Revisiting Convolutional Neural Networks from the Viewpoint of Kernel-Based Methods

JOURNAL ARTICLE published 2 October 2023 in Journal of Computational and Graphical Statistics

Research funded by NSF (CCF-1740551) | NSF (CCF-2019844) | NSF (DMS-2134012)

Authors: Corinne Jones | Vincent Roulet | Zaid Harchaoui

Maximum Likelihood Algorithm for Spatial Generalized Linear Mixed Models without Numerical Evaluations of Intractable Integrals

JOURNAL ARTICLE published 2 October 2023 in Journal of Computational and Graphical Statistics

Authors: Tonglin Zhang

A Generalization Gap Estimation for Overparameterized Models via the Langevin Functional Variance

JOURNAL ARTICLE published 2 October 2023 in Journal of Computational and Graphical Statistics

Research funded by JST CREST (JPMJCR21N3) | JSPS KAKENHI (21K17718,22H05106) | JST CREST (JPMJCR1763) | JSPS KAKENHI (19K20222,21H05205,21K12067) | MEXT (JPJ010217)

Authors: Akifumi Okuno | Keisuke Yano

Interpretable Architecture Neural Networks for Function Visualization

JOURNAL ARTICLE published 2 October 2023 in Journal of Computational and Graphical Statistics

Research funded by Air Force Office of Scientific Research (FA9550-18-1-0381)

Authors: Shengtong Zhang | Daniel W. Apley

Test and Visualization of Covariance Properties for Multivariate Spatio-Temporal Random Fields

JOURNAL ARTICLE published 2 October 2023 in Journal of Computational and Graphical Statistics

Research funded by King Abdullah University of Science and Technology (OSR-2018-CRG7-3742)

Authors: Huang Huang | Ying Sun | Marc G. Genton

Beyond Linear Dynamic Functional Connectivity: A Vine Copula Change Point Model

JOURNAL ARTICLE published 3 July 2023 in Journal of Computational and Graphical Statistics

Research funded by Natural Sciences and Engineering Research Council (RGPIN-2018-06638)

Authors: Xin Xiong | Ivor Cribben

Fast Marginal Likelihood Estimation of Penalties for Group-Adaptive Elastic Net

JOURNAL ARTICLE published 3 July 2023 in Journal of Computational and Graphical Statistics

Research funded by COMPUTE CANCER (40-00812-98-16012)

Authors: Mirrelijn M. van Nee | Tim van de Brug | Mark A. van de Wiel

Joint Modeling of Longitudinal Imaging and Survival Data

JOURNAL ARTICLE published 3 April 2023 in Journal of Computational and Graphical Statistics

Research funded by GRF (14301918,14302220)

Authors: Kai Kang | Xin Yuan Song

Estimating Mixtures of Regressions

JOURNAL ARTICLE published March 2003 in Journal of Computational and Graphical Statistics

Authors: Merrilee Hurn | Ana Justel | Christian P Robert

Distributed Learning for Principal Eigenspaces without Moment Constraints

JOURNAL ARTICLE published 12 April 2024 in Journal of Computational and Graphical Statistics

Authors: Yong He | Zichen Liu | Yalin Wang

Fast Forecast Reconciliation Using Linear Models

JOURNAL ARTICLE published 2 January 2022 in Journal of Computational and Graphical Statistics

Research funded by Ministry of Science and Technology (MOST), Taiwan (106-2420-H-007-019)

Authors: Mahsa Ashouri | Rob J Hyndman | Galit Shmueli

RAPTT: An Exact Two-Sample Test in High Dimensions Using Random Projections

JOURNAL ARTICLE published 2 July 2016 in Journal of Computational and Graphical Statistics

Authors: Radhendushka Srivastava | Ping Li | David Ruppert

A New Tidy Data Structure to Support Exploration and Modeling of Temporal Data

JOURNAL ARTICLE published 2 July 2020 in Journal of Computational and Graphical Statistics

Authors: Earo Wang | Dianne Cook | Rob J. Hyndman

Feature Extraction for Nonparametric Discriminant Analysis

JOURNAL ARTICLE published March 2003 in Journal of Computational and Graphical Statistics

Authors: Mu Zhu | Trevor J Hastie

Group-Orthogonal Subsampling for Hierarchical Data Based on Linear Mixed Models

JOURNAL ARTICLE published 31 January 2024 in Journal of Computational and Graphical Statistics

Research funded by NSFC (12371259, 11971098) | Fundamental Research Funds for the Central Universities (2412023YQ003) | National Key Research and Development Program of China (2020YFA0714102, 2022YFA1003701)

Authors: Jiaqing Zhu | Lin Wang | Fasheng Sun

Model Checking for Hidden Markov Models

JOURNAL ARTICLE published 1 October 2020 in Journal of Computational and Graphical Statistics

Authors: Jodie Buckby | Ting Wang | Jiancang Zhuang | Kazushige Obara

Variable Selection in Linear Regression With Many Predictors

JOURNAL ARTICLE published January 2009 in Journal of Computational and Graphical Statistics

Authors: Airong Cai | Ruey S. Tsay | Rong Chen

Testing for Hermite Rank in Gaussian Subordination Processes

JOURNAL ARTICLE published 2 July 2016 in Journal of Computational and Graphical Statistics

Authors: Jan Beran | Sven Möhrle | Sucharita Ghosh

Two-Stage Bayesian Approach for GWAS With Known Genealogy

JOURNAL ARTICLE published 2 January 2019 in Journal of Computational and Graphical Statistics

Authors: Carmen Armero | Stefano Cabras | María Eugenia Castellanos | Alicia Quirós

Nonparametric Estimation of Hazard Rate Under the Constraint of Monotonicity

JOURNAL ARTICLE published September 2001 in Journal of Computational and Graphical Statistics

Authors: Peter Hall | Li-Shan Huang | James A Gifford | Irene Gijbels