SMLSOM: The shrinking maximum likelihood self-organizing map

Determining the number of clusters in a dataset is a fundamental issue in data clustering. Many methods have been proposed to solve the problem of selecting the number of clusters, considering it to be a problem with regard to model selection. This paper proposes an efficient algorithm that automati...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Computational statistics & data analysis 2023-06, Vol.182, p.107714, Article 107714
Hauptverfasser:	Motegi, Ryosuke, Seki, Yoichi
Format:	Artikel
Sprache:	eng
Schlagworte:	algorithms data analysis data collection Minimum description length Model selection Model-based clustering probability distribution Self-organizing map
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!