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A comparative analysis between 4 topic modeling methods: LDA, NMF, BTM and CoreEx

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Topic-Modeling-Comparative-Analysis

A compartive analysis between four topic modeling modeling methods:

  • Latent Dirichlet Allocation (LDA)
  • Non-negative Matrix Factorization (NMF)
  • Biterm Topic Modeling (BTM)
  • CoreEx

The models were evaluated using several metrics, including Perplexity, Coherence and Jaccard Distance. The results of the models for Jaccard Distance is shown below:

Plot of Jaccard Distance over Number of Topics

This work was done as a part of the course: INF2209 - Human Centred Topic Models.

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A comparative analysis between 4 topic modeling methods: LDA, NMF, BTM and CoreEx

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