Snow
All India Institute of Speech and Hearing, Mysuru
(An Autonomous institute Under Ministry of Health and Family Welfare, Government of India.)

Library and Information Center

Statistical methods for handling incomplete data / (Record no. 2890)

MARC details
000 -LEADER
fixed length control field 03892cam a2200373 i 4500
001 - CONTROL NUMBER
control field 17720877
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20190927154407.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 130502s2014 flu b 101 0 eng
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 2013010114
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781439849637 (hardback : acidfree paper)
040 ## - CATALOGING SOURCE
Original cataloging agency DLC
Language of cataloging eng
Transcribing agency DLC
Description conventions rda
Modifying agency DLC
042 ## - AUTHENTICATION CODE
Authentication code pcc
050 00 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA276.8
Item number .K55 2014
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 519.54 KIM S
Edition number 23
084 ## - OTHER CLASSIFICATION NUMBER
Classification number MAT029000
Number source bisacsh
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Kim, Jae Kwang,
Dates associated with a name 1968-
245 10 - TITLE STATEMENT
Title Statistical methods for handling incomplete data /
Statement of responsibility, etc. Jae Kwang Kim, Department of Statistics Iowa State University, USA, Jun Shao, Department of Statistics University of Wisconsin - Madison, USA.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Boca Raton :
Name of producer, publisher, distributor, manufacturer CRC Press, Taylor & Francis Group,
Date of production, publication, distribution, manufacture, or copyright notice [2014]
300 ## - PHYSICAL DESCRIPTION
Extent xi, 211 pages ;
Dimensions 25 cm
336 ## - CONTENT TYPE
Content type term text
Source rdacontent
337 ## - MEDIA TYPE
Media type term unmediated
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term volume
Source rdacarrier
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references (pages 201-207) and index.
505 ## - FORMATTED CONTENTS NOTE
Formatted contents note Introduction<br/>Introduction<br/>Outline<br/>How to Use This Book<br/><br/><br/>Likelihood-Based Approach<br/>Introduction<br/>Observed Likelihood<br/>Mean Score Approach<br/>Observed Information<br/><br/><br/><br/><br/><br/>Computation<br/>Introduction<br/>Factoring Likelihood Approach<br/>EM Algorithm<br/>Monte Carlo Computation<br/>Monte Carlo EM<br/>Data Augmentation<br/><br/><br/><br/><br/><br/>Imputation<br/>Introduction<br/>Basic Theory for Imputation<br/>Variance Estimation after Imputation<br/>Replication Variance Estimation<br/>Multiple Imputation<br/>Fractional Imputation<br/><br/><br/>Propensity Scoring Approach<br/>Introduction<br/>Regression Weighting Method<br/>Propensity Score Method<br/>Optimal Estimation<br/>Doubly Robust Method<br/>Empirical Likelihood Method<br/>Nonparametric Method<br/><br/><br/>Nonignorable Missing Data<br/>Nonresponse Instrument<br/>Conditional Likelihood Approach<br/>Generalized Method of Moments (GMM) Approach<br/>Pseudo Likelihood Approach<br/>Exponential Tilting (ET) Model<br/>Latent Variable Approach<br/>Callbacks<br/>Capture-Recapture (CR) Experiment<br/><br/><br/>Longitudinal and Clustered Data<br/>Ignorable Missing Data<br/>Nonignorable Monotone Missing Data<br/>Past-Value-Dependent Missing Data<br/>Random-Effect-Dependent Missing Data<br/><br/><br/>Application to Survey Sampling<br/>Introduction<br/>Calibration Estimation<br/>Propensity Score Weighting Method<br/>Fractional Imputation<br/>Fractional Hot Deck Imputation<br/>Imputation for Two-Phase Sampling<br/>Synthetic Imputation<br/><br/><br/><br/><br/><br/>Statistical Matching<br/>Introduction<br/>Instrumental Variable Approach<br/>Measurement Error Models<br/>Causal Inference<br/><br/><br/><br/><br/><br/>Bibliography<br/><br/><br/>Index
520 ## - SUMMARY, ETC.
Summary, etc. "With the advances in statistical computing, there has been a rapid development of techniques and applications in missing data analysis. This book aims to cover the most up-to-date statistical theories and computational methods for analyzing incomplete data through (1)vigorous treatment of statistical theories on likelihood-based inference with missing data, (2) comprehensive treatment of computational techniques and theories on imputation, and (3) most up-to-date treatment of methodologies involving propensity score weighting, nonignorable missing, longitudinal missing, survey sampling application, and statistical matching. The book is suitable for use as a textbook for a graduate course in statistics departments or as a reference book for those interested in this area. Some of the research ideas introduced in the book can be developed further for specific applications"--
Assigning source Provided by publisher.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Missing observations (Statistics)
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Multiple imputation (Statistics)
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element MATHEMATICS / Probability & Statistics / General.
Source of heading or term bisacsh
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Shao, Jun
Titles and other words associated with a name (Statistician)
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
a 7
b cbc
c orignew
d 1
e ecip
f 20
g y-gencatlg
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Stack text books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Date acquired Total Checkouts Full call number Barcode Date last seen Price effective from Koha item type
    Dewey Decimal Classification     44/2 All India Institute of Speech and Hearing All India Institute of Speech and Hearing 27/09/2019   519.54 KIM S;1 19452 27/09/2019 27/09/2019 Stack text books
    Dewey Decimal Classification     R-21/2 All India Institute of Speech and Hearing All India Institute of Speech and Hearing 07/03/2020   519.54 KIM S 19451 07/03/2020 07/03/2020 Reference text books