{ "id": "math/0406453", "version": "v1", "published": "2004-06-23T07:59:03.000Z", "updated": "2004-06-23T07:59:03.000Z", "title": "Finite sample properties of multiple imputation estimators", "authors": [ "Jae Kwang Kim" ], "journal": "Annals of Statistics 2004, Vol. 32, No. 2, 766-783", "doi": "10.1214/009053604000000175", "categories": [ "math.ST", "stat.TH" ], "abstract": "Finite sample properties of multiple imputation estimators under the linear regression model are studied. The exact bias of the multiple imputation variance estimator is presented. A method of reducing the bias is presented and simulation is used to make comparisons. We also show that the suggested method can be used for a general class of linear estimators.", "revisions": [ { "version": "v1", "updated": "2004-06-23T07:59:03.000Z" } ], "analyses": { "subjects": [ "62D05", "62J99" ], "keywords": [ "finite sample properties", "multiple imputation estimators", "multiple imputation variance estimator", "linear regression model", "exact bias" ], "tags": [ "journal article" ], "publication": { "publisher": "Institute of Mathematical Statistics", "journal": "Ann. Stat." }, "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2004math......6453K" } } }