Leaderboards/Data Stream Mining Techniques

Data Stream Mining Techniques

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Bahzad Charbuty
Duhok Polytechnic University
2
Ibomoiye Domor Mienye
University of South Africa
3
Shifa Zhong
East China Normal University
4
Gabriel Dulac-Arnold
Google (United States)
5
Daya Guo
Sun Yat-sen University
6
Thomas M. Moerland
Leiden University
7
Qingyang Ling
Kean University
8
Firas Bayram
University of Luxembourg
9
Tala Talaei Khoei
Eastern University
10
Safwan Mahmood Al-Selwi
Universiti Teknologi Petronas

Rising Stars Papers

1
DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning
Nature|2025
568 cit.
2
RNN-LSTM: From applications to modeling techniques and beyond—Systematic review
Journal of King Saud University - Computer and Information Sciences|2024
433 cit.
3
A Survey of Decision Trees: Concepts, Algorithms, and Applications
IEEE Access|2024
290 cit.
4
A survey of explainable artificial intelligence in healthcare: Concepts, applications, and challenges
Informatics in Medicine Unlocked|2024
118 cit.
5
Optimized Ensemble Learning Approach with Explainable AI for Improved Heart Disease Prediction
Information|2024
89 cit.
6
Enhancing AI Systems with Agentic Workflows Patterns in Large Language Model
Unknown Journal|2024
54 cit.
7
Ensemble Large Language Models: A Survey
Information|2025
52 cit.
8
Data reduction in big data: a survey of methods, challenges and future directions
International Journal of Data Science and Analytics|2024
39 cit.
9
A Hybrid Deep Learning Approach with Generative Adversarial Network for Credit Card Fraud Detection
Technologies|2024
39 cit.
10
A deep learning approach for Maize Lethal Necrosis and Maize Streak Virus disease detection
Machine Learning with Applications|2024
33 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Kun Gai
Alibaba Group (China)
2
Adnan Mohsin Abdulazeez
Duhok Polytechnic University
3
Laith Abualigah
Al al-Bayt University
4
Zuha Agha
Unknown
5
Ibrar Yaqoob
Artificial Intelligence in Medicine (Canada)
6
Andronicus A. Akinyelu
University of KwaZulu-Natal
7
Apoorva Choudhary
Indira Gandhi Delhi Technical University for Women
8
Shirui Pan
Griffith University
9
Todd Hester
DeepMind (United Kingdom)
10
Wenfeng Liang
Shanghai Liangyou (China)

Emerging Leaders Papers

1
Unifying Large Language Models and Knowledge Graphs: A Roadmap
IEEE Transactions on Knowledge and Data Engineering|2024
954 cit.
2
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.
3
Dwarf Mongoose Optimization Algorithm
Computer Methods in Applied Mechanics and Engineering|2022
865 cit.
4
A comparative analysis of K-Nearest Neighbor, Genetic, Support Vector Machine, Decision Tree, and Long Short Term Memory algorithms in machine learning
Decision Analytics Journal|2022
734 cit.
5
Gazelle optimization algorithm: a novel nature-inspired metaheuristic optimizer
Neural Computing and Applications|2022
435 cit.
6
Ebola Optimization Search Algorithm: A New Nature-Inspired Metaheuristic Optimization Algorithm
IEEE Access|2022
429 cit.
7
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence|2024
406 cit.
8
Genghis Khan shark optimizer: A novel nature-inspired algorithm for engineering optimization
Advanced Engineering Informatics|2023
246 cit.
9
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.
10
Data-driven interpretable ensemble learning methods for the prediction of wind turbine power incorporating SHAP analysis
Expert Systems with Applications|2023
215 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Dingding Wang
Capital Medical University
2
Ion Stoica
University of California, Berkeley
3
John Riedl
United Monolithic Semiconductor (France)
4
Miron Livny
Morgridge Institute for Research
5
Francisco Herrera
Universidad de Granada
6
Peter Dayan
University of Toronto
7
Philip S. Yu
University of Illinois Chicago
8
Jiřı́ Matas
Czech Technical University in Prague
9
Robi Polikar
Rowan University
10
Lior Rokach
Ben-Gurion University of the Negev

Current Senior Leaders Papers

1
Chord
Unknown Journal|2001
9.7k cit.
2
Item-based collaborative filtering recommendation algorithms
Unknown Journal|2001
9k cit.
3
Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI
Information Fusion|2019
9k cit.
4
Q-learning
Machine Learning|1992
9k cit.
5
A survey of transfer learning
Journal Of Big Data|2016
6.2k cit.
6
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems|2004
5.8k cit.
7
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.
8
On combining classifiers
IEEE Transactions on Pattern Analysis and Machine Intelligence|1998
5.3k cit.
9
GroupLens
Unknown Journal|1994
5k cit.
10
Spark: cluster computing with working sets
Unknown Journal|2010
4.2k cit.

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