A Spectral Algorithm for Latent Dirichlet Allocation

Author:

Anandkumar Anima,Foster Dean P.,Hsu Daniel,Kakade Sham M.,Liu Yi-Kai

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Computer Science Applications,General Computer Science

Reference46 articles.

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2. Anandkumar, A., Chaudhuri, K., Hsu, D., Kakade, S.M., Song, L., Zhang, T.: Spectral methods for learning multivariate latent tree structure. Adv. Neural Inf. Process. Syst. 24, 2025–2033 (2011)

3. Anandkumar, A., Foster, D.P., Hsu, D., Kakade, S.M., Liu, Y.K.: A spectral algorithm for latent Dirichlet allocation. Adv. Neural Inf. Process. Syst. 25, 917–925 (2012)

4. Anandkumar, A., Foster, D.P., Hsu, D., Kakade, S.M., Liu, Y.K.: Two SVDs suffice: spectral decompositions for probabilistic topic models and latent Dirichlet allocation (2012). arXiv:1204.6703v1

5. Anandkumar, A., Ge, R., Hsu, D., Kakade, S.M., Telgarsky, M.: Tensor decompositions for learning latent variable models. J. Mach. Learn. Res. (2014). To appear.

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