glmm.hp: an R package for computing individual effect of predictors in generalized linear mixed models
文献类型：期刊论文
| 作者 | Lai, Jiangshan; Zou, Yi; Zhang, Shuang ; Zhang, Xiaoguang; Mao, Lingfeng
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| 刊名 | JOURNAL OF PLANT ECOLOGY
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| 出版日期 | 2022 |
| 卷号 | 15期号:6页码:1-6 |
| ISSN号 | 1752-9921 |
| 关键词 | coefficient of determination commonality analysis fixed effect GLMM hierarchical partitioning marginal R-2 relative importance variance partitioning |
| 英文摘要 | Generalized linear mixed models (GLMMs) have been widely used in contemporary ecology studies. However, determination of the relative importance of collinear predictors (i.e. fixed effects) to response variables is one of the challenges in GLMMs. Here, we developed a novel R package, glmm.hp, to decompose marginal R-2 explained by fixed effects in GLMMs. The algorithm of glmm.hp is based on the recently proposed approach 'average shared variance' i.e. used for multivariate analysis. We explained the principle and demonstrated the use of this package by simulated dataset. The output of glmm.hp shows individual marginal R(2)s that can be used to evaluate the relative importance of predictors, which sums up to the overall marginal R-2. Overall, we believe the glmm.hp package will be helpful in the interpretation of GLMM outcomes. |
| 源URL | [https://ir.rcees.ac.cn/handle/311016/48404]  |
| 专题 | 生态环境研究中心_城市与区域生态国家重点实验室 |
| 作者单位 | 1.Research Center for Eco-Environmental Sciences (RCEES) 2.University of Chinese Academy of Sciences, CAS 3.Nanjing Forestry University 4.Xi'an Jiaotong-Liverpool University 5.Chinese Academy of Sciences 6.Institute of Hydrobiology, CAS |
| 推荐引用方式 GB/T 7714 | Lai, Jiangshan,Zou, Yi,Zhang, Shuang,et al. glmm.hp: an R package for computing individual effect of predictors in generalized linear mixed models[J]. JOURNAL OF PLANT ECOLOGY,2022,15(6):1-6. |
| APA | Lai, Jiangshan,Zou, Yi,Zhang, Shuang,Zhang, Xiaoguang,&Mao, Lingfeng.(2022).glmm.hp: an R package for computing individual effect of predictors in generalized linear mixed models.JOURNAL OF PLANT ECOLOGY,15(6),1-6. |
| MLA | Lai, Jiangshan,et al."glmm.hp: an R package for computing individual effect of predictors in generalized linear mixed models".JOURNAL OF PLANT ECOLOGY 15.6(2022):1-6. |
入库方式： OAI收割
来源：生态环境研究中心
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