning and its application to the scheduling problem.
Comput. Math. Appl., 2006

A Discussion of Attribute Reduction in Fuzzy Rough Sets Using Support Vector Machine.
Proceedings of the IEEE International Conference on Systems, 2006

2005
On the generalization of fuzzy rough sets.
IEEE Trans. Fuzzy Syst., 2005

The product structure of fuzzy rough sets on a group and the rough <i>T</i>-fuzzy group.
Inf. Sci., 2005

A genetic algorithm for solving the inverse problem of support vector machines.
Neurocomputing, 2005

Some notes on equivalent fuzzy sets and fuzzy subgroups.
Fuzzy Sets Syst., 2005

On attributes reduction with fuzzy rough sets.
Proceedings of the IEEE International Conference on Systems, 2005

On the Local Reduction of Information System.
Proceedings of the Advances in Machine Learning and Cybernetics, 2005

A Method to Construct the Mapping to the Feature Space for the Dot Product Kernels.
Proceedings of the Advances in Machine Learning and Cybernetics, 2005

The Infinite Polynomial Kernel for Support Vector Machine.
Proceedings of the Advanced Data Mining and Applications, First International Conference, 2005

2004
The Part Reductions in Information Systems.
Proceedings of the Rough Sets and Current Trends in Computing, 2004

2002
The Lower and Upper Approximations of Fuzzy Sets in a Fuzzy Group.
Proceedings of the Advances in Soft Computing, 2002

1999
The expressional theorem of a fuzzy unit interval and its application.
Fuzzy Sets Syst., 1999

1998
Properties of the T-fuzzy factor groups.
Fuzzy Sets Syst., 1998

Fuzzy factor rings.
Fuzzy Sets Syst., 1998

1996
Fuzzy homomorphisms.
Fuzzy Sets Syst., 1996

Generating fuzzy factor groups and the fundamental theorem of isomorphism.
Fuzzy Sets Syst., 1996


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