Leaderboards/Advanced Statistical Methods and Models

Advanced Statistical Methods and Models

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Nadia Idrees
University of Agriculture Faisalabad
2
J. Kenneth Tay
Stanford Medicine
3
Stephen Bates
Massachusetts Institute of Technology
4
Jaromil Frossard
University of Geneva
5
Ali Yeganeh
Ferdowsi University of Mashhad
6
Nasrin Khatun
Jahangirnagar University
7
Jake S. Rhodes
Idaho State University
8
Ejike Edeh
University of Arkansas at Fayetteville
9
Amir Eshaghi Chaleshtori
K.N.Toosi University of Technology
10
Mohammed Shantal
Sebha University

Rising Stars Papers

1
Monitoring multistage healthcare processes using state space models and a machine learning based framework
Artificial Intelligence in Medicine|2024
32 cit.
2
Shallow vs. Deep Learning Models for Groundwater Level Prediction: A Multi-Piezometer Data Integration Approach
Water Air & Soil Pollution|2024
19 cit.
3
Missing data imputation using correlation coefficient and min-max normalization weighting
Intelligent Data Analysis|2024
15 cit.
4
Monitoring bivariate autocorrelated process using a deep learning-based control chart: A case study on the car manufacturing industry
Computers & Industrial Engineering|2024
14 cit.
5
Using the attention layer mechanism in construction of a novel ratio control chart: An application to Ethereum price prediction and automated trading strategy
Engineering Applications of Artificial Intelligence|2024
11 cit.
6
Probing beyond: The impact of model size and prior informativeness on Bayesian SEM fit indices
Behavior Research Methods|2025
7 cit.
7
Autoencoders for monitoring Poisson-dependent process steps based on state space representation
Computers & Industrial Engineering|2025
4 cit.
8
Quantifying Loss to the Economy Using Interrupted Time Series Models: An Application to the Wholesale and Retail Sales Industries in South Africa
Economies|2024
3 cit.
9
Random Forest-Supervised Manifold Alignment
Unknown Journal|2024
2 cit.
10
Exploring Universal Text-to-Speech Use in Assessment Among Student Sub-Populations
Applied Measurement in Education|2025
1 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Elena Tuzhilina
Stanford University
2
Sarah J. Faubert
Michigan State University
3
Jonás D. De Basabe
Centro de Investigación Científica y de Educación Superior de Ensenada
4
Woodrow Burchett
Pfizer (United States)
5
Amy Overbay
North Carolina State University
6
Liyang Sun
Northeast Petroleum University
7
Dejan Draschkow
University of Oxford
8
Ryne Estabrook
University of Illinois Chicago
9
Jihane Zouaoui
Fondation Sophia Antipolis
10
Graciela Muniz
Royal Edinburgh Hospital

Emerging Leaders Papers

1
Principal component analysis
Nature Reviews Methods Primers|2022
1.5k cit.
2
A Linear Panel Model with Heterogeneous Coefficients and Variation in Exposure
The Journal of Economic Perspectives|2022
37 cit.
3
Publisher Correction: Principal component analysis
Nature Reviews Methods Primers|2023
34 cit.
4
Remote virtual reality as a tool for increasing external validity
Nature Reviews Psychology|2022
33 cit.
5
Heading Direction Tracks Internally Directed Selective Attention in Visual Working Memory
Journal of Cognitive Neuroscience|2023
15 cit.
6
Structural Reforms and Economic Growth: A Machine Learning Approach
IMF Working Paper|2022
8 cit.
7
Double robustness for complier parameters and a semi-parametric test for complier characteristics
Econometrics Journal|2023
8 cit.
8
Weak identification with many instruments
Econometrics Journal|2024
8 cit.
9
Multifaceted consequences of visual distraction during natural behaviour
Communications Psychology|2024
8 cit.
10
Adaptive fuzzy command filtered control for uncertain fractional order nonlinear systems with full state constraints
Scientific Reports|2025
8 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Edgar Erdfelder
Technische Hochschule Mannheim
2
Robert Tibshirani
Stanford University
3
Peter M. Bentler
University of California, Los Angeles
4
Daniel L. Clarke‐Pearson
University of North Carolina at Chapel Hill
5
Scott L. Zeger
Johns Hopkins University
6
Wayne A. Fuller
Iowa State University
7
Pierre Perrón
Boston University
8
Paul Geladi
Swedish University of Agricultural Sciences
9
Runze Li
Tsinghua University
10
A. F. M. Smith
Imperial College London

Current Senior Leaders Papers

1
Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives
Structural Equation Modeling A Multidisciplinary Journal|1999
105.4k cit.
2
Regression Shrinkage and Selection Via the Lasso
Journal of the Royal Statistical Society Series B (Statistical Methodology)|1996
51.8k cit.
3
Comparative fit indexes in structural models.
Psychological Bulletin|1990
23.9k cit.
4
Distribution of the Estimators for Autoregressive Time Series with a Unit Root
Journal of the American Statistical Association|1979
23k cit.
5
Comparing the Areas under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach
Biometrics|1988
22.3k cit.
6
Significance tests and goodness of fit in the analysis of covariance structures.
Psychological Bulletin|1980
18.3k cit.
7
Longitudinal data analysis using generalized linear models
Biometrika|1986
18.1k cit.
8
Testing for a unit root in time series regression
Biometrika|1988
17.9k cit.
9
Regularization Paths for Generalized Linear Models via Coordinate Descent
Journal of Statistical Software|2010
17.1k cit.
10
Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root
Econometrica|1981
14.6k cit.

Reagents for Advanced Statistical Methods and Models

Citation-validated products used in this field

🔥 Trending

Gaining adoption fast

⭐ Top Rated

Best all-around

Cell Signaling TechnologyEvidence 64

Phospho-GIT2 (Tyr592) (D6L1J) Rabbit Monoclonal Antibody

#13167$176,415
View Evidence →
Cell Signaling TechnologyEvidence 69

CD4 (F2L1Z) Rabbit Monoclonal Antibody

#98986$178,415
View Evidence →

🌟 All-Time

Most validated

Cell Signaling TechnologyEvidence 67

SMARCA1 Antibody

#9450$317
View Evidence →
Cell Signaling TechnologyEvidence 66

SF3B4 (E7R4H) Rabbit Monoclonal Antibody

#68862$175,376
View Evidence →
Cell Signaling TechnologyEvidence 65

SMAD2/3 (D7G7) Rabbit Monoclonal Antibody (SignalFlex™ mFluor™ Red 780 Conjugate)

#75214$458
View Evidence →