Finite Mixture Models

Gensler Sonja

Forschungsartikel (Buchbeitrag) | Peer reviewed

Zusammenfassung

Finite Mixture models are a state-of-the-art technique of segmentation. Next to segmenting consumers or objects based on multiple different variables, Finite Mixture models can be used in conjunction with multivariate methods of analysis. Unlike approaches combining multivariate methods of analysis and cluster analysis, which require a two-step approach, the parameters are then directly estimated at the segment level. This also allows for inferential statistical analysis. This book chapter explains the basic idea of Finite Mixture models and describes some popular applications of Finite Mixture models in market research.

Details zur Publikation

Herausgeber*innenHomburg Christian, Klarmann Martin, Vomberg Arnd
BuchtitelHandbook of Market Research
Seitenbereich251-264
VerlagSpringer VDI Verlag
Auflage1
StatusVeröffentlicht
Veröffentlichungsjahr2022
Sprache, in der die Publikation verfasst istEnglisch
ISBN978-3-319-57412-7
DOI10.1007/978-3-319-57413-4
StichwörterFinite Mixture models; Latent class analysis; Segmentation; Maximum likelihood estimation; Multivariate methods

Autor*innen der Universität Münster

Gensler, Sonja
Professur für Wertbasiertes Marketing (Prof. Wiesel)