Annual Review of Statistics and Its Application最新文献

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Statistical Deep Learning for Spatial and Spatiotemporal Data 时空数据的统计深度学习
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-03-09 DOI: 10.1146/annurev-statistics-033021-112628
Christopher K. Wikle, Andrew Zammit-Mangion
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引用次数: 0
High-Dimensional Survival Analysis: Methods and Applications. 高维生存分析:方法与应用。
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-03-01 DOI: 10.1146/annurev-statistics-032921-022127
Stephen Salerno, Yi Li
{"title":"High-Dimensional Survival Analysis: Methods and Applications.","authors":"Stephen Salerno,&nbsp;Yi Li","doi":"10.1146/annurev-statistics-032921-022127","DOIUrl":"https://doi.org/10.1146/annurev-statistics-032921-022127","url":null,"abstract":"<p><p>In the era of precision medicine, time-to-event outcomes such as time to death or progression are routinely collected, along with high-throughput covariates. These high-dimensional data defy classical survival regression models, which are either infeasible to fit or likely to incur low predictability due to over-fitting. To overcome this, recent emphasis has been placed on developing novel approaches for feature selection and survival prognostication. We will review various cutting-edge methods that handle survival outcome data with high-dimensional predictors, highlighting recent innovations in machine learning approaches for survival prediction. We will cover the statistical intuitions and principles behind these methods and conclude with extensions to more complex settings, where competing events are observed. We exemplify these methods with applications to the Boston Lung Cancer Survival Cohort study, one of the largest cancer epidemiology cohorts investigating the complex mechanisms of lung cancer.</p>","PeriodicalId":48855,"journal":{"name":"Annual Review of Statistics and Its Application","volume":"10 1","pages":"25-49"},"PeriodicalIF":7.9,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10038209/pdf/nihms-1836646.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10295345","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Analysis of the Status Quo of Fitness Participation and Its Influencing Factors from the Perspective of Fitness Consumer Satisfaction 健身消费者满意度视角下的健身参与现状及影响因素分析
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-01-01 DOI: 10.12677/sa.2023.124099
灵灵 吴
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引用次数: 0
Impact of High-Speed Railway on the Income Inequality between Urban and Rural 高速铁路对城乡收入不平等的影响
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-01-01 DOI: 10.12677/sa.2023.124110
志强 刘
{"title":"Impact of High-Speed Railway on the Income Inequality between Urban and Rural","authors":"志强 刘","doi":"10.12677/sa.2023.124110","DOIUrl":"https://doi.org/10.12677/sa.2023.124110","url":null,"abstract":"","PeriodicalId":48855,"journal":{"name":"Annual Review of Statistics and Its Application","volume":"36 1","pages":""},"PeriodicalIF":7.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79250685","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}
引用次数: 0
Study on the Interaction Mechanism between Real Estate Price Fluctuation and National Economy in Zhejiang Province—Based on the Input-Output Model under the Two-Class Extension 浙江省房地产价格波动与国民经济互动机制研究——基于两类推广下的投入产出模型
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-01-01 DOI: 10.12677/sa.2023.121024
泽慧 俞
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引用次数: 0
Analysis of the Satisfaction of Livelihood Council in the Process of Common Prosperity—Take Hangzhou as an Example 共同繁荣进程中民生委员会满意度分析——以杭州市为例
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-01-01 DOI: 10.12677/sa.2023.122048
仕雨 李
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引用次数: 0
Visualization Analysis of Research Hotspots and Development Trends of Gas Pipeline 输气管道研究热点与发展趋势可视化分析
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-01-01 DOI: 10.12677/sa.2023.123082
栋超 游
{"title":"Visualization Analysis of Research Hotspots and Development Trends of Gas Pipeline","authors":"栋超 游","doi":"10.12677/sa.2023.123082","DOIUrl":"https://doi.org/10.12677/sa.2023.123082","url":null,"abstract":"","PeriodicalId":48855,"journal":{"name":"Annual Review of Statistics and Its Application","volume":"1 1","pages":""},"PeriodicalIF":7.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81764622","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}
引用次数: 0
Statistical Analysis of Fertility Anxiety under the Background of Three Children 三孩背景下生育焦虑的统计分析
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-01-01 DOI: 10.12677/sa.2023.121022
心雨 陈
{"title":"Statistical Analysis of Fertility Anxiety under the Background of Three Children","authors":"心雨 陈","doi":"10.12677/sa.2023.121022","DOIUrl":"https://doi.org/10.12677/sa.2023.121022","url":null,"abstract":"","PeriodicalId":48855,"journal":{"name":"Annual Review of Statistics and Its Application","volume":"55 1","pages":""},"PeriodicalIF":7.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85216505","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}
引用次数: 0
Research on the Spatial Relationship between Provincial Financial Development and Digital Economy in China 中国省级金融发展与数字经济的空间关系研究
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-01-01 DOI: 10.12677/sa.2023.124090
灏 汪
{"title":"Research on the Spatial Relationship between Provincial Financial Development and Digital Economy in China","authors":"灏 汪","doi":"10.12677/sa.2023.124090","DOIUrl":"https://doi.org/10.12677/sa.2023.124090","url":null,"abstract":"","PeriodicalId":48855,"journal":{"name":"Annual Review of Statistics and Its Application","volume":"51 1","pages":""},"PeriodicalIF":7.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84494548","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}
引用次数: 0
Bi-Objective Optimization of the Repairable Retrial Queue with N-Policy 具有n策略的可修重审队列的双目标优化
IF 7.9 1区 数学
Annual Review of Statistics and Its Application Pub Date : 2023-01-01 DOI: 10.12677/sa.2023.122036
柳青 何
{"title":"Bi-Objective Optimization of the Repairable Retrial Queue with N-Policy","authors":"柳青 何","doi":"10.12677/sa.2023.122036","DOIUrl":"https://doi.org/10.12677/sa.2023.122036","url":null,"abstract":"","PeriodicalId":48855,"journal":{"name":"Annual Review of Statistics and Its Application","volume":"143 1","pages":""},"PeriodicalIF":7.9,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84626744","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}
引用次数: 0
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