資料載入處理中...
臺灣人文及社會科學引文索引資料庫系統
:::
網站導覽
國圖首頁
聯絡我們
操作說明
English
行動版
(3.135.199.27)
登入
字型:
**字體大小變更功能,需開啟瀏覽器的JAVASCRIPT,如您的瀏覽器不支援,
IE6請利用鍵盤按住ALT鍵 + V → X → (G)最大(L)較大(M)中(S)較小(A)小,來選擇適合您的文字大小,
如為IE7以上、Firefoxy或Chrome瀏覽器則可利用鍵盤 Ctrl + (+)放大 (-)縮小來改變字型大小。
來源文獻查詢
引文查詢
瀏覽查詢
作者權威檔
引用/點閱統計
我的研究室
資料庫說明
相關網站
來源文獻查詢
/
簡易查詢
/
查詢結果列表
/
詳目列表
:::
詳目顯示
第 1 筆 / 總合 1 筆
/1
頁
來源文獻資料
摘要
外文摘要
引文資料
題名:
Adjusting Survey Response Distributions Using Multiple Imputation: A Simulation with External Validation
書刊名:
調查研究
作者:
劉正山
/
蘇毓淞
作者(外文):
Liu, Frank C. S.
/
Su, Yu-sung
出版日期:
2015
卷期:
34
頁次:
頁7-32
主題關鍵詞:
多重插補
;
項目無反應
;
遺漏值
;
外部有效性檢證
;
Multiple imputation
;
Item-non-response
;
Missing values
;
External validation
原始連結:
連回原系統網址
相關次數:
被引用次數:期刊(0) 博士論文(0) 專書(0) 專書論文(
1
)
排除自我引用:0
共同引用:0
點閱:19
電話調查中政黨傾向的「項目無反應」是選舉研究中值得正視的現象。愈來愈多台灣民眾在接受調查訪問時,不願表露本身政黨傾向,或選擇「中立」來回避作答,造成研究人員無法從調查數據中正確地估計選民政黨傾向的分佈,進而誤判選舉結果。多重插補法是解決這類資料缺失問題的統計方法之一。嚴格來說,學者尚無法確定什麼情況下可以放心的使用多重插補法來估計不表態民眾的政黨傾向分佈;原因一是政黨傾向並非隨機遺漏;第二是研究人員尚無法掌握檢驗數據遺漏機制。我們使用 2013年收集的全國性的電訪資料,展示多重插補法如何有效地解決這個問題。本文首先使用模擬遺漏機制的方式,比較多重插補前後數據的差異,指出控制與政黨傾向相關的變數會使政黨傾向的遺漏接近隨機;其次,我們比對插補後的資料及電訪追訪結果,並對中間選民進行深度訪談後,發現經過遺漏值分布和數據遺漏機制檢驗的政黨傾向插補數據具有高度的外部有效性。此方法和檢驗程序亦適用於其他非隨機遺漏的「項目無反應」研究。
以文找文
Item non-response is endemic to most survey studies, and hinders the researcher in making sensible inferences. One plausible solution to this problem, multiple imputation (MI), is becoming a widely used approach in dealing with the problem of missing data thanks to the development of various software packages. Nonetheless, MI is not a panacea. Imputing missing data using MI without checking it may further induce biases. This oblivious use of MI arises partly from the conviction that some MI assumptions are simply mathematically unverifiable. Hence, the goal of the paper is twofold: first, it demonstrates how various post-MI diagnostics can be performed with a telephone survey dataset collected in Taiwan in early 2013; secondly, it places greater emphasis on the external validity of MI with a follow- up survey, and compares imputed values to the real ones. This paper concludes that, with a sensible application of MI and accompanying diagnostics, we are able to adjust survey response distribution and, at the same time, elaborate on the inferences in our studies.
以文找文
期刊論文
1.
Bernaards, Coen A.、Farmer, Melissa M.、Qi, Karen、Dulai, Gareth S.、Ganz, Patricia A.、Kahn, Katherine L.(2003)。Comparison of Two Multiple Imputation Procedures in a Cancer Screening Survey。Journal of Data Science,1(3),293-312。
2.
Gelman, Andrew、King, Gary、Liu, Chuan(1998)。Not Asked and Not Answered: Multiple Imputation for Multiple Surveys。Journal of the American Statistical Association,93(443),846-857。
3.
Graham, John W.(2009)。Missing Data Analysis: Making It Work in the Real World。Annual Review of Psychology,60(1),549-576。
4.
He, Yulei、Raghunathan, Trivellore E.(2009)。On the Performance of Sequential Regression Multiple Imputation Methods with Non Normal Error Distributions。Communications in Statistics- Simulation and Computation,38(4),856-883。
5.
Paul, Christopher、Mason, William M.、McCaffrey, Daniel、Fox, Sarah A.(2008)。A Cautionary Case Study of Approaches to the Treatment of Missing Data。Statistical Methods and Applications,17(3),351-372。
6.
Stuart, Elizabeth A.、Azur, Melissa、Frangakis, Constantine、Leaf, Philip(2009)。Multiple Imputation with Large Data Sets: A Case Study of the Children's Mental Health Initiative。American Journal of Epidemiology,169(9),1133-1139。
7.
Su, Yu-Sung、Gelman, Andrew、Hill, Jennifer、Yajima, Masanao(2011)。Multiple Imputation with Diagnostics (mi) in R: Opening Windows into the Black Box。Journal of Statistical Software,45(2),1-31。
8.
Liu, Jingchen、Gelman, Andrew、Hill, Jennifer、Su, Yu-Sung、Kropko, Jonathan(2014)。On the Stationary Distribution of Iterative Imputations。Biometrika,101(1),155-173。
9.
King, Gary、Honaker, James、Joseph, Anne、Scheve, Kenneth(2011)。Analyzing Incomplete Political Science Data: An Alternative Algorithm for Multiple Imputation。American Political Science Review,95,49-69。
10.
Honaker, James、King, Gary、Blackwell, Matthew(2011)。Amelia II: A Program for Missing Data。Journal of Statistical Software,45(7),1-47。
11.
Florez-Lopez, R.(2010)。Effects of Missing Data in Credit Risk Scoring. A Comparative Analysis of Methods to Achieve Robustness in the Absence of Sufficient Data。Journal of the Operational Research Society,61(3),486-501。
12.
Buuren, Stef van、Groothuis-Oudshoorn, Karin(2011)。Mice: Multivariate Imputation by Chained Equations in R。Journal of Statistical Software,45(3),1-67。
13.
Bernhagen, Patrick、Marsh, Michael(2007)。The Partisan Effects of Low Turnout: Analyzing Vote Abstention as a Missing Data Problem。Electoral Studies,26(3),548-560。
14.
Barzi, F.(2004)。Imputations of Missing Values in Practice: Results from Imputations of Serum Cholesterol in 28 Cohort Studies。American Journal of Epidemiology,160(1),34-45。
研究報告
1.
Kropko, Johnathan、Goodrich, Benjamin、Gelman, Andrew、Hill, Jennifer(2013)。Assessing the Accuracy of Multiple Imputation Techniques for Categorical Variables with Missing Data。New York:Columbia University。
圖書
1.
Snijders, Tom A. B.、Bosker, Roel(2011)。Multilevel Analysis: An Introduction to Basic and Advanced Multilevel Modeling。London:Sage Publications Ltd.。
2.
Gelman, Andrew、Carlin, John B.、Stern, Hal S.、Rubin, Donald B.(2003)。Bayesian Data Analysis。New York:Chapman and Hall:CRC。
3.
Rubin, Donald B.(2004)。Multiple Imputation for Nonresponse in Surveys。Wiley-Interscience。
4.
Allison, Paul D.(2001)。Missing data。Thousand Oaks, CA:Sage。
5.
Rubin, Donald B.(1987)。Multiple Imputation for Nonresponse in Surveys。John Wiley & Sons。
其他
1.
Honaker, James,Joseph, Anne,King, Gary,Scheve, Kenneth,Singh, Naunihal(2001)。Amelia: A Program for Missing Data,http://gking.harvard.edu/amelia/, 2015/01/05。
推文
當script無法執行時可按︰
推文
推薦
當script無法執行時可按︰
推薦
引用網址
當script無法執行時可按︰
引用網址
引用嵌入語法
當script無法執行時可按︰
引用嵌入語法
轉寄
當script無法執行時可按︰
轉寄
top
:::
相關期刊
相關論文
相關專書
相關著作
熱門點閱
1.
統計調查中遺漏值處理之研究--以臺灣地區工程技術顧問服務業調查為例
無相關博士論文
1.
空間抽樣:調查研究之有效的空間抽樣分析
無相關著作
1.
A Study of the Prose of Choong Yee Voon (Zhong Yiwen): A Case of a Malaysian Chinese Writer in Taiwan
2.
"Jour de Ma Vie": Englishness, the Exotic Other, and the Sublime in Virginia Woolf's Orlando
3.
Analysis of Japanese Pitch Accent in L1 and L2 Speech
4.
An Autoethnography of an L2 English Learner in Taiwan: Where Is the End of the Tunnel?
5.
"Where Angels Fear to Tread" in Deleuze and Bateson: On a New Baroque of Plateaus and the Ecology of Non-Human Ecstasy
6.
Agamben's Logic of Exception and Its Apophatic Roots and Offshoots
7.
BDS as a Mediator
8.
Foreword: A Preliminary Theoretical Report on Anarchist Insurrectionary Imagination
9.
Book Review: Erica Croce and Giovanni Perri, «Food and Wine Tourism: Integrating Food, Travel and Territory»
10.
921震災對中老年人死亡風險的影響
11.
2013世界盃男子拳擊錦標賽攻擊拳路分析
12.
103年臺南全國身心障礙國民運動會選手對賽會官網使用意圖
13.
2014年巴西世界盃足球賽進球特徵分析研究
14.
Audit Quality and Dividend Policy
15.
理論回響:從“黨性與獨立性問題”到“黨性與人民性之爭”
QR Code