{"title":"Semi-supervised Triply Robust Inductive Transfer Learning","authors":"Tianxi Cai, Mengyan Li, Molei Liu","doi":"10.1080/01621459.2024.2393463","DOIUrl":"https://doi.org/10.1080/01621459.2024.2393463","url":null,"abstract":"In this work, we propose a Semi-supervised Triply Robust Inductive transFer LEarning (STRIFLE) approach, which integrates heterogeneous data from a label-rich source population and a label-scarce t...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"64 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142245504","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Statistical Inference for Networks of High-Dimensional Point Processes","authors":"Xu Wang, Mladen Kolar, Ali Shojaie","doi":"10.1080/01621459.2024.2392907","DOIUrl":"https://doi.org/10.1080/01621459.2024.2392907","url":null,"abstract":"Fueled in part by recent applications in neuroscience, the multivariate Hawkes process has become a popular tool for modeling the network of interactions among high-dimensional point process data. ...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"100 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142101053","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Robust regression with covariate filtering: Heavy tails and adversarial contamination","authors":"Ankit Pensia, Varun Jog, Po-Ling Loh","doi":"10.1080/01621459.2024.2392906","DOIUrl":"https://doi.org/10.1080/01621459.2024.2392906","url":null,"abstract":"We study the problem of linear regression where both covariates and responses are potentially (i) heavy-tailed and (ii) adversarially contaminated. Several computationally efficient estimators have...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"11 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142276072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Natural Gradient Variational Bayes without Fisher Matrix Analytic Calculation and Its Inversion","authors":"A. Godichon-Baggioni, D. Nguyen, M-N. Tran","doi":"10.1080/01621459.2024.2392904","DOIUrl":"https://doi.org/10.1080/01621459.2024.2392904","url":null,"abstract":"This paper introduces a method for efficiently approximating the inverse of the Fisher information matrix, a crucial step in achieving effective variational Bayes inference. A notable aspect of our...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"64 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142235080","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Efficient Multiple Change Point Detection and Localization For High-dimensional Quantile Regression with Heteroscedasticity","authors":"Xianru Wang, Bin Liu, Xinsheng Zhang, Yufeng Liu","doi":"10.1080/01621459.2024.2392903","DOIUrl":"https://doi.org/10.1080/01621459.2024.2392903","url":null,"abstract":"Data heterogeneity is a challenging issue for modern statistical data analysis. There are different types of data heterogeneity in practice. In this paper, we consider potential structural changes ...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"51 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142245505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rupam Bhattacharyya, Nicholas C. Henderson, Veerabhadran Baladandayuthapani
{"title":"Functional Integrative Bayesian Analysis of High-dimensional Multiplatform Clinicogenomic Data","authors":"Rupam Bhattacharyya, Nicholas C. Henderson, Veerabhadran Baladandayuthapani","doi":"10.1080/01621459.2024.2388909","DOIUrl":"https://doi.org/10.1080/01621459.2024.2388909","url":null,"abstract":"Rapid advancements in collection and dissemination of multi-platform molecular and genomics data has resulted in enormous opportunities to aggregate such data in order to understand, prevent, and t...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"96 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141998732","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Parallel sampling of decomposable graphs using Markov chains on junction trees","authors":"Mohamad Elmasri","doi":"10.1080/01621459.2024.2388908","DOIUrl":"https://doi.org/10.1080/01621459.2024.2388908","url":null,"abstract":"Bayesian inference for undirected graphical models is mostly restricted to the class of decomposable graphs, as they enjoy a rich set of properties making them amenable to high-dimensional problems...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"26 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141998698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Optimal Network Membership Estimation under Severe Degree Heterogeneity","authors":"Zheng Tracy Ke, Jingming Wang","doi":"10.1080/01621459.2024.2388903","DOIUrl":"https://doi.org/10.1080/01621459.2024.2388903","url":null,"abstract":"Real networks often have severe degree heterogeneity, with maximum, average, and minimum node degrees differing significantly. This paper examines the impact of degree heterogeneity on statistical ...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"14 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141986515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Biao Cai, Emma Jingfei Zhang, Hongyu Li, Chang Su, Hongyu Zhao
{"title":"Statistical Inference of Cell-type Proportions Estimated from Bulk Expression Data","authors":"Biao Cai, Emma Jingfei Zhang, Hongyu Li, Chang Su, Hongyu Zhao","doi":"10.1080/01621459.2024.2382435","DOIUrl":"https://doi.org/10.1080/01621459.2024.2382435","url":null,"abstract":"There is a growing interest in cell-type-specific analysis from bulk samples with a mixture of different cell types. A critical first step in such analyses is the accurate estimation of cell-type p...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"10 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141764411","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Matrix Completion When Missing Is Not at Random and Its Applications in Causal Panel Data Models*","authors":"Jungjun Choi, Ming Yuan","doi":"10.1080/01621459.2024.2380105","DOIUrl":"https://doi.org/10.1080/01621459.2024.2380105","url":null,"abstract":"This paper develops an inferential framework for matrix completion when missing is not at random and without the requirement of strong signals. Our development is based on the observation that if t...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"47-48 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141730625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}