Transcription of AMELIA II: A Program for Missing Data - Harvard University
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AMELIA II: A Program for Missing Data - Harvard University
AMELIA II: A Program for Missing DataJames Honaker, Gary King, and Matthew BlackwellVersion 2, 2012 Contents1 Introduction32 WhatAmelia Assumptions .. Algorithm .. Analysis ..53 Versions Installation and Updates from R .. Installation in Windows ofAmeliaView as a Standalone Program .. Linux (local installation) ..74 A User s data and Initial Results .. Multiple Imputation .. Saving imputed datasets .. Combining MultipleAmelia Runs .. Screen Output .. Imputation-improving Transformations .. Ordinal .. Nominal .. Natural Log .. Square Root .. Logistic.
Amelia II also has features to make valid and much more accurate imputations for cross-sectional, time-series, and time-series-cross-section data, and allows the incorporation of observation and data-matrix-cell level prior information.
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