UM
Comparing Weighting Methods for Nonresponse in the HKPSSD Survey and the BCSPS
Cai,Tianji; Wang,Hongyu
2018-02-13
Source PublicationChinese Sociological Review
ISSN21620563 21620555
Volume50Issue:1Pages:1-26
AbstractUsing data collected from the Hong Kong Panel Study of Social Dynamics (HKPSSD) Survey and the Beijing College Students Panel Survey (BCSPS), the current study examined four commonly used weighting adjustments: the logistic regression model, the Response Propensity Stratification (RPS) method, the Generalized Exponential Model (GEM), and the Random Forests Model (RFM) for longitudinal nonresponse. Our results indicated that the logistic regression model, the RPS method, and the GEM produced comparable results, with the GEM and the RPS methods slightly outperforming in many instances, while the results obtained by the RFM were not as reliable as those generated by the other methods. Moreover, high bias and MSE changes were associated with variables or categories that had low occurrences for all the methods considered. In particular, for categorical variables, there were considerable variations on bias across categories while the overall difference compared to the baseline was not significant. In addition, relative bias and MSE changes were correlated to the specification of the nonresponse model, the baseline weights, as well as the intervals between the baseline, and the wave for weighting adjustment.
DOI10.1080/21620555.2017.1311772
URLView the original
Language英语
全文获取链接
引用统计
被引频次[WOS]:2   [WOS记录]     [WOS相关记录]
Document TypeJournal article
专题University of Macau
Corresponding AuthorCai,Tianji
AffiliationDepartment of SociologyUniversity of Macau,Macao
First Author AffilicationUniversity of Macau
Corresponding Author AffilicationUniversity of Macau
推荐引用方式
GB/T 7714
Cai,Tianji,Wang,Hongyu. Comparing Weighting Methods for Nonresponse in the HKPSSD Survey and the BCSPS[J]. Chinese Sociological Review,2018,50(1):1-26.
APA Cai,Tianji,&Wang,Hongyu.(2018).Comparing Weighting Methods for Nonresponse in the HKPSSD Survey and the BCSPS.Chinese Sociological Review,50(1),1-26.
MLA Cai,Tianji,et al."Comparing Weighting Methods for Nonresponse in the HKPSSD Survey and the BCSPS".Chinese Sociological Review 50.1(2018):1-26.
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
Google Scholar
中相似的文章 Google Scholar
[Cai,Tianji]的文章
[Wang,Hongyu]的文章
Baidu academic
中相似的文章 Baidu academic
[Cai,Tianji]的文章
[Wang,Hongyu]的文章
Bing Scholar
中相似的文章 Bing Scholar
[Cai,Tianji]的文章
[Wang,Hongyu]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。