{"title":"Mediation analysis with the mediator and outcome missing not at random","authors":"Shuozhi Zuo, Debashis Ghosh, Peng Ding, Fan Yang","doi":"10.1080/01621459.2024.2359132","DOIUrl":"https://doi.org/10.1080/01621459.2024.2359132","url":null,"abstract":"Mediation analysis is widely used for investigating direct and indirect causal pathways through which an effect arises. However, many mediation analysis studies are challenged by missingness in the...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"53 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141319976","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":"Population-level Balance in Signed Networks","authors":"Weijing Tang, Ji Zhu","doi":"10.1080/01621459.2024.2356894","DOIUrl":"https://doi.org/10.1080/01621459.2024.2356894","url":null,"abstract":"Statistical network models are useful for understanding the underlying formation mechanism and characteristics of complex networks. However, statistical models for signed networks have been largely...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"17 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141304493","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":"Doubly Robust Augmented Model Accuracy Transfer Inference with High Dimensional Features","authors":"Doudou Zhou, Molei Liu, Mengyan Li, Tianxi Cai","doi":"10.1080/01621459.2024.2356291","DOIUrl":"https://doi.org/10.1080/01621459.2024.2356291","url":null,"abstract":"Transfer learning is crucial for training models that generalize to unlabeled target populations using labeled source data, especially in real-world studies where label scarcity and covariate shift...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"2 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141319851","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":"Joint tensor modeling of single cell 3D genome and epigenetic data with Muscle","authors":"Kwangmoon Park, Sündüz Keleş","doi":"10.1080/01621459.2024.2358557","DOIUrl":"https://doi.org/10.1080/01621459.2024.2358557","url":null,"abstract":"Emerging single cell technologies that simultaneously capture long-range interactions of genomic loci together with their DNA methylation levels are advancing our understanding of three-dimensional...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"28 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141304495","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":"Rational Kriging","authors":"V. Roshan Joseph","doi":"10.1080/01621459.2024.2356296","DOIUrl":"https://doi.org/10.1080/01621459.2024.2356296","url":null,"abstract":"This article proposes a new kriging that has a rational form. It is shown that the generalized least squares estimator of the mean from rational kriging is much more well behaved than that of ordin...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"4 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141308977","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":"Neural networks for geospatial data","authors":"Wentao Zhan, Abhirup Datta","doi":"10.1080/01621459.2024.2356293","DOIUrl":"https://doi.org/10.1080/01621459.2024.2356293","url":null,"abstract":"Abstract–Analysis of geospatial data has traditionally been model-based, with a mean model, customarily specified as a linear regression on the covariates, and a Gaussian process covariance model, ...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"123 4 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141304494","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":"Tests for large-dimensional shape matrices via Tyler’s M estimators","authors":"Runze Li, Weiming Li, Qinwen Wang","doi":"10.1080/01621459.2024.2350573","DOIUrl":"https://doi.org/10.1080/01621459.2024.2350573","url":null,"abstract":"Tyler’s M estimator, as a robust alternative to the sample covariance matrix, has been widely applied in robust statistics. However, classical theory on Tyler’s M estimator is mainly developed in t...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"13 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140845366","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":"Controlled Discovery and Localization of Signals via Bayesian Linear Programming","authors":"Asher Spector, Lucas Janson","doi":"10.1080/01621459.2024.2347667","DOIUrl":"https://doi.org/10.1080/01621459.2024.2347667","url":null,"abstract":"Scientists often must simultaneously localize and discover signals. For instance, in genetic fine-mapping, high correlations between nearby genetic variants make it hard to identify the exact locat...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"6 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140648953","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":"Estimating trans-ancestry genetic correlation with unbalanced data resources","authors":"Bingxin Zhao, Xiaochen Yang, Hongtu Zhu","doi":"10.1080/01621459.2024.2344703","DOIUrl":"https://doi.org/10.1080/01621459.2024.2344703","url":null,"abstract":"The aim of this paper is to propose a novel method for estimating trans-ancestry genetic correlations in genome-wide association studies (GWAS) using genetically-predicted observations. These corre...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"76 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140620558","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}
Xu Zhang, Catherine C. Liu, Jianhua Guo, K. C. Yuen, A. H. Welsh
{"title":"Modeling and Learning on High-Dimensional Matrix-Variate Sequences","authors":"Xu Zhang, Catherine C. Liu, Jianhua Guo, K. C. Yuen, A. H. Welsh","doi":"10.1080/01621459.2024.2344687","DOIUrl":"https://doi.org/10.1080/01621459.2024.2344687","url":null,"abstract":"We propose a new matrix factor model, named RaDFaM, which is strictly derived based on the general rank decomposition and assumes a structure of a high-dimensional vector factor model for each basi...","PeriodicalId":17227,"journal":{"name":"Journal of the American Statistical Association","volume":"33 1","pages":""},"PeriodicalIF":3.7,"publicationDate":"2024-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140620560","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}