/Tensor_decomposition

Algorithms for tensor decomposition in GMM, LDA topic models etc.

Primary LanguageMatlab

Tensor Decomposition Algorithms

This repo has implementations of different tensor decomposition algorithms for latent variable models e.g. GMM, LDA

These codes were used for baseline comparison in the following paper.

  • Ray, Avik, et al. "The search problem in mixture models." The Journal of Machine Learning Research 18.1 (2017): 7547-7607.

The basic tensor decomposition algorithm based on robust tensor power iterations is described in the paper;

  • Anandkumar, Animashree, et al. "Tensor decompositions for learning latent variable models." The Journal of Machine Learning Research 15.1 (2014): 2773-2832.