Leaderboards/Complex Systems and Time Series Analysis

Complex Systems and Time Series Analysis

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Michael Park
INSEAD
2
Zhihan Yue
Peking University
3
Thomas M. Bury
McGill University
4
Navid Mohammadi Foumani
Monash University
5
Deniz Can Yıldırım
Middle East Technical University
6
Shinji Kakinaka
Kyoto University
7
Nicholas Barberis
National Bureau of Economic Research
8
Oluwaseun E. Olabode
University of Bradford
9
Minrong Lu
Fujian Jiangxia University
10
Andrew Y. Chen
Federal Reserve Board of Governors

Rising Stars Papers

1
Missing values handling for machine learning portfolios
Journal of Financial Economics|2024
34 cit.
2
Regulation and Innovation Revisited: How Restrictive Environments Can Promote Destabilizing New Technologies
Organization Science|2024
22 cit.
3
Series2vec: similarity-based self-supervised representation learning for time series classification
Data Mining and Knowledge Discovery|2024
21 cit.
4
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs
Unknown Journal|2024
15 cit.
5
FateNet: an integration of dynamical systems and deep learning for cell fate prediction
Bioinformatics|2024
5 cit.
6
Predicting critical transitions with machine learning trained on surrogates of historical data
Communications Physics|2025
5 cit.
7
Saying enough vs saying too much: Lessons on optimizing project risk description for crowdfunding success in developing countries
Technovation|2025
5 cit.
8
Do <i>t</i>-Statistic Hurdles Need to Be Raised?
Management Science|2024
4 cit.
9
[A prospective cohort study of association between early childhood body mass index trajectories and the risk of overweight].
PubMed|2024
2 cit.
10
How and when bridging and buffering strategies drive financial performance: Evidence from companies using key account management
Industrial Marketing Management|2025
2 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Christopher Krauß
Elizabeth City State University
2
Larisa Yarovaya
Anglia Ruskin University
3
Tarscila Duarte dos Santos
University of Chicago
4
David Gabauer
Johannes Kepler University of Linz
5
Samuel A. Vigne
Libera Università Internazionale degli Studi Sociali Guido Carli
6
Liang Sun
Southwest University
7
Paulo Ferreira
University of Évora
8
Renato Arantes de Oliveira
Universidade Federal de Minas Gerais
9
Hamed Azami
Centre for Addiction and Mental Health
10
Yinan Su
Johns Hopkins University

Emerging Leaders Papers

1
Transformers in Time Series: A Survey
Unknown Journal|2023
999 cit.
2
The reaction of G20+ stock markets to the Russia–Ukraine conflict “black-swan” event: Evidence from event study approach
Journal of Behavioral and Experimental Finance|2022
300 cit.
3
Static and dynamic connectedness between NFTs, Defi and other assets: Portfolio implication
Global Finance Journal|2022
287 cit.
4
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection
Unknown Journal|2023
257 cit.
5
An index of cryptocurrency environmental attention (ICEA)
China Finance Review International|2022
176 cit.
6
The Effects of Central Bank Digital Currencies News on Financial Markets
Technological Forecasting and Social Change|2022
171 cit.
7
Rethinking financial contagion: Information transmission mechanism during the COVID-19 pandemic
Journal of International Financial Markets Institutions and Money|2022
168 cit.
8
Herding behavior in conventional cryptocurrency market, non-fungible tokens, and DeFi assets.
Finance research letters|2022
133 cit.
9
Return and volatility spillovers between energy and BRIC markets: Evidence from quantile connectedness
Research in International Business and Finance|2022
126 cit.
10
Volatility and return connectedness of cryptocurrency, gold, and uncertainty: Evidence from the cryptocurrency uncertainty indices
Finance research letters|2022
119 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
H. Eugene Stanley
Boston University
2
Yongcheol Shin
University of York
3
Wayne A. Fuller
Iowa State University
4
Pierre Perrón
Boston University
5
Itamar Procaccia
Zhejiang International Studies University
6
Jürgen Kurths
Humboldt-Universität zu Berlin
7
Kurt Wiesenfeld
Georgia Institute of Technology
8
Ary L. Goldberger
Beth Israel Deaconess Medical Center
9
Didier Sornette
Southern University of Science and Technology
10
Robert Waldmann
Center for Economic and Policy Research

Current Senior Leaders Papers

1
Distribution of the Estimators for Autoregressive Time Series with a Unit Root
Journal of the American Statistical Association|1979
23k cit.
2
Testing for a unit root in time series regression
Biometrika|1988
17.9k cit.
3
Testing for unit roots in heterogeneous panels
Journal of Econometrics|2003
15k cit.
4
Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root
Econometrica|1981
14.6k cit.
5
PhysioBank, PhysioToolkit, and PhysioNet
Circulation|2000
14.5k cit.
6
Testing the null hypothesis of stationarity against the alternative of a unit root
Journal of Econometrics|1992
12.6k cit.
7
Distribution of the Estimators for Autoregressive Time Series With a Unit Root
Journal of the American Statistical Association|1979
9.1k cit.
8
The Great Crash, the Oil Price Shock, and the Unit Root Hypothesis
Econometrica|1989
7.7k cit.
9
Self-organized criticality: An explanation of the 1/<i>f</i>noise
Physical Review Letters|1987
7.6k cit.
10
Noise Trader Risk in Financial Markets
Journal of Political Economy|1990
6.4k cit.

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