Leaderboards/Time Series Analysis and Forecasting

Time Series Analysis and Forecasting

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Haoyi Zhou
Peking University
2
Bryan Lim
University of Oxford
3
Ibomoiye Domor Mienye
University of South Africa
4
Oriol Abril
Unknown
5
Emadeldeen Eldele
Agency for Science, Technology and Research
6
Shengnan Guo
Jiangsu Provincial Water Survey & Design Institute (China)
7
Zhihan Yue
Peking University
8
Kukjin Choi
Seoul National University
9
Denis Gudovskiy
Panasonic (United States)
10
Zekai Chen
Fuzhou University

Rising Stars Papers

1
A Survey of Decision Trees: Concepts, Algorithms, and Applications
IEEE Access|2024
290 cit.
2
A survey of explainable artificial intelligence in healthcare: Concepts, applications, and challenges
Informatics in Medicine Unlocked|2024
118 cit.
3
Optimized Ensemble Learning Approach with Explainable AI for Improved Heart Disease Prediction
Information|2024
89 cit.
4
Ensemble Large Language Models: A Survey
Information|2025
52 cit.
5
A Hybrid Deep Learning Approach with Generative Adversarial Network for Credit Card Fraud Detection
Technologies|2024
39 cit.
6
A deep learning approach for Maize Lethal Necrosis and Maize Streak Virus disease detection
Machine Learning with Applications|2024
33 cit.
7
Large language models: an overview of foundational architectures, recent trends, and a new taxonomy
Discover Applied Sciences|2025
21 cit.
8
A Survey of Bias and Fairness in Healthcare AI
Unknown Journal|2024
8 cit.
9
Graph Neural Networks in Medical Imaging: Methods, Applications and Future Directions
Information|2025
8 cit.
10
Detecting Imbalanced Credit Card Fraud via Hybrid Graph Attention and Variational Autoencoder Ensembles
AppliedMath|2025
5 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Wancai Zhang
Institute of Acoustics
2
Benjamin Letham
Meta (Israel)
3
Evangelos Spiliotis
National Technical University of Athens
4
Shun Chen
Chang'an University
5
Liang Sun
Southwest University
6
Bryan Hooi
National University of Singapore
7
Samuel Harford
University of Illinois Chicago
8
Lei Zhang
University of Regina
9
Shirui Pan
Griffith University
10
Hung-yi Lee
National Taiwan University

Emerging Leaders Papers

1
Transformers in Time Series: A Survey
Unknown Journal|2023
999 cit.
2
Unifying Large Language Models and Knowledge Graphs: A Roadmap
IEEE Transactions on Knowledge and Data Engineering|2024
954 cit.
3
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.
4
Can Large Language Models Be an Alternative to Human Evaluations?
Unknown Journal|2023
260 cit.
5
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection
Unknown Journal|2023
257 cit.
6
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects
IEEE Transactions on Pattern Analysis and Machine Intelligence|2024
209 cit.
7
Towards Unsupervised Deep Graph Structure Learning
Proceedings of the ACM Web Conference 2022|2022
195 cit.
8
Multivariate Time Series Forecasting With Dynamic Graph Neural ODEs
IEEE Transactions on Knowledge and Data Engineering|2022
169 cit.
9
Towards Spatio- Temporal Aware Traffic Time Series Forecasting
2022 IEEE 38th International Conference on Data Engineering (ICDE)|2022
123 cit.
10
Distilhubert: Speech Representation Learning by Layer-Wise Distillation of Hidden-Unit Bert
ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)|2022
107 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
H. Eugene Stanley
Boston University
2
Eamonn Keogh
University of California, Riverside
3
Jörg Sander
University of Alberta
4
James D. Hamilton
National Bureau of Economic Research
5
P. Mermelstein
University of Minnesota
6
Christos Faloutsos
University of Toronto
7
Michael J. Pazzani
University of Southern California
8
Janet Hergt
The University of Melbourne
9
Murtaza Haider
Ted Rogers Centre for Heart Research
10
J. Doyne Farmer
Santa Fe Institute

Current Senior Leaders Papers

1
PhysioBank, PhysioToolkit, and PhysioNet
Circulation|2000
14.5k cit.
2
Time Series Analysis.
Contemporary Sociology A Journal of Reviews|1995
11.2k cit.
3
A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle
Econometrica|1989
9.7k cit.
4
Comparison of parametric representations for monosyllabic word recognition in continuously spoken sentences
IEEE Transactions on Acoustics Speech and Signal Processing|1980
5.3k cit.
5
LOF
ACM SIGMOD Record|2000
5.2k cit.
6
Iolite: Freeware for the visualisation and processing of mass spectrometric data
Journal of Analytical Atomic Spectrometry|2011
4.3k cit.
7
On power-law relationships of the Internet topology
Unknown Journal|1999
4.3k cit.
8
Beyond the hype: Big data concepts, methods, and analytics
International Journal of Information Management|2014
4.1k cit.
9
Introduction to Phase Transitions and Critical Phenomena
American Journal of Physics|1972
4.1k cit.
10
OPTICS
ACM SIGMOD Record|1999
4k cit.

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