Statistics

Authors and titles for May 2021

[1] arXiv:2105.00026 [pdf, other]

Title: Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder

Clément Chadebec, Elina Thibeau-Sutre, Ninon Burgos, Stéphanie Allassonnière

Comments: accepted to IEEE transactions on pattern analysis and machine intelligence (TPAMI)

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

[2] arXiv:2105.00031 [pdf, other]

Title: Generalizing the normality: a novel towards different estimation methods for skewed information

Diego C Nascimento, Pedro Luiz Ramos, David Elal-Olivero, Milton Cortes-Araya, Francisco Louzada

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

[3] arXiv:2105.00045 [pdf, other]

Title: Estimation and Selection Properties of the LAD Fused Lasso Signal Approximator

Xiaoli Gao

Subjects: Methodology (stat.ME)

[4] arXiv:2105.00211 [pdf, other]

Title: Autoregressive Hidden Markov Models with partial knowledge on latent space applied to aero-engines prognostics

Pablo Juesas, Emmanuel Ramasso, Sébastien Drujont, Vincent Placet

Journal-ref: European Conference of the PHM Society 2016, selected for extended version in IJPHM

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Applications (stat.AP); Methodology (stat.ME)

[5] arXiv:2105.00224 [pdf, other]

Title: Bayesian Inference of a Dependent Competing Risk Data

Debashis Samanta, Debasis Kundu

Comments: 26 pages 2 figures

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

[6] arXiv:2105.00231 [pdf, other]

Title: Normalization of regressor excitation as a part of dynamic regressor extension and mixing procedure

Anton Glushchenko, Vladislav Petrov, Konstantin Lastochkin

Comments: 13 pages, 3 figures

Subjects: Methodology (stat.ME); Systems and Control (eess.SY)

[7] arXiv:2105.00233 [pdf, other]

Title: Matrix completion based on Gaussian parameterized belief propagation

Koki Okajima, Yoshiyuki Kabashima

Comments: 21 pages, 7 figures

Subjects: Machine Learning (stat.ML); Statistical Mechanics (cond-mat.stat-mech); Machine Learning (cs.LG)

[8] arXiv:2105.00262 [pdf, other]

Title: One-pass Stochastic Gradient Descent in Overparametrized Two-layer Neural Networks

Jiaming Xu, Hanjing Zhu

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

[9] arXiv:2105.00284 [pdf, other]

Title: Local Asymptotic Mixed Normality via Transition Density Approximation and an Application to Ergodic Jump-Diffusion Processes

Teppei Ogihara, Yuma Uehara

Comments: 29 pages

Subjects: Statistics Theory (math.ST)

[10] arXiv:2105.00288 [pdf, other]

Title: Post hoc false discovery proportion inference under a Hidden Markov Model

Marie Perrot-Dockès, Gilles Blanchard, Pierre Neuvial, Etienne Roquain

Subjects: Methodology (stat.ME)

[11] arXiv:2105.00351 [pdf, other]

Title: Lattice Paths for Persistent Diagrams

Moo K. Chung, Hernando Ombao

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Biomolecules (q-bio.BM)

[12] arXiv:2105.00364 [pdf, other]

Title: A simple consistent Bayes factor for testing the Kendall rank correlation coefficient

Shen Zhang, Keying Ye, Min Wang

Comments: 21 pages, 6 figures and 1 table

Journal-ref: Journal of Statistical Computation and Simulation, 2022

Subjects: Methodology (stat.ME)

[13] arXiv:2105.00393 [pdf, other]

Title: Directional FDR Control for Sub-Gaussian Sparse GLMs

Chang Cui, Jinzhu Jia, Yijun Xiao, Huiming Zhang

Comments: 37 pages

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

[14] arXiv:2105.00416 [pdf, other]

Title: Selective Inference in Propensity Score Analysis

Yoshiyuki Ninomiya, Yuta Umezu, Ichiro Takeuchi

Comments: 32 pages, 2 figures, 5 tables

Subjects: Methodology (stat.ME)

[15] arXiv:2105.00455 [pdf, other]

Title: Synthesized Difference in Differences

Eric V. Strobl, Thomas A. Lasko

Comments: Accepted to ACM BCB 2021

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

[16] arXiv:2105.00482 [pdf, other]

Title: Zero-inflated generalized extreme value regression model for binary data and application in health study

Aba Diop, El Hadji Deme, Aliou Diop

Subjects: Methodology (stat.ME)

[17] arXiv:2105.00483 [pdf, other]

Title: Asymptotic properties in the Probit-Zero-inflated Binomial regression model

Aba Diop, Demba Bocar Ba, Fatimata Lo

Subjects: Statistics Theory (math.ST)

[18] arXiv:2105.00488 [pdf, other]

Title: Bayesian structure learning and sampling of Bayesian networks with the R package BiDAG

Polina Suter, Jack Kuipers, Giusi Moffa, Niko Beerenwinkel

Subjects: Computation (stat.CO); Machine Learning (stat.ML)

[19] arXiv:2105.00489 [pdf, other]

Title: Parametric bootstrapping in a generalized extreme value regression model for binary response

Aba Diop, El Hadji Deme

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

[20] arXiv:2105.00504 [pdf, other]

Title: Variable selection for longitudinal survey data

Laura Dumitrescu, Wei Qian, J. N. K. Rao

Subjects: Statistics Theory (math.ST)

[21] arXiv:2105.00520 [pdf, other]

Title: Sampling by Divergence Minimization

Ameer Dharamshi, Vivian Ngo, Jeffrey S. Rosenthal

Comments: 33 pages, 12 figures

Subjects: Computation (stat.CO)

[22] arXiv:2105.00553 [pdf, other]

Title: Towards Improving the Predictive Capability of Computer Simulations by Integrating Inverse Uncertainty Quantification and Quantitative Validation with Bayesian Hypothesis Testing

Ziyu Xie, Farah Alsafadi, Xu Wu

Comments: 29 pages, 11 figures

Subjects: Computation (stat.CO)

[23] arXiv:2105.00581 [pdf, other]

Title: Robust Sample Weighting to Facilitate Individualized Treatment Rule Learning for a Target Population

Rui Chen, Jared D. Huling, Guanhua Chen, Menggang Yu

Comments: Biometrika, in press

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

[24] arXiv:2105.00600 [pdf, other]

Title: A Bayesian Method for Estimating Uncertainty in Excavated Material

Mehala Balamurali

Comments: Uncertainty in the excavated material, Gaussian Mixture Model, Moment matching, Uncertainty tracking, 17 pages, 11 Figures

Subjects: Applications (stat.AP); Computational Engineering, Finance, and Science (cs.CE)

[25] arXiv:2105.00672 [pdf, other]

Title: Misuse of the sign test in narrative synthesis of evidence

Stavros Nikolakopoulos

Comments: 6 pages, 1 figure

Journal-ref: Res Synth Methods 2020 Sep;11(5):714-719

Subjects: Methodology (stat.ME)

[26] arXiv:2105.00700 [pdf, other]

Title: Analysis of zero inflated dichotomous variables from a Bayesian perspective: Application to occupational health

David Moriña, Pedro Puig, Albert Navarro

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

[27] arXiv:2105.00724 [pdf, other]

Title: Ordinal Pattern Dependence in the Context of Long-Range Dependence

Ines Nüßgen, Alexander Schnurr

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

[28] arXiv:2105.00773 [pdf, other]

Title: Approximate Bayesian Computation for an Explicit-Duration Hidden Markov Model of COVID-19 Hospital Trajectories

Gian Marco Visani, Alexandra Hope Lee, Cuong Nguyen, David M. Kent, John B. Wong, Joshua T. Cohen, Michael C. Hughes

Comments: To appear in the Proceedings of the Machine Learning for Healthcare (MLHC) conference, 2021. 20 pages, 7 figures and 1 table. 26 additional pages of supplementary material

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

[29] arXiv:2105.00833 [pdf, other]

Title: Bayesian tests of symmetry for the generalized von Mises distribution

Sara Salvador, Riccardo Gatto

Comments: 25 pages, 17 figures

Subjects: Statistics Theory (math.ST)

[30] arXiv:2105.00860 [pdf, other]

Title: Ridge Regularized Estimation of VAR Models for Inference

Giovanni Ballarin

Comments: Included discussion of cross-validation

Subjects: Methodology (stat.ME)

[31] arXiv:2105.00890 [pdf, other]

Title: Estimation of underreporting in Brazilian tuberculosis data, 2012-2014

Guilherme Lopes de Oliveira, Rosangela Helena Loschi

Comments: 12 pages, 1 figure, 1 table

Subjects: Applications (stat.AP)

[32] arXiv:2105.00918 [pdf, other]

Title: Explanation of multicollinearity using the decomposition theorem of ordinary linear regression models

Xingguo Wu

Subjects: Methodology (stat.ME)

[33] arXiv:2105.00946 [pdf, other]

Title: A nonparametric instrumental approach to endogeneity in competing risks models

Jad Beyhum, Jean-Pierre Florens, Ingrid Van Keilegom

Subjects: Methodology (stat.ME); Econometrics (econ.EM); Statistics Theory (math.ST); Quantitative Methods (q-bio.QM)

[34] arXiv:2105.00953 [pdf, other]

Title: Model Averaging Estimation for Partially Linear Functional Score Models

Shishi Liu, Hao Zhang, Jingxiao Zhang

Subjects: Methodology (stat.ME)

[35] arXiv:2105.00966 [pdf, other]

Title: Model Averaging by Cross-validation for Partially Linear Functional Additive Models

Shishi Liu, Jingxiao Zhang

Subjects: Methodology (stat.ME)

[36] arXiv:2105.00987 [pdf, other]

Title: Spectral clustering under degree heterogeneity: a case for the random walk Laplacian

Alexander Modell, Patrick Rubin-Delanchy

Comments: 22 pages, 10 figures

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

[37] arXiv:2105.01029 [pdf, other]

Title: Initialization and Regularization of Factorized Neural Layers

Mikhail Khodak, Neil Tenenholtz, Lester Mackey, Nicolò Fusi

Comments: ICLR 2021 camera-ready, amended due to error pointed out in arXiv:2209.13569v1 (amendment shown in blue)

Subjects: Machine Learning (stat.ML); Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[38] arXiv:2105.01039 [pdf, other]

Title: A Metropolized adaptive subspace algorithm for high-dimensional Bayesian variable selection

Christian Staerk, Maria Kateri, Ioannis Ntzoufras

Journal-ref: Bayesian Analysis. Advance Publication 1 - 31, 2022

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

[39] arXiv:2105.01098 [pdf, other]

Title: A flexible forecasting model for production systems

Reza Hosseini, Kaixu Yang, Albert Chen, Sayan Patra

Subjects: Methodology (stat.ME)

[40] arXiv:2105.01124 [pdf, other]

Title: Combining Broad and Narrow Case Definitions in Matched Case-Control Studies: Firearms in the Home and Suicide Risk

Ting Ye, Kan Chen, Dylan S. Small

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

[41] arXiv:2105.01136 [pdf, other]

Title: Learning Good State and Action Representations via Tensor Decomposition

Chengzhuo Ni, Yaqi Duan, Munther Dahleh, Anru Zhang, Mengdi Wang

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

[42] arXiv:2105.01152 [pdf, other]

Title: What can the millions of random treatments in nonexperimental data reveal about causes?

Andre F. Ribeiro, Frank Neffke, Ricardo Hausmann

Subjects: Methodology (stat.ME); Artificial Intelligence (cs.AI)

[43] arXiv:2105.01157 [pdf, other]

Title: Efficient Integration of Aggregate Data and Individual Patient Data in One-Way Mixed Models

Neha Agarwala, Junyong Park, Anindya Roy

Comments: 22 pages, 4 figures

Subjects: Methodology (stat.ME)

[44] arXiv:2105.01184 [pdf, other]

Title: Reconciling design-based and model-based causal inferences for split-plot experiments

Anqi Zhao, Peng Ding

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

[45] arXiv:2105.01187 [pdf, other]

Title: Proximal Learning for Individualized Treatment Regimes Under Unmeasured Confounding

Zhengling Qi, Rui Miao, Xiaoke Zhang

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

[46] arXiv:2105.01226 [pdf, other]

Title: Modelling age-related changes in executive functions of soccer players

Vincent Chin, Adam Beavan, Job Fransen, Jan Mayer, Robert Kohn, Louise M. Ryan, Scott A. Sisson

Subjects: Applications (stat.AP)

[47] arXiv:2105.01264 [pdf, other]

Title: Surrogate Assisted Semi-supervised Inference for High Dimensional Risk Prediction

Jue Hou, Zijian Guo, Tianxi Cai

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

[48] arXiv:2105.01278 [pdf, other]

Title: Nonparametric Quantile Regression for Homogeneity Pursuit in Panel Data Models

Xiaoyu Zhang, Di Wang, Heng Lian, Guodong Li

Comments: To appear at the Journal of Business & Economic Statistics

Subjects: Methodology (stat.ME)

[49] arXiv:2105.01322 [pdf, other]

Title: Semiparametric Spatiotemporal Model with Mixed Frequencies

Vladimir A. Malabanan, Joseph Ryan G. Lansangan, Erniel B. Barrios

Subjects: Methodology (stat.ME)

[50] arXiv:2105.01330 [pdf, other]

Title: Reflection on modern methods: a note on variance estimation when using inverse probability weighting to handle attrition in cohort studies

Marie-Astrid Metten (Irset), Nathalie Costet (Irset), J.-F. Viel, Guillaume Chauvet (IRMAR)

Subjects: Applications (stat.AP)