Marc G Genton

About Marc G Genton

Marc G Genton, With an exceptional h-index of 65 and a recent h-index of 44 (since 2020), a distinguished researcher at King Abdullah University of Science and Technology, specializes in the field of statistics.

His recent articles reflect a diverse array of research interests and contributions to the field:

Sensitivity analysis of wind energy resources with Bayesian non-Gaussian and nonstationary functional ANOVA

Multivariate unified skew-t distributions and their properties

Conjugacy properties of multivariate unified skew-elliptical distributions

A multivariate modified skew-normal distribution

On the Impact of Spatial Covariance Matrix Ordering on Tile Low-Rank Estimation of Mat\'ern Parameters

Uniform-over-dimension convergence with application to location tests for high-dimensional data

Corrigendum to “Shannon Entropy and Mutual Information for Multivariate Skew‐Elliptical Distributions” published in Scandinavian Journal of Statistics (2013), vol. 40, pp. 42–62

GPU-Accelerated Vecchia Approximations of Gaussian Processes for Geospatial Data using Batched Matrix Computations

Marc G Genton Information

University

Position

Distinguished Professor of Statistics (KAUST)

Citations(all)

16722

Citations(since 2020)

7438

Cited By

12788

hIndex(all)

65

hIndex(since 2020)

44

i10Index(all)

217

i10Index(since 2020)

155

Email

University Profile Page

King Abdullah University of Science and Technology

Google Scholar

View Google Scholar Profile

Marc G Genton Skills & Research Interests

statistics

Top articles of Marc G Genton

Title

Journal

Author(s)

Publication Date

Sensitivity analysis of wind energy resources with Bayesian non-Gaussian and nonstationary functional ANOVA

The Annals of Applied Statistics

Jiachen Zhang

Paola Crippa

Marc G Genton

Stefano Castruccio

2024/3

Multivariate unified skew-t distributions and their properties

arXiv preprint arXiv:2311.18294

Kesen Wang

Maicon J Karling

Reinaldo B Arellano-Valle

Marc G Genton

2023/11/30

Conjugacy properties of multivariate unified skew-elliptical distributions

arXiv preprint arXiv:2402.09837

Maicon J Karling

Daniele Durante

Marc G Genton

2024/2/15

A multivariate modified skew-normal distribution

Statistical Papers

Sagnik Mondal

Reinaldo B Arellano-Valle

Marc G Genton

2024/4

On the Impact of Spatial Covariance Matrix Ordering on Tile Low-Rank Estimation of Mat\'ern Parameters

arXiv preprint arXiv:2402.09356

Sihan Chen

Sameh Abdulah

Ying Sun

Marc G Genton

2024/2/14

Uniform-over-dimension convergence with application to location tests for high-dimensional data

arXiv preprint arXiv:2403.16328

Joydeep Chowdhury

Subhajit Dutta

Marc G Genton

2024/3/24

Corrigendum to “Shannon Entropy and Mutual Information for Multivariate Skew‐Elliptical Distributions” published in Scandinavian Journal of Statistics (2013), vol. 40, pp. 42–62

Scandinavian Journal of Statistics

Reinaldo B Arellano‐Valle

Javier E Contreras‐Reyes

Marc G Genton

2024

GPU-Accelerated Vecchia Approximations of Gaussian Processes for Geospatial Data using Batched Matrix Computations

arXiv preprint arXiv:2403.07412

Qilong Pan

Sameh Abdulah

Marc G Genton

David E Keyes

Hatem Ltaief

...

2024/3/12

A multivariate skew-normal-Tukey-h distribution

Journal of Multivariate Analysis

Sagnik Mondal

Marc G Genton

2024/3/1

Data for" The Third Competition on Spatial Statistics for Large Datasets"

Yiping Hong

Yan Song

Sameh Abdulah

Ying Sun

Hatem Ltaief

...

2023/9/28

A Neural Network-Based Approach to Normality Testing for Dependent Data

arXiv preprint arXiv:2310.10422

Minwoo Kim

Marc G Genton

Raphael Huser

Stefano Castruccio

2023/10/16

GPU-Accelerated Dense Covariance Matrix Generation for Spatial Statistics Applications

Zipei Geng

Sameh Abdulah

Hatem Ltaief

YING SUN

MARC G GENTON

...

2023

Portability and Scalability Evaluation of Large-Scale Statistical Modeling and Prediction Software through HPC-Ready Containers

arXiv preprint arXiv:2312.07748

Sameh Abdulah

Jorge Ejarque

Omar Marzouk

Hatem Ltaief

Ying Sun

...

2023/12/4

Are you all normal? It depends!

International Statistical Review

Wanfang Chen

Marc G Genton

2023/4

Test and visualization of covariance properties for multivariate spatio-temporal random fields

Journal of Computational and Graphical Statistics

Huang Huang

Ying Sun

Marc G Genton

2023/10/2

Tractable Bayes of skew‐elliptical link models for correlated binary data

Biometrics

Zhongwei Zhang

Reinaldo B Arellano‐Valle

Marc G Genton

Raphaël Huser

2023/9

A space‐time model with temporal cyclostationarity for probabilistic forecasting and simulation of solar irradiance data

Stat

Soumya Das

Yasser M Alshehri

Georgiy L Stenchikov

Marc G Genton

2023/1

The third competition on spatial statistics for large datasets

Journal of Agricultural, Biological and Environmental Statistics

Yiping Hong

Yan Song

Sameh Abdulah

Ying Sun

Hatem Ltaief

...

2023/12

Robust two-layer partition clustering of sparse multivariate functional data

Econometrics and Statistics

Zhuo Qu

Wenlin Dai

Marc G Genton

2023/3/28

Efficient Large-scale Nonstationary Spatial Covariance Function Estimation Using Convolutional Neural Networks

arXiv preprint arXiv:2306.11487

Pratik Nag

Yiping Hong

Sameh Abdulah

Ghulam A Qadir

Marc G Genton

...

2023/6/20

See List of Professors in Marc G Genton University(King Abdullah University of Science and Technology)

Co-Authors

H-index: 50
Douglas Nychka

Douglas Nychka

Colorado School of Mines

H-index: 46
Ying Sun

Ying Sun

King Abdullah University of Science and Technology

H-index: 40
Reinhard Furrer

Reinhard Furrer

Universität Zürich

H-index: 38
Elvezio Ronchetti

Elvezio Ronchetti

Université de Genève

H-index: 34
Hatem Ltaief

Hatem Ltaief

King Abdullah University of Science and Technology

H-index: 33
Marcia Gumpertz

Marcia Gumpertz

North Carolina State University

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