SEM-Tree hybrid models in the preferences analysis of the members of Polish households Cover Image

Modele hybrydowe SEM-Tree w badaniach różnicowania się preferencji członków polskich gospodarstw domowych
SEM-Tree hybrid models in the preferences analysis of the members of Polish households

Author(s): Adam Sagan, Mariusz Łapczyński
Subject(s): Economy
Published by: Wydawnictwo Uniwersytetu Ekonomicznego we Wrocławiu
Keywords: customers’ attitudes; structural equation models; decision trees; hybrid models

Summary/Abstract: The purpose of the paper is to identify the dimensions of the strategy of resources allocation of Polish households members. These dimensions were identified on the basis of nationwide empirical data gathered on a representative sample of 1100 respondents nested in 410 households. SEM-Tree hybrid models are used in the analysis of the results, which combine the confirmatory structural equation models with exploratory and predictive classification and regression trees. This allows to apply structural modeling for the study of heterogeneous populations and to assess the hierarchical impact of exogenuous predictors on the identification of segments with separate and unique model structural parameters. The approach combines the advantages of a model approach (at the stage of constructing hypotheses on structural relationships and specifications of measurement models) and exploration-based data (at the stage of recursive division of the sample).

  • Issue Year: 2018
  • Issue No: 508
  • Page Range: 198-207
  • Page Count: 10
  • Language: Polish
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