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Coefficients of Determination for Mixed-Effects Models. 混合效应模型的决定系数。
IF 1.1 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-12-01 Epub Date: 2022-08-11 DOI: 10.1007/s13253-022-00507-0
Dabao Zhang
{"title":"Coefficients of Determination for Mixed-Effects Models.","authors":"Dabao Zhang","doi":"10.1007/s13253-022-00507-0","DOIUrl":"10.1007/s13253-022-00507-0","url":null,"abstract":"<p><p>The coefficient of determination is well defined for linear models and its extension is long wanted for mixed-effects models in agricultural, biological, and ecological research. We revisit its extension to define measures for proportions of variation explained by the whole model, fixed effects only, and random effects only. We propose to calculate unexplained variations conditional on individual random and/or fixed effects so as to keep individual heterogeneity brought by available predictors. While naturally defined for linear mixed models, these measures can be defined for a generalized linear mixed model using a distance measured along its variance function, accounting for its heteroscedasticity. We demonstrate the promising performance and utility of our proposed methods via simulation studies as well as applications to real data sets in agricultural and ecological studies.</p>","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"84 1","pages":"674-689"},"PeriodicalIF":1.1,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13268369/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83829089","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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: 0
Spatiotemporal Exposure Prediction with Penalized Regression 基于惩罚回归的时空暴露预测
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-11-17 DOI: 10.1007/s13253-022-00523-0
Nathan A. Ryder, Joshua P. Keller
{"title":"Spatiotemporal Exposure Prediction with Penalized Regression","authors":"Nathan A. Ryder, Joshua P. Keller","doi":"10.1007/s13253-022-00523-0","DOIUrl":"https://doi.org/10.1007/s13253-022-00523-0","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"5 1","pages":"260 - 278"},"PeriodicalIF":1.4,"publicationDate":"2022-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82199917","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
Modeling Community Dynamics Through Environmental Effects, Species Interactions and Movement 通过环境影响、物种相互作用和运动建模群落动态
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-11-07 DOI: 10.1007/s13253-022-00520-3
Becky Tang, J. Clark, P. Marra, A. Gelfand
{"title":"Modeling Community Dynamics Through Environmental Effects, Species Interactions and Movement","authors":"Becky Tang, J. Clark, P. Marra, A. Gelfand","doi":"10.1007/s13253-022-00520-3","DOIUrl":"https://doi.org/10.1007/s13253-022-00520-3","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"73 3 1","pages":"178 - 195"},"PeriodicalIF":1.4,"publicationDate":"2022-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83350629","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: 2
Review of Handbook of Graphs and Networks in People Analytics: With Examples in R and Python by Keith McNulty 回顾《人际分析中的图和网络手册:用R和Python举例》，作者:Keith McNulty
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-11-03 DOI: 10.1007/s13253-022-00521-2
Sa Ren
{"title":"Review of Handbook of Graphs and Networks in People Analytics: With Examples in R and Python by Keith McNulty","authors":"Sa Ren","doi":"10.1007/s13253-022-00521-2","DOIUrl":"https://doi.org/10.1007/s13253-022-00521-2","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"21 1","pages":"375 - 376"},"PeriodicalIF":1.4,"publicationDate":"2022-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89930443","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
Spatiotemporal Event Studies for Environmental Data Under Cross-Sectional Dependence: An Application to Air Quality Assessment in Lombardy 横断面依赖下环境数据时空事件研究:在伦巴第地区空气质量评价中的应用
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-10-24 DOI: 10.1007/s13253-023-00564-z
Paolo Maranzano, M. Pelagatti
{"title":"Spatiotemporal Event Studies for Environmental Data Under Cross-Sectional Dependence: An Application to Air Quality Assessment in Lombardy","authors":"Paolo Maranzano, M. Pelagatti","doi":"10.1007/s13253-023-00564-z","DOIUrl":"https://doi.org/10.1007/s13253-023-00564-z","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"1 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2022-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86175588","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: 1
Model-Based Clustering of Trends and Cycles of Nitrate Concentrations in Rivers Across France 基于模型的法国河流硝酸盐浓度趋势和循环聚类
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-09-01 DOI: 10.1007/s13253-022-00513-2
M. Heiner, Matthew J. Heaton, Benjamin W. Abbott, P. White, C. Minaudo, R. Dupas
{"title":"Model-Based Clustering of Trends and Cycles of Nitrate Concentrations in Rivers Across France","authors":"M. Heiner, Matthew J. Heaton, Benjamin W. Abbott, P. White, C. Minaudo, R. Dupas","doi":"10.1007/s13253-022-00513-2","DOIUrl":"https://doi.org/10.1007/s13253-022-00513-2","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"7 1","pages":"74 - 98"},"PeriodicalIF":1.4,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79743559","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: 2
A Spatial Logistic Regression Model Based on a Valid Skew-Gaussian Latent Field 基于有效偏高斯隐场的空间逻辑回归模型
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-09-01 DOI: 10.1007/s13253-022-00512-3
V. Tadayon, M. M. Saber
{"title":"A Spatial Logistic Regression Model Based on a Valid Skew-Gaussian Latent Field","authors":"V. Tadayon, M. M. Saber","doi":"10.1007/s13253-022-00512-3","DOIUrl":"https://doi.org/10.1007/s13253-022-00512-3","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"99 1","pages":"59 - 73"},"PeriodicalIF":1.4,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77156088","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
On Information About Covariance Parameters in Gaussian Matérn Random Fields 高斯矩阵随机场中有关协方差参数的信息
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-08-25 DOI: 10.1007/s13253-022-00510-5
V. De Oliveira, Zifei Han
{"title":"On Information About Covariance Parameters in Gaussian Matérn Random Fields","authors":"V. De Oliveira, Zifei Han","doi":"10.1007/s13253-022-00510-5","DOIUrl":"https://doi.org/10.1007/s13253-022-00510-5","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"22 1","pages":"690 - 712"},"PeriodicalIF":1.4,"publicationDate":"2022-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85296685","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: 2
Row–Column Sampling Design Using Auxiliary Ranking Variables 使用辅助排序变量的行-列抽样设计
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-08-23 DOI: 10.1007/s13253-022-00504-3
O. Ozturk, O. Kravchuk, Raymond Correll
{"title":"Row–Column Sampling Design Using Auxiliary Ranking Variables","authors":"O. Ozturk, O. Kravchuk, Raymond Correll","doi":"10.1007/s13253-022-00504-3","DOIUrl":"https://doi.org/10.1007/s13253-022-00504-3","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"38 1","pages":"652 - 673"},"PeriodicalIF":1.4,"publicationDate":"2022-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80917378","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 Bayesian Approach for Data-Driven Dynamic Equation Discovery 数据驱动动态方程发现的贝叶斯方法
IF 1.4 4区 数学
Journal of Agricultural Biological and Environmental Statistics Pub Date : 2022-08-23 DOI: 10.1007/s13253-022-00514-1
Joshua S. North, C. Wikle, Erin M. Schliep
{"title":"A Bayesian Approach for Data-Driven Dynamic Equation Discovery","authors":"Joshua S. North, C. Wikle, Erin M. Schliep","doi":"10.1007/s13253-022-00514-1","DOIUrl":"https://doi.org/10.1007/s13253-022-00514-1","url":null,"abstract":"","PeriodicalId":56336,"journal":{"name":"Journal of Agricultural Biological and Environmental Statistics","volume":"16 1","pages":"728-747"},"PeriodicalIF":1.4,"publicationDate":"2022-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84428605","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: 6
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