0000000000184305

AUTHOR

Risto Lehtonen

showing 10 related works from this author

Model-Assisted Estimation for Domains

2004

EstimationComputer scienceAlgorithm
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Basic Sampling Techniques

2004

Computer scienceData miningcomputer.software_genrecomputer
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More Detailed Case Studies

2004

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Multivariate Survey Analysis

2004

Multivariate statisticsGeographyStatistics
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Handling Nonsampling Errors

2004

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Statistics in Practice

2004

StatisticsSociologyStatistics education
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Systematic handling of missing data in complex study designs : experiences from the Health 2000 and 2011 Surveys

2016

We present a systematic approach to the practical and comprehensive handling of missing data motivated by our experiences of analyzing longitudinal survey data. We consider the Health 2000 and 2011 Surveys (BRIF8901) where increased non-response and non-participation from 2000 to 2011 was a major issue. The model assumptions involved in the complex sampling design, repeated measurements design, non-participation mechanisms and associations are presented graphically using methodology previously defined as a causal model with design, i.e. a functional causal model extended with the study design. This tool forces the statistician to make the study design and the missing-data mechanism explicit…

Statistics and Probabilitymultiple imputationComputer sciencecomputer.software_genre01 natural sciences010104 statistics & probability03 medical and health sciences0302 clinical medicinenon-responseSampling design030212 general & internal medicine0101 mathematicsCausal modelta112Clinical study designInverse probability weightingSampling (statistics)non-participationMissing dataData sciencedoubly robust methodsSurvey data collectionData miningStatistics Probability and Uncertaintycomputerinverse probability weightingStatisticiancausal model with designJournal of Applied Statistics
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Further Use of Auxiliary Information

2004

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Linearization and Sample Reuse in Variance Estimation

2004

LinearizationVariance estimationStatisticsSample (statistics)ReuseMathematics
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Analysis of One-Way and Two-Way Tables

2004

Computer scienceArithmetic
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