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Profile‐pseudo likelihood methods for community detection of multilayer stochastic block models 多层随机块模型社区检测的轮廓-伪似然方法
IF 1.7 4区 数学
Stat Pub Date : 2023-07-13 DOI: 10.1002/sta4.594
K. Fu, Jian-bo Hu
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引用次数: 0
An integral representation for inverse moments of multivariate random variables 多元随机变量逆矩的积分表示
IF 1.7 4区 数学
Stat Pub Date : 2023-07-12 DOI: 10.1002/sta4.603
D. S. Shibu, M. Irshad, S. Nadarajah
{"title":"An integral representation for inverse moments of multivariate random variables","authors":"D. S. Shibu, M. Irshad, S. Nadarajah","doi":"10.1002/sta4.603","DOIUrl":"https://doi.org/10.1002/sta4.603","url":null,"abstract":"","PeriodicalId":56159,"journal":{"name":"Stat","volume":"44 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2023-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84204308","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Selective pivot logratio coordinates for partial least squares discriminant analysis modelling with applications in metabolomics 偏最小二乘判别分析模型的选择枢轴坐标及其在代谢组学中的应用
IF 1.7 4区 数学
Stat Pub Date : 2023-06-24 DOI: 10.1002/sta4.592
N. Štefelová, J. de Sousa, K. Hron, J. Palarea‐Albaladejo, D. Dobešová, Aleš Kvasnička, D. Friedecký
{"title":"Selective pivot logratio coordinates for partial least squares discriminant analysis modelling with applications in metabolomics","authors":"N. Štefelová, J. de Sousa, K. Hron, J. Palarea‐Albaladejo, D. Dobešová, Aleš Kvasnička, D. Friedecký","doi":"10.1002/sta4.592","DOIUrl":"https://doi.org/10.1002/sta4.592","url":null,"abstract":"","PeriodicalId":56159,"journal":{"name":"Stat","volume":"20 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2023-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87102527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The art of transfer learning: An adaptive and robust pipeline 迁移学习的艺术:一个适应性强的管道
4区 数学
Stat Pub Date : 2023-05-23 DOI: 10.1002/sta4.582
Boxiang Wang, Yunan Wu, Chenglong Ye
{"title":"The art of transfer learning: An adaptive and robust pipeline","authors":"Boxiang Wang, Yunan Wu, Chenglong Ye","doi":"10.1002/sta4.582","DOIUrl":"https://doi.org/10.1002/sta4.582","url":null,"abstract":"Transfer learning is an essential tool for improving the performance of primary tasks by leveraging information from auxiliary data resources. In this work, we propose Adaptive Robust Transfer Learning (ART), a flexible pipeline of performing transfer learning with generic machine learning algorithms. We establish the nonasymptotic learning theory of ART, providing a provable theoretical guarantee for achieving adaptive transfer while preventing negative transfer. Additionally, we introduce an ART‐integrated‐aggregating machine that produces a single final model when multiple candidate algorithms are considered. We demonstrate the promising performance of ART through extensive empirical studies on regression, classification, and sparse learning. We further present a real‐data analysis for a mortality study.","PeriodicalId":56159,"journal":{"name":"Stat","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135181135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spatial Dynamic Panel Models with Missing Data 缺失数据的空间动态面板模型
IF 1.7 4区 数学
Stat Pub Date : 2023-05-11 DOI: 10.1002/sta4.585
Jin Liu, Jing Zhou, Wei Lan, Hansheng Wang
{"title":"Spatial Dynamic Panel Models with Missing Data","authors":"Jin Liu, Jing Zhou, Wei Lan, Hansheng Wang","doi":"10.1002/sta4.585","DOIUrl":"https://doi.org/10.1002/sta4.585","url":null,"abstract":"","PeriodicalId":56159,"journal":{"name":"Stat","volume":"33 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2023-05-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75628830","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Sequential Design for Determining the Quantile Curve in Two‐Factor Sensitivity Tests 确定双因素敏感性试验中分位数曲线的顺序设计
IF 1.7 4区 数学
Stat Pub Date : 2023-05-10 DOI: 10.1002/sta4.584
Yuxia Liu, Yubin Tian, Dianpeng Wang
{"title":"A Sequential Design for Determining the Quantile Curve in Two‐Factor Sensitivity Tests","authors":"Yuxia Liu, Yubin Tian, Dianpeng Wang","doi":"10.1002/sta4.584","DOIUrl":"https://doi.org/10.1002/sta4.584","url":null,"abstract":"","PeriodicalId":56159,"journal":{"name":"Stat","volume":"30 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2023-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75144976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A space‐time model with temporal cyclostationarity for probabilistic forecasting and simulation of solar irradiance data 一个具有时间循环平稳性的时空模型，用于太阳辐照度数据的概率预报和模拟
IF 1.7 4区 数学
Stat Pub Date : 2023-05-08 DOI: 10.1002/sta4.583
Soumya Das, Yasser Alshehri, G. Stenchikov, M. Genton
{"title":"A space‐time model with temporal cyclostationarity for probabilistic forecasting and simulation of solar irradiance data","authors":"Soumya Das, Yasser Alshehri, G. Stenchikov, M. Genton","doi":"10.1002/sta4.583","DOIUrl":"https://doi.org/10.1002/sta4.583","url":null,"abstract":"","PeriodicalId":56159,"journal":{"name":"Stat","volume":"59 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2023-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84623082","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Efficient basis selection for smoothing splines via rotated lattices 通过旋转格子平滑样条的有效基选择
IF 1.7 4区 数学
Stat Pub Date : 2023-05-04 DOI: 10.1002/sta4.581
Huaimin Diao, Mengtong Ai, Yubin Tian, Jun Yu
{"title":"Efficient basis selection for smoothing splines via rotated lattices","authors":"Huaimin Diao, Mengtong Ai, Yubin Tian, Jun Yu","doi":"10.1002/sta4.581","DOIUrl":"https://doi.org/10.1002/sta4.581","url":null,"abstract":"","PeriodicalId":56159,"journal":{"name":"Stat","volume":"1 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2023-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75972474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Discussion on “A note on universal inference” by Drs. Timmy Tse and Anthony Davison 论杨德昌博士的《论普遍推理》。谢霆锋和安东尼·戴维森
IF 1.7 4区 数学
Stat Pub Date : 2023-04-25 DOI: 10.1002/sta4.571
Min‐ge Xie
{"title":"Discussion on “A note on universal inference” by Drs. Timmy Tse and Anthony Davison","authors":"Min‐ge Xie","doi":"10.1002/sta4.571","DOIUrl":"https://doi.org/10.1002/sta4.571","url":null,"abstract":"","PeriodicalId":56159,"journal":{"name":"Stat","volume":"29 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2023-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76586854","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep Variance Gamma Processes 深度方差伽马过程
IF 1.7 4区 数学
Stat Pub Date : 2023-04-25 DOI: 10.1002/sta4.580
Caitlin Berry, W. Kleiber
{"title":"Deep Variance Gamma Processes","authors":"Caitlin Berry, W. Kleiber","doi":"10.1002/sta4.580","DOIUrl":"https://doi.org/10.1002/sta4.580","url":null,"abstract":"","PeriodicalId":56159,"journal":{"name":"Stat","volume":"5 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2023-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88775471","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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