A quantum-statistical-mechanical extension of Gaussian mixture model

Kazuyuki Tanaka, Koji Tsuda

Research output: Contribution to journalArticlepeer-review

5 Citations (Scopus)

Abstract

We propose an extension of Gaussian mixture models in the statistical-mechanical point of view. The conventional Gaussian mixture models are formulated to divide all points in given data to some kinds of classes. We introduce some quantum states constructed by superposing conventional classes in linear combinations. Our extension can provide a new algorithm in classifications of data by means of linear response formulas in the statistical mechanics.

Original languageEnglish
Article number012023
JournalJournal of Physics: Conference Series
Volume95
Issue number1
DOIs
Publication statusPublished - 2008 Jan 1

ASJC Scopus subject areas

  • Physics and Astronomy(all)

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