Options
A Market Basket Analysis Conducted with a Multivariate Logit Model
Journal
From Data and Information Analysis to Knowledge Engineering. Studies in Classification, Data Analysis, and Knowledge Organization.
Date Issued
2006
Author(s)
Hildebrandt, Lutz
Editor(s)
Spiliopoulou, M.
Kruse, R.
Borgelt, C.
Nürnberger, A.
Gaul, W.
DOI
10.1007/3-540-31314-1_68
Abstract
The following research is guided by the hypothesis that products chosen on a shopping trip in a supermarket can indicate the preference interdependencies between different products or brands. The bundle chosen on the trip can be regarded as the result of a global utility function. More specifically: the existence of such a function implies a cross-category dependence of brand choice behavior. It is hypothesized that the global utility function related to a product bundle results from the marketing-mix of the underlying brands. Several approaches exist to describe the choice of specific categories from a set of many alternatives. The models are discussed in brief; the multivariate logit approach is used to estimate a model with a German data set.