Statistics Theory

Authors and titles for recent submissions

• Tue, 26 Nov 2024
• Mon, 25 Nov 2024
• Fri, 22 Nov 2024
• Thu, 21 Nov 2024
• Wed, 20 Nov 2024

See today's new changes

Tue, 26 Nov 2024 (continued, showing last 15 of 18 entries )

[4] arXiv:2411.15660 [pdf, other]

Title: Federated PCA and Estimation for Spiked Covariance Matrices: Optimal Rates and Efficient Algorithm

Jingyang Li, T. Tony Cai, Dong Xia, Anru R. Zhang

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

[5] arXiv:2411.15627 [pdf, html, other]

Title: Community detection for binary graphical models in high dimension

Julien Chevallier, Guilherme Ost

Subjects: Statistics Theory (math.ST)

[6] arXiv:2411.15454 [pdf, html, other]

Title: Extremal bounds for Gaussian trace estimation

Eric Hallman

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

[7] arXiv:2411.15306 [pdf, html, other]

Title: Heavy-tailed Contamination is Easier than Adversarial Contamination

Yeshwanth Cherapanamjeri, Daniel Lee

Subjects: Statistics Theory (math.ST); Data Structures and Algorithms (cs.DS); Machine Learning (cs.LG); Methodology (stat.ME); Machine Learning (stat.ML)

[8] arXiv:2411.16315 (cross-list from cs.LG) [pdf, html, other]

Title: Local Learning for Covariate Selection in Nonparametric Causal Effect Estimation with Latent Variables

Zheng Li, Feng Xie, Yan Zeng, Zhi Geng

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

[9] arXiv:2411.16220 (cross-list from stat.ME) [pdf, html, other]

Title: On the achievability of efficiency bounds for covariate-adjusted response-adaptive randomization

Jiahui Xin, Wei Ma

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

[10] arXiv:2411.15945 (cross-list from cs.LG) [pdf, html, other]

Title: Understanding Machine Learning Paradigms through the Lens of Statistical Thermodynamics: A tutorial

Star (Xinxin)Liu

Comments: 19 pages

Subjects: Machine Learning (cs.LG); Materials Science (cond-mat.mtrl-sci); Statistics Theory (math.ST); Chemical Physics (physics.chem-ph)

[11] arXiv:2411.15908 (cross-list from stat.ME) [pdf, html, other]

Title: Selective Inference for Time-Varying Effect Moderation

Soham Bakshi, Walter Dempsey, Snigdha Panigrahi

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

[12] arXiv:2411.15881 (cross-list from math.PR) [pdf, html, other]

Title: Stable Approximation for Call Function Via Stein's method

Peng Chen, Tianyi Qi, Ting Zhang

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

[13] arXiv:2411.15691 (cross-list from stat.ME) [pdf, other]

Title: Data integration using covariate summaries from external sources

Facheng Yu, Yuqian Zhang

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

[14] arXiv:2411.15669 (cross-list from cs.DS) [pdf, html, other]

Title: Implicit High-Order Moment Tensor Estimation and Learning Latent Variable Models

Ilias Diakonikolas, Daniel M. Kane

Comments: Abstract shortened due to arxiv requirements

Subjects: Data Structures and Algorithms (cs.DS); Machine Learning (cs.LG); Statistics Theory (math.ST); Machine Learning (stat.ML)

[15] arXiv:2411.15635 (cross-list from math-ph) [pdf, html, other]

Title: Computing marginal eigenvalue distributions for the Gaussian and Laguerre orthogonal ensembles

Peter J. Forrester, Santosh Kumar, Bo-Jian Shen

Comments: 25 pages, 2 figures, 5 ancillary Mathematica files

Subjects: Mathematical Physics (math-ph); Statistics Theory (math.ST)

[16] arXiv:2411.15625 (cross-list from stat.ME) [pdf, html, other]

Title: Canonical Correlation Analysis: review

Anna Bykhovskaya, Vadim Gorin

Comments: 70 pages, 10 figures

Subjects: Methodology (stat.ME); Econometrics (econ.EM); Probability (math.PR); Statistics Theory (math.ST)

[17] arXiv:2411.15385 (cross-list from cs.LG) [pdf, html, other]

Title: Gradient dynamics for low-rank fine-tuning beyond kernels

Arif Kerem Dayi, Sitan Chen

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

[18] arXiv:2411.15292 (cross-list from cs.LG) [pdf, html, other]

Title: Influence functions and regularity tangents for efficient active learning

Frederik Eaton

Comments: 33 pages, 4 figures

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

Mon, 25 Nov 2024 (showing 3 of 3 entries )

[19] arXiv:2411.14899 [pdf, other]

Title: A note on the geodesic normal distribution on the sphere

José E. Chacón, Andrea Meilán-Vila

Comments: 8 pages, 3 figures

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

[20] arXiv:2411.15095 (cross-list from stat.ML) [pdf, html, other]

Title: Dimension-independent rates for structured neural density estimation

Robert A. Vandermeulen, Wai Ming Tai, Bryon Aragam

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

[21] arXiv:2411.14875 (cross-list from stat.ML) [pdf, html, other]

Title: Iterative Reweighted Framework Based Algorithms for Sparse Linear Regression with Generalized Elastic Net Penalty

Yanyun Ding, Zhenghua Yao, Peili Li, Yunhai Xiao

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

Fri, 22 Nov 2024 (showing 11 of 11 entries )

[22] arXiv:2411.14080 [pdf, html, other]

Title: Tensors in algebraic statistics

Marta Casanellas, Luis Sierra, Piotr Zwiernik

Comments: Overview paper

Subjects: Statistics Theory (math.ST); Algebraic Geometry (math.AG); History and Overview (math.HO)

[23] arXiv:2411.13974 [pdf, other]

Title: Distributional regression: CRPS-error bounds for model fitting, model selection and convex aggregation

Clément Dombry (LMB), Ahmed Zaoui (LMB)

Journal-ref: 38th Conference on Neural Information Processing Systems (NeurIPS 2024), Dec 2024, Vancoucer, Canada

Subjects: Statistics Theory (math.ST)

[24] arXiv:2411.13939 [pdf, html, other]

Title: Filtering and Statistical Properties of Unimodal Maps Perturbed by Heteroscedastic Noises

Fabrizio Lillo, Stefano Marmi, Matteo Tanzi, Sandro Vaienti

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

[25] arXiv:2411.13763 [pdf, html, other]

Title: Active Subsampling for Measurement-Constrained M-Estimation of Individualized Thresholds with High-Dimensional Data

Jingyi Duan, Yang Ning

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

[26] arXiv:2411.13567 [pdf, html, other]

Title: Why the p-norms $p{=}1$, $p{=}2$ and $p{=}\infty$ are so special? An answer based on spatial uniformity

Carlos Pinzón

Subjects: Statistics Theory (math.ST); Cryptography and Security (cs.CR); Numerical Analysis (math.NA)

[27] arXiv:2411.14288 (cross-list from cs.LG) [pdf, html, other]

Title: On the Sample Complexity of One Hidden Layer Networks with Equivariance, Locality and Weight Sharing

Arash Behboodi, Gabriele Cesa

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

[28] arXiv:2411.14285 (cross-list from stat.ME) [pdf, html, other]

Title: Stochastic interventions, sensitivity analysis, and optimal transport

Alexander W. Levis, Edward H. Kennedy, Alec McClean, Sivaraman Balakrishnan, Larry Wasserman

Comments: 37 pages, 1 figure

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

[29] arXiv:2411.14185 (cross-list from stat.ME) [pdf, html, other]

Title: A note on numerical evaluation of conditional Akaike information for nonlinear mixed-effects models

Nan Zheng, Noel Cadigan, James T. Thorson

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

[30] arXiv:2411.13868 (cross-list from cs.LG) [pdf, html, other]

Title: Robust Detection of Watermarks for Large Language Models Under Human Edits

Xiang Li, Feng Ruan, Huiyuan Wang, Qi Long, Weijie J. Su

Subjects: Machine Learning (cs.LG); Computation and Language (cs.CL); Statistics Theory (math.ST); Methodology (stat.ME); Machine Learning (stat.ML)

[31] arXiv:2411.13764 (cross-list from stat.ME) [pdf, html, other]

Title: Selective inference is easier with p-values

Anav Sood

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

[32] arXiv:2411.13606 (cross-list from cond-mat.stat-mech) [pdf, html, other]

Title: The stabilizing role of multiplicative noise in non-confining potentials

Ewan T. Phillips, Benjamin Lindner, Holger Kantz

Comments: 14 pages, 8 figures

Subjects: Statistical Mechanics (cond-mat.stat-mech); Mathematical Physics (math-ph); Statistics Theory (math.ST); Adaptation and Self-Organizing Systems (nlin.AO)

Thu, 21 Nov 2024 (showing 9 of 9 entries )

[33] arXiv:2411.13199 [pdf, html, other]

Title: Sharp Bounds for Multiple Models in Matrix Completion

Dali Liu, Haolei Weng

Comments: 35 pages. Several typos have been corrected. All comments are warmly welcomed

Subjects: Statistics Theory (math.ST)

[34] arXiv:2411.13080 [pdf, html, other]

Title: Distribution-free Measures of Association based on Optimal Transport

Nabarun Deb, Promit Ghosal, Bodhisattva Sen

Comments: 24 pages. To appear in the Indian J. Pure Appl. Math, special issue in honor of Prof. K. R. Parthasarathy. arXiv admin note: text overlap with arXiv:2010.01768

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

[35] arXiv:2411.12936 [pdf, html, other]

Title: Statistical inference for mean-field queueing systems

Ioannis Lambadaris, Ahmed Sid-Ali, Wei Sun, Yiqiang Q. Zhao

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

[36] arXiv:2411.12840 [pdf, other]

Title: The Aldous--Hoover Theorem in Categorical Probability

Leihao Chen, Tobias Fritz, Tomáš Gonda, Andreas Klingler, Antonio Lorenzin

Comments: 39 pages

Subjects: Statistics Theory (math.ST); Logic in Computer Science (cs.LO); Category Theory (math.CT); Probability (math.PR)

[37] arXiv:2411.13462 (cross-list from cs.DS) [pdf, html, other]

Title: Sampling and Integration of Logconcave Functions by Algorithmic Diffusion

Yunbum Kook, Santosh S. Vempala

Comments: 60 pages, 1 figure

Subjects: Data Structures and Algorithms (cs.DS); Machine Learning (cs.LG); Statistics Theory (math.ST); Machine Learning (stat.ML)

[38] arXiv:2411.13392 (cross-list from math.AG) [pdf, html, other]

Title: Classification of real hyperplane singularities by real log canonical thresholds

Dimitra Kosta, Daniel Windisch

Subjects: Algebraic Geometry (math.AG); Commutative Algebra (math.AC); Statistics Theory (math.ST)

[39] arXiv:2411.12965 (cross-list from stat.ML) [pdf, html, other]

Title: On adaptivity and minimax optimality of two-sided nearest neighbors

Tathagata Sadhukhan, Manit Paul, Raaz Dwivedi

Comments: 29 pages, 7 figures

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

[40] arXiv:2411.12786 (cross-list from stat.ML) [pdf, html, other]

Title: Off-policy estimation with adaptively collected data: the power of online learning

Jeonghwan Lee, Cong Ma

Comments: 37 pages. Accepted to the 38th Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, British Columbia, Canada

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

[41] arXiv:2401.07876 (cross-list from math.PR) [pdf, other]

Title: Characterization of the asymptotic behavior of $U$-statistics on row-column exchangeable matrices

Tâm Le Minh

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

Wed, 20 Nov 2024 (showing 10 of 10 entries )

[42] arXiv:2411.12673 [pdf, html, other]

Title: Testing parametric models for the angular measure for bivariate extremes

Stéphane Lhaut, Johan Segers

Comments: 50 pages, 9 figures

Subjects: Statistics Theory (math.ST)

[43] arXiv:2411.12532 [pdf, html, other]

Title: Towards a theory for testing statistical hypothesis: Multivariate mean with nuisance covariance matrix

Ming-Tien Tsai

Comments: arXiv admin note: substantial text overlap with arXiv:1710.06573

Subjects: Statistics Theory (math.ST)

[44] arXiv:2411.12366 [pdf, other]

Title: Different PCA approaches for vector functional time series with applications to resistive switching processes

C. Acal, A.M. Aguilera, F.J. Alonso, J.E. Ruiz-Castro, J.B. Roldán

Journal-ref: Mathematics and Computers in Simulation, Volume 223, 2024, 288-298

Subjects: Statistics Theory (math.ST)

[45] arXiv:2411.12119 [pdf, html, other]

Title: Asymptotics in Multiple Hypotheses Testing under Dependence: beyond Normality

Monitirtha Dey

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

[46] arXiv:2411.12623 (cross-list from math.PR) [pdf, html, other]

Title: Random signed measures

Riccardo Passeggeri

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

[47] arXiv:2411.12578 (cross-list from stat.ME) [pdf, html, other]

Title: Robust Inference for High-dimensional Linear Models with Heavy-tailed Errors via Partial Gini Covariance

Yilin Zhang, Songshan Yang, Yunan Wu, Lan Wang

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

[48] arXiv:2411.12512 (cross-list from cs.CC) [pdf, html, other]

Title: Near-Optimal Time-Sparsity Trade-Offs for Solving Noisy Linear Equations

Kiril Bangachev, Guy Bresler, Stefan Tiegel, Vinod Vaikuntanathan

Comments: Abstract shortened to match arXiv requirements

Subjects: Computational Complexity (cs.CC); Cryptography and Security (cs.CR); Discrete Mathematics (cs.DM); Statistics Theory (math.ST)

[49] arXiv:2411.12127 (cross-list from cs.LG) [pdf, html, other]

Title: Fine-Grained Uncertainty Quantification via Collisions

Jesse Friedbaum, Sudarshan Adiga, Ravi Tandon

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

[50] arXiv:2411.12068 (cross-list from stat.ML) [pdf, html, other]

Title: The Statistical Accuracy of Neural Posterior and Likelihood Estimation

David T. Frazier, Ryan Kelly, Christopher Drovandi, David J. Warne

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

[51] arXiv:2411.12029 (cross-list from stat.ML) [pdf, html, other]

Title: On the Efficiency of ERM in Feature Learning

Ayoub El Hanchi, Chris J. Maddison, Murat A. Erdogdu

Comments: 23 pages, 0 figures

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