arXiv Open Access 2018

Application of Rényi and Tsallis Entropies to Topic Modeling Optimization

Koltcov Sergei
Lihat Sumber

Abstrak

This is full length article (draft version) where problem number of topics in Topic Modeling is discussed. We proposed idea that Renyi and Tsallis entropy can be used for identification of optimal number in large textual collections. We also report results of numerical experiments of Semantic stability for 4 topic models, which shows that semantic stability play very important role in problem topic number. The calculation of Renyi and Tsallis entropy based on thermodynamics approach.

Topik & Kata Kunci

Penulis (1)

K

Koltcov Sergei

Format Sitasi

Sergei, K. (2018). Application of Rényi and Tsallis Entropies to Topic Modeling Optimization. https://arxiv.org/abs/1802.10526

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2018
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓