Leaderboards/Advanced Clustering Algorithms Research

Advanced Clustering Algorithms Research

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Abiodun M. Ikotun
Grace College & Seminary
2
Xingcheng Ran
Lanzhou University
3
Gbeminiyi John Oyewole
University of Pretoria
4
Junyi Guan
Zhejiang University of Technology
5
Xinhang Wan
National University of Defense Technology
6
Bryar A. Hassan
University of Kurdistan Hewler
7
Fatima Batool
University College London
8
Haize Hu
Guangxi Normal University
9
Si-Guo Fang
South China Agricultural University
10
Alvin Subakti
University of Indonesia

Rising Stars Papers

1
One-Step Multi-View Clustering With Diverse Representation
IEEE Transactions on Neural Networks and Learning Systems|2024
86 cit.
2
Fast Continual Multi-View Clustering With Incomplete Views
IEEE Transactions on Image Processing|2024
64 cit.
3
From A-to-Z review of clustering validation indices
Neurocomputing|2024
52 cit.
4
Fast main density peak clustering within relevant regions via a robust decision graph
Pattern Recognition|2024
29 cit.
5
Comparative Analysis of AES, Blowfish, Twofish, Salsa20, and ChaCha20 for Image Encryption
Kurdistan Journal of Applied Research|2024
26 cit.
6
Contrastive Continual Multiview Clustering With Filtered Structural Fusion
IEEE Transactions on Neural Networks and Learning Systems|2024
15 cit.
7
Benchmarking validity indices for evolutionary K-means clustering performance
Scientific Reports|2025
12 cit.
8
A comprehensive systematic review of machine learning in the retail industry: classifications, limitations, opportunities, and challenges
Neural Computing and Applications|2024
9 cit.
9
A novel multi-classification method for photovoltaic electricity theft behavior with low false detection rate
Measurement|2024
6 cit.
10
Improving Cardiovascular Disease Prediction through Stratified Machine Learning Models and Combined Datasets
UHD Journal of Science and Technology|2025
5 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Steve Astels
CDC Foundation
2
Belal Abuhaija
Wenzhou-Kean University
3
Xuelong Li
China Telecom (China)
4
Laith Abualigah
Al al-Bayt University
5
Sami Sieranoja
University of Eastern Finland
6
Andronicus A. Akinyelu
University of KwaZulu-Natal
7
Hongjie Jia
Tianjin University of Technology
8
Shipra Varshney
National Institute of Solar Energy
9
Bhaskar Biswas
Indian Institute of Technology BHU
10
Jialei Liu
Hubei University of Arts and Science

Emerging Leaders Papers

1
A comprehensive survey of clustering algorithms: State-of-the-art machine learning applications, taxonomy, challenges, and future research prospects
Engineering Applications of Artificial Intelligence|2022
882 cit.
2
Dwarf Mongoose Optimization Algorithm
Computer Methods in Applied Mechanics and Engineering|2022
865 cit.
3
Gazelle optimization algorithm: a novel nature-inspired metaheuristic optimizer
Neural Computing and Applications|2022
435 cit.
4
Ebola Optimization Search Algorithm: A New Nature-Inspired Metaheuristic Optimization Algorithm
IEEE Access|2022
429 cit.
5
GS-SLAM: Dense Visual SLAM with 3D Gaussian Splatting
Unknown Journal|2024
284 cit.
6
Genghis Khan shark optimizer: A novel nature-inspired algorithm for engineering optimization
Advanced Engineering Informatics|2023
246 cit.
7
Meta-heuristic optimization algorithms for solving real-world mechanical engineering design problems: a comprehensive survey, applications, comparative analysis, and results
Neural Computing and Applications|2022
225 cit.
8
Data-driven interpretable ensemble learning methods for the prediction of wind turbine power incorporating SHAP analysis
Expert Systems with Applications|2023
215 cit.
9
A novel intelligent deep learning predictive model for meteorological drought forecasting
Journal of Ambient Intelligence and Humanized Computing|2022
188 cit.
10
A Novel Representation Learning for Dynamic Graphs Based on Graph Convolutional Networks
IEEE Transactions on Cybernetics|2022
179 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Geoffrey E. Hinton
University of Toronto
2
Xiaowei Xu
Wuhan University of Science and Technology
3
Adrian E. Raftery
University of Washington
4
James C. Bezdek
The University of Melbourne
5
Sergei Vassilvitskii
Stanford University
6
Jörg Sander
University of Alberta
7
Miron Livny
Morgridge Institute for Research
8
Angela Y. Wu
American University
9
Alessandro Laio
Scuola Internazionale Superiore di Studi Avanzati
10
Michalis Vazirgiannis
École Polytechnique

Current Senior Leaders Papers

1
ImageNet classification with deep convolutional neural networks
Communications of the ACM|2017
75.7k cit.
2
Visualizing Data using t-SNE
Journal of Machine Learning Research|2008
35.7k cit.
3
Reducing the Dimensionality of Data with Neural Networks
Science|2006
21k cit.
4
A density-based algorithm for discovering clusters in large spatial Databases with Noise
Unknown Journal|1996
19.1k cit.
5
A Fast Learning Algorithm for Deep Belief Nets
Neural Computation|2006
16.4k cit.
6
Rectified Linear Units Improve Restricted Boltzmann Machines
International Conference on Machine Learning|2010
13.2k cit.
7
Bayes Factors
Journal of the American Statistical Association|1995
12.3k cit.
8
Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups
IEEE Signal Processing Magazine|2012
10.3k cit.
9
Speech recognition with deep recurrent neural networks
Unknown Journal|2013
8.8k cit.
10
Bayesian Model Selection in Social Research
Sociological Methodology|1995
6.9k cit.

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