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Multivariate Data Imputation using Trees

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Author Info
Maria Jesus Barcena Ruiz () (Departamento de Econometria y Estadistica, Universidad del Pais Vasco, Spain)
Fernando Tusell Palmer () (Departamento de Econometria y Estadistica, Universidad del País Vasco, Spain)

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Abstract

We address the problem of completing two files with records containing a fully observed common subset of variables. The tecnique investigated involves the use of regression and/or classification trees. An extension of current methodology (the intersection-seeking or "forest-climbing" algorithm) is proposed to deal with multivariate response variables. The method is demonstrated and shown to be feasible and have some desirable properties.

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File URL: http://www.et.bs.ehu.es/biltoki/EPS/dt200205.pdf
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Publisher Info
Paper provided by Universidad del País Vasco - Departamento de Economía Aplicada III (Econometría y Estadística) in its series BILTOKI with number 200205.

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Date of creation: 27 Nov 2002
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Handle: RePEc:ehu:biltok:200205

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Postal: Avda. Lehendakari, Aguirre, 83, 48015 Bilbao
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Postal: Dpto. de Econometría y Estadística, Facultad de CC. Económicas y Empresariales, Universidad del País Vasco, Avda. Lehendakari Aguirre 83, 48015 Bilbao, Spain
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Related research
Keywords: File completion Data imputation Regression trees.

Find related papers by JEL classification:
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods
C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Hypothesis Testing

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Rubin, Donald B, 1986. "Statistical Matching Using File Concatenation with Adjusted Weights and Multiple Imputations," Journal of Business & Economic Statistics, American Statistical Association, vol. 4(1), pages 87-94, January.
  2. Ciampi, Antonio, 1991. "Generalized regression trees," Computational Statistics & Data Analysis, Elsevier, vol. 12(1), pages 57-78, August. [Downloadable!] (restricted)
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