Leaderboards/Stock Market Forecasting Methods

Stock Market Forecasting Methods

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
Bingzi Jin
Advanced Micro Devices (Canada)
4
Akshit Kurani
Indus University
5
Rohit Bharti
Lovely Professional University
6
Shafiul Hasan Rafi
Dhaka University of Engineering & Technology
7
Cristian Challú
Carnegie Mellon University
8
Qingyang Ling
Kean University
9
Safwan Mahmood Al-Selwi
Universiti Teknologi Petronas
10
Luyang Chen
Xi'an University of Technology

Rising Stars Papers

1
RNN-LSTM: From applications to modeling techniques and beyond—Systematic review
Journal of King Saud University - Computer and Information Sciences|2024
433 cit.
2
Forecasting wholesale prices of yellow corn through the Gaussian process regression
Neural Computing and Applications|2024
268 cit.
3
Price forecasting through neural networks for crude oil, heating oil, and natural gas
Measurement Energy|2024
237 cit.
4
Wholesale price forecasts of green grams using the neural network
Asian Journal of Economics and Banking|2024
236 cit.
5
Carbon emission allowance price forecasting for China Guangdong carbon emission exchange via the neural network
Global Finance Review|2024
204 cit.
6
Thermal coal futures trading volume predictions through the neural network
Journal of Modelling in Management|2024
204 cit.
7
Forecasts of coking coal futures price indices through Gaussian process regressions
Mineral Economics|2024
201 cit.
8
Peanut oil price change forecasts through the neural network
foresight|2025
195 cit.
9
Pre-owned housing price index forecasts using Gaussian process regressions
Journal of Modelling in Management|2024
171 cit.
10
Forecasts of China Mainland New Energy Index Prices through Gaussian Process Regressions
Journal of Clean Energy and Energy Storage|2024
168 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Wancai Zhang
Institute of Acoustics
2
Christopher Krauß
Elizabeth City State University
3
Evangelos Spiliotis
National Technical University of Athens
4
Benjamin Letham
Meta (Israel)
5
Kasun Bandara
Monash University
6
Hung-yi Lee
National Taiwan University
7
Florian Ziel
University of Duisburg-Essen
8
Renato Arantes de Oliveira
Universidade Federal de Minas Gerais
9
Alexandros Iosifidis
Aarhus University
10
Kinjal Chaudhari
Nirma University

Emerging Leaders Papers

1
Forecasting: theory and practice
BOA (University of Milano-Bicocca)|2022
830 cit.
2
Can Large Language Models Be an Alternative to Human Evaluations?
Unknown Journal|2023
260 cit.
3
Bayesian learning for neural networks: an algorithmic survey
Artificial Intelligence Review|2023
139 cit.
4
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.
5
MSTL: A Seasonal-Trend Decomposition Algorithm for Time Series with Multiple Seasonal Patterns
International Journal of Operational Research|2022
96 cit.
6
Distributional neural networks for electricity price forecasting
Energy Economics|2023
83 cit.
7
Neural network systems with an integrated coefficient of variation-based feature selection for stock price and trend prediction
Expert Systems with Applications|2023
74 cit.
8
Meta-TTS: Meta-Learning for Few-Shot Speaker Adaptive Text-to-Speech
IEEE/ACM Transactions on Audio Speech and Language Processing|2022
54 cit.
9
Computer Vision on X-Ray Data in Industrial Production and Security Applications: A Comprehensive Survey
IEEE Access|2023
47 cit.
10
Dynamic Split Computing for Efficient Deep EDGE Intelligence
Unknown Journal|2023
45 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Kenneth R. French
Dartmouth College
2
Michael Y. Hu
Kent State University
3
Xiao‐Jun Zeng
University of Manchester
4
Guofu Zhou
Washington University in St. Louis
5
Vassilios Assimakopoulos
National Technical University of Athens
6
Maureen O’Hara
Cornell University
7
Dacheng Xiu
University of Chicago
8
Halbert White
University of California San Diego
9
Akbar Siami Namin
Texas Tech University
10
Shouyang Wang
Chinese Academy of Sciences

Current Senior Leaders Papers

1
Common risk factors in the returns on stocks and bonds
Journal of Financial Economics|1993
27.7k cit.
2
A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity
Econometrica|1980
26.1k cit.
3
Multilayer feedforward networks are universal approximators
Neural Networks|1989
21.2k cit.
4
The Cross‐Section of Expected Stock Returns
The Journal of Finance|1992
15.1k cit.
5
A five-factor asset pricing model
Journal of Financial Economics|2014
7.8k cit.
6
Multifactor Explanations of Asset Pricing Anomalies
The Journal of Finance|1996
6.5k cit.
7
Industry costs of equity
Journal of Financial Economics|1997
6.2k cit.
8
The Cross-Section of Expected Stock Returns
The Journal of Finance|1992
5.5k cit.
9
Twitter mood predicts the stock market
Journal of Computational Science|2011
5.1k cit.
10
Expected stock returns and volatility
Journal of Financial Economics|1987
4.3k cit.

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