Statistics

Authors and titles for May 2021

[101] arXiv:2105.02831 [pdf, other]

Title: The layer-wise L1 Loss Landscape of Neural Nets is more complex around local minima

Peter Hinz

Comments: 4 pages, 5 figures

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[102] arXiv:2105.02952 [pdf, other]

Title: Comments on: A Gibbs sampler for a class of random convex polytopes

Kentaro Hoffman, Jan Hannig, Kai Zhang

Subjects: Computation (stat.CO)

[103] arXiv:2105.02971 [pdf, other]

Title: Calibration of Spatio-Temporal Forecasts from Citizen Science Urban Air Pollution Data with Sparse Recurrent Neural Networks

Matthew Bonas, Stefano Castruccio

Subjects: Applications (stat.AP)

[104] arXiv:2105.03022 [pdf, other]

Title: Estimating Design Operating Characteristics in Bayesian Adaptive Clinical Trials

Shirin Golchi

Subjects: Methodology (stat.ME); Applications (stat.AP)

[105] arXiv:2105.03067 [pdf, html, other]

Title: The $s$-value: evaluating stability with respect to distributional shifts

Suyash Gupta, Dominik Rothenhäusler

Comments: Camera ready version of 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

Subjects: Methodology (stat.ME); Statistics Theory (math.ST); Machine Learning (stat.ML)

[106] arXiv:2105.03101 [pdf, other]

Title: Consistent estimation of distribution functions under increasing concave and convex stochastic ordering

Alexander Henzi

Subjects: Statistics Theory (math.ST); Methodology (stat.ME)

[107] arXiv:2105.03102 [pdf, other]

Title: Circuit bases for randomisation

Elena Pesce, Fabio Rapallo, Eva Riccomagno, Henry P. Wynn

Comments: 15 pages; submitted for possible publication on 19/04/2021

Subjects: Statistics Theory (math.ST); Probability (math.PR)

[108] arXiv:2105.03122 [pdf, html, other]

Title: The Coreness and H-Index of Random Geometric Graphs

Eddie Aamari, Ery Arias-Castro, Clément Berenfeld

Subjects: Statistics Theory (math.ST); Probability (math.PR)

[109] arXiv:2105.03153 [pdf, other]

Title: Pairwise Fairness for Ordinal Regression

Matthäus Kleindessner, Samira Samadi, Muhammad Bilal Zafar, Krishnaram Kenthapadi, Chris Russell

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[110] arXiv:2105.03173 [pdf, other]

Title: Use of High Dimensional Modeling for automatic variables selection: the best path algorithm

Luigi Riso

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[111] arXiv:2105.03197 [pdf, other]

Title: Primary analysis method for incomplete CD4 count data from IMPI trial and other trials with similar setting

Abdul-Karim Iddrisu, Abukari Alhassan

Subjects: Applications (stat.AP)

[112] arXiv:2105.03228 [pdf, other]

Title: SEAGLE: A Scalable Exact Algorithm for Large-Scale Set-Based GxE Tests in Biobank Data

Jocelyn T. Chi, Ilse C. F. Ipsen, Tzu-Hung Hsiao, Ching-Heng Lin, Li-San Wang, Wan-Ping Lee, Tzu-Pin Lu, Jung-Ying Tzeng

Subjects: Computation (stat.CO); Methodology (stat.ME)

[113] arXiv:2105.03241 [pdf, other]

Title: An Objective Prior from a Scoring Rule

Stephen G. Walker, Cristiano Villa

Subjects: Methodology (stat.ME)

[114] arXiv:2105.03248 [pdf, other]

Title: Parameter Priors for Directed Acyclic Graphical Models and the Characterization of Several Probability Distributions

Dan Geiger, David Heckerman

Comments: This version has improved pointers to the literature. arXiv admin note: substantial text overlap with arXiv:1301.6697

Journal-ref: The Annals of Statistics, 30: 1412-1440, 2002

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Statistics Theory (math.ST)

[115] arXiv:2105.03269 [pdf, other]

Title: Bayesian spatio-temporal model for high-resolution short-term forecasting of precipitation fields

Stephen Richard Johnson, Sarah Elizabeth Heaps, Kevin James Wilson, Darren James Wilkinson

Subjects: Methodology (stat.ME); Applications (stat.AP)

[116] arXiv:2105.03275 [pdf, other]

Title: A Multinomial Probit Model with Choquet Integral and Attribute Cut-offs

Subodh Dubey, Oded Cats, Serge Hoogendoorn, Prateek Bansal

Subjects: Applications (stat.AP)

[117] arXiv:2105.03308 [pdf, other]

Title: Geometric convergence of elliptical slice sampling

Viacheslav Natarovskii, Daniel Rudolf, Björn Sprungk

Comments: 13 pages, 2 figures, Accepted in the Proceedings of the 38th International Conference on Machine Learning

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Statistics Theory (math.ST)

[118] arXiv:2105.03309 [pdf, other]

Title: Estimating latent linear correlations from fuzzy frequency tables

Antonio Calcagnì

Comments: 27 pages, 5 figures, 9 tables, 2 supplementary figures, 2 supplementary tables

Journal-ref: Communications in Mathematics and Statistics, Springer, 2022

Subjects: Methodology (stat.ME); Applications (stat.AP); Computation (stat.CO)

[119] arXiv:2105.03325 [pdf, other]

Title: Robust Estimation of Heterogeneous Treatment Effects using Electronic Health Record Data

Ruohong Li, Honglang Wang, Wanzhu Tu

Comments: Statistics in Medicine (2021)

Subjects: Methodology (stat.ME)

[120] arXiv:2105.03361 [pdf, other]

Title: What Kinds of Functions do Deep Neural Networks Learn? Insights from Variational Spline Theory

Rahul Parhi, Robert D. Nowak

Journal-ref: SIAM Journal on Mathematics of Data Science, vol. 4, no. 2, pp. 464-489, 2022

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[121] arXiv:2105.03396 [pdf, other]

Title: Double-matched matrix decomposition for multi-view data

Dongbang Yuan, Irina Gaynanova

Comments: Accepted to Journal of Computational and Graphical Statistics

Subjects: Methodology (stat.ME); Machine Learning (stat.ML)

[122] arXiv:2105.03425 [pdf, html, other]

Title: Kernel Two-Sample Tests for Manifold Data

Xiuyuan Cheng, Yao Xie

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Statistics Theory (math.ST)

[123] arXiv:2105.03454 [pdf, other]

Title: A Bayesian Gaussian Process for Estimating a Causal Exposure Response Curve in Environmental Epidemiology

Boyu Ren, Xiao Wu, Danielle Braun, Natesh Pillai, Francesca Dominici

Subjects: Methodology (stat.ME); Applications (stat.AP)

[124] arXiv:2105.03478 [pdf, other]

Title: Adjusting for Unmeasured Confounding in Marginal Structural Models with Propensity-Score Fixed Effects

Matthew Blackwell, Soichiro Yamauchi

Subjects: Methodology (stat.ME); Applications (stat.AP)

[125] arXiv:2105.03481 [pdf, other]

Title: Stein's Method Meets Computational Statistics: A Review of Some Recent Developments

Andreas Anastasiou, Alessandro Barp, François-Xavier Briol, Bruno Ebner, Robert E. Gaunt, Fatemeh Ghaderinezhad, Jackson Gorham, Arthur Gretton, Christophe Ley, Qiang Liu, Lester Mackey, Chris. J. Oates, Gesine Reinert, Yvik Swan

Comments: Accepted for publication by "Statistical Science"

Subjects: Methodology (stat.ME); Statistics Theory (math.ST); Computation (stat.CO)

[126] arXiv:2105.03493 [pdf, other]

Title: Causal identification of infectious disease intervention effects in a clustered population

Xiaoxuan Cai, Eben Kenah, Forrest W. Crawford

Subjects: Methodology (stat.ME); Applications (stat.AP)

[127] arXiv:2105.03497 [pdf, other]

Title: Probabilistic Modeling of Hurricane Wind-Induced Damage in Infrastructure Systems

Derek Chang, Kerry Emanuel, Saurabh Amin

Comments: Submitted to Risk Analysis, 21 pages (main text), 17 figures, includes appendix

Subjects: Applications (stat.AP); Other Statistics (stat.OT)

[128] arXiv:2105.03508 [pdf, other]

Title: Cross-Population Amplitude Coupling in High-Dimensional Oscillatory Neural Time Series

Heejong Bong (1), Valérie Ventura (1, 2 and 5), Eric A. Yttri (3 and 5), Matthew A. Smith (4 and 5), Robert E. Kass (1, 2 and 5) ((1) Department of Statistics and Data Sciences, Carnegie Mellon University, (2) Machine Learning Department, Carnegie Mellon University, (3) Department of Biological Sciences, Carnegie Mellon University, (4) Department of Biomedical Engineering, Carnegie Mellon University, (5) Neuroscience Institute, Carnegie Mellon University)

Comments: 21 pages, 12 figures, submitted to The Annals of Applied Statistics

Subjects: Methodology (stat.ME); Neurons and Cognition (q-bio.NC); Applications (stat.AP)

[129] arXiv:2105.03529 [pdf, other]

Title: Precise Unbiased Estimation in Randomized Experiments using Auxiliary Observational Data

Johann A. Gagnon-Bartsch, Adam C. Sales, Edward Wu, Anthony F. Botelho, John A. Erickson, Luke W. Miratrix, Neil T. Heffernan

Comments: Forthcoming in Journal of Causal Inference. Replication materials at this https URL . Results differ very slightly from previous versions due to changes made in the process of making the analysis replicable. For details, compare this https URL (previous version) to this https URL (current version)

Subjects: Applications (stat.AP)

[130] arXiv:2105.03557 [pdf, other]

Title: Comparative analysis of the original and amplitude permutations

Wenpo Yao, Wenli Yao, Jun Wang

Comments: 7 pages, 3 figures

Journal-ref: Physics Letters A, 2022: 127977

Subjects: Other Statistics (stat.OT); Methodology (stat.ME)

[131] arXiv:2105.03584 [pdf, other]

Title: Adaptive Latent Space Tuning for Non-Stationary Distributions

Alexander Scheinker, Frederick Cropp, Sergio Paiagua, Daniele Filippetto

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Accelerator Physics (physics.acc-ph)

[132] arXiv:2105.03604 [pdf, other]

Title: Some multivariate goodness of fit tests based on data depth

Rahul Singh, Subhajit Dutta, Neeraj Misra

Comments: 19 pages, 1 figure, 10 tables

Subjects: Statistics Theory (math.ST)

[133] arXiv:2105.03651 [pdf, other]

Title: Spline-Based Bayesian Emulators for Large Scale Spatial Inverse Problems

Anirban Mondal, Bani Mallick

Subjects: Applications (stat.AP); Computation (stat.CO)

[134] arXiv:2105.03699 [pdf, other]

Title: A defective cure rate quantile regression model for male breast cancer data

Agatha Rodrigues, Patrick Borges, Bruno Santos

Subjects: Methodology (stat.ME); Applications (stat.AP)

[135] arXiv:2105.03734 [pdf, other]

Title: Modelling Point Referenced Spatial Count Data: A Poisson Process Approach

Diego Morales-Navarrete, Moreno Bevilacqua, Christian Caamaño-Carrillo, Luis M. Castro

Subjects: Methodology (stat.ME)

[136] arXiv:2105.03806 [pdf, other]

Title: The zero-adjusted log-symmetric quantile regression model applied to extramarital affairs data

Danúbia R. Cunha, Jose A. Divino, Helton Saulo

Comments: 14 pages, 5 figures

Subjects: Methodology (stat.ME); Applications (stat.AP)

[137] arXiv:2105.03863 [pdf, other]

Title: Towards Theoretical Understandings of Robust Markov Decision Processes: Sample Complexity and Asymptotics

Wenhao Yang, Liangyu Zhang, Zhihua Zhang

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[138] arXiv:2105.03865 [pdf, other]

Title: Semiparametric Volatility Model with Varying Frequencies

Jetrei Benedick R. Benito, Joseph Ryan G. Lansangan, Erniel B. Barrios

Subjects: Methodology (stat.ME)

[139] arXiv:2105.03948 [pdf, other]

Title: Trustworthiness of statistical inference

David J. Hand

Subjects: Methodology (stat.ME)

[140] arXiv:2105.03993 [pdf, other]

Title: Statistical Assessment of Replicability via Bayesian Model Criticism

Yi Zhao, Xiaoquan Wen

Comments: 45 pages, 9 figures, and 1 table

Subjects: Methodology (stat.ME); Applications (stat.AP)

[141] arXiv:2105.03996 [pdf, other]

Title: Estimating the Local Air Pollution Impacts of Maritime Traffic: A Principled Approach for Observational Data

Léo Zabrocki, Marion Leroutier, Marie-Abèle Bind

Subjects: Applications (stat.AP)

[142] arXiv:2105.04001 [pdf, other]

Title: Bayesian Kernelised Test of (In)dependence with Mixed-type Variables

Alessio Benavoli, Cassio de Campos

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[143] arXiv:2105.04046 [pdf, other]

Title: A likelihood approach to nonparametric estimation of a singular distribution using deep generative models

Minwoo Chae, Dongha Kim, Yongdai Kim, Lizhen Lin

Comments: 42 pages, 13 figures, 1 table

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[144] arXiv:2105.04087 [pdf, other]

Title: Latency Analysis of Consortium Blockchained Federated Learning

Pengcheng Ren, Tongjiang Yan

Subjects: Machine Learning (stat.ML); Distributed, Parallel, and Cluster Computing (cs.DC); Machine Learning (cs.LG)

[145] arXiv:2105.04099 [pdf, other]

Title: Model-Assisted Uniformly Honest Inference for Optimal Treatment Regimes in High Dimension

Yunan Wu, Lan Wang, Haoda Fu

Comments: 196 pages, 1 figure

Subjects: Methodology (stat.ME)

[146] arXiv:2105.04134 [pdf, other]

Title: Bagging cross-validated bandwidth selection in nonparametric regression estimation with applications to large-sized samples

D. Barreiro-Ures, R. Cao, M. Francisco-Fernández

Subjects: Methodology (stat.ME); Statistics Theory (math.ST); Applications (stat.AP); Computation (stat.CO)

[147] arXiv:2105.04211 [pdf, other]

Title: SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data

Maud Lemercier, Cristopher Salvi, Thomas Cass, Edwin V. Bonilla, Theodoros Damoulas, Terry Lyons

Comments: Published at ICML 2021

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)

[148] arXiv:2105.04242 [pdf, other]

Title: T-EMDE: Sketching-based global similarity for cross-modal retrieval

Barbara Rychalska, Mikolaj Wieczorek, Jacek Dabrowski

Comments: 10 pages,5 figures, 4 tables, 1 code snippet

Subjects: Machine Learning (stat.ML); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[149] arXiv:2105.04287 [pdf, other]

Title: Adaptive estimation in symmetric location model under log-concavity constraint

Nilanjana Laha

Comments: In this version, several minor mistakes in the previous version have been corrected. You can find a detailed list of these corrections on the last page of this manuscript. To summarize, fixed algebraic mistake in Theorem 1 proof. Corrected (log n)^2 to (log n)^4 in Lemma B.12. Revised proof of Fact 4 using algebraic inequality (Fact 16)

Subjects: Statistics Theory (math.ST)

[150] arXiv:2105.04290 [pdf, other]

Title: Meta-Cal: Well-controlled Post-hoc Calibration by Ranking

Xingchen Ma, Matthew B. Blaschko

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG)