Leaderboards/Rough Sets and Fuzzy Logic

Rough Sets and Fuzzy Logic

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Erick Odhiambo Omuya
Machakos University
2
Ioannis Markoulidakis
Public Power Corporation (Greece)
3
Jinxing Zhu
Minzu University of China
4
Kehua Yuan
Tongji University
5
Jiang Deng
North China Electric Power University
6
Jiubing Liu
Shantou University
7
Daniel Valero-Carreras
Universidad Católica de Murcia
8
Sagar Vaze
University of Oxford
9
Amin Hashemi
Lorestan University
10
Lipeng Pan
University of Electronic Science and Technology of China

Rising Stars Papers

1
Ze-HFS: Zentropy-Based Uncertainty Measure for Heterogeneous Feature Selection and Knowledge Discovery
IEEE Transactions on Knowledge and Data Engineering|2024
56 cit.
2
Probabilistic Confusion Matrix: A Novel Method for Machine Learning Algorithm Generalized Performance Analysis
Technologies|2024
38 cit.
3
A local rough set method for feature selection by variable precision composite measure
Applied Soft Computing|2024
35 cit.
4
Multigranularity Data Analysis With Zentropy Uncertainty Measure for Efficient and Robust Feature Selection
IEEE Transactions on Cybernetics|2024
33 cit.
5
An Efficient and Robust Feature Selection Approach Based on Zentropy Measure and Neighborhood-Aware Model
IEEE Transactions on Neural Networks and Learning Systems|2025
16 cit.
6
AE-MCDM: an autoencoder-based multi-criteria decision-making approach for unsupervised feature selection
The Journal of Supercomputing|2025
8 cit.
7
Matrix factorization algorithm for multi-label learning with missing labels based on fuzzy rough set
Fuzzy Sets and Systems|2024
7 cit.
8
An information fusion model of mutual influence between focal elements: A perspective on interference effects in Dempster–Shafer evidence theory
Information Fusion|2025
6 cit.
9
Models and Algorithms for Optimizing Thresholds in Fuzzy Representation-Based Three-Way Decision
IEEE Transactions on Fuzzy Systems|2024
5 cit.
10
Robust Semi-Supervised Feature Selection With Multi-Granularity Zentropy Modeling
IEEE Transactions on Pattern Analysis and Machine Intelligence|2025
5 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Zeeshan Ali
International Islamic University, Islamabad
2
Cun Wei
Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou)
3
Hongmei Chen
Southwest Jiaotong University
4
Xianyong Zhang
Sichuan Normal University
5
Masooma Raza Hashmi
National College of Business Administration and Economics
6
Wensheng Gan
Jinan University
7
Ramin Afshar
Renewable Energy and Energy Efficiency Organization
8
Mao Lu
Sichuan Normal University
9
Binbin Sang
Chongqing Normal University
10
Zehong Cao
United Imaging Healthcare (China)

Emerging Leaders Papers

1
Large Language Models in Education: Vision and Opportunities
Unknown Journal|2023
111 cit.
2
Analysis and application of Aczel-Alsina aggregation operators based on bipolar complex fuzzy information in multiple attribute decision making
Information Sciences|2022
110 cit.
3
Web 3.0: The Future of Internet
Unknown Journal|2023
82 cit.
4
Outlier Detection Using Three-Way Neighborhood Characteristic Regions and Corresponding Fusion Measurement
IEEE Transactions on Knowledge and Data Engineering|2023
70 cit.
5
A generalized Rényi divergence for multi-source information fusion with its application in EEG data analysis
Information Sciences|2022
59 cit.
6
Uncertainty measurements for Pythagorean fuzzy set and their applications in multiple-criteria decision making
Soft Computing|2022
56 cit.
7
Deep learning derived automated <scp>ASPECTS</scp> on non‐contrast <scp>CT</scp> scans of acute ischemic stroke patients
Human Brain Mapping|2022
46 cit.
8
Multi-attribute decision-making methods based on Aczel–Alsina power aggregation operators for managing complex intuitionistic fuzzy sets
Computational and Applied Mathematics|2023
41 cit.
9
TOPSIS method for spherical fuzzy MAGDM based on cumulative prospect theory and combined weights and its application to residential location
Journal of Intelligent & Fuzzy Systems|2022
38 cit.
10
TODIM-VIKOR method based on hybrid weighted distance under probabilistic uncertain linguistic information and its application in medical logistics center site selection
Soft Computing|2023
37 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Zeshui Xu
Chinese Academy of Sciences
2
Francisco Herrera
Universidad de Granada
3
Roman Słowiński
Poznań University of Technology
4
Enrique Herrera‐Viedma
Universidad de Granada
5
Witold Pedrycz
University of Alberta
6
Henri Prade
Université Toulouse III - Paul Sabatier
7
Philip S. Yu
University of Illinois Chicago
8
Andrzej Skowron
Institute of Mathematics
9
Jiye Liang
Shanxi University
10
Alberto M. Segre
University of Iowa

Current Senior Leaders Papers

1
Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI
Information Fusion|2019
9k cit.
2
Programs for Machine Learning
Unknown Journal|1994
5.8k cit.
3
A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms
Swarm and Evolutionary Computation|2011
5.4k cit.
4
A fuzzy extension of Saaty's priority theory
Fuzzy Sets and Systems|1983
3k cit.
5
Science mapping software tools: Review, analysis, and cooperative study among tools
Journal of the American Society for Information Science and Technology|2011
3k cit.
6
ROUGH FUZZY SETS AND FUZZY ROUGH SETS*
International Journal of General Systems|1990
2.9k cit.
7
A Survey on Knowledge Graphs: Representation, Acquisition, and Applications
IEEE Transactions on Neural Networks and Learning Systems|2021
2.7k cit.
8
Operations on fuzzy numbers
International Journal of Systems Science|1978
2.7k cit.
9
A 2-tuple fuzzy linguistic representation model for computing with words
IEEE Transactions on Fuzzy Systems|2000
2.7k cit.
10
Intuitionistic Fuzzy Aggregation Operators
IEEE Transactions on Fuzzy Systems|2007
2.7k cit.

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