%0 Conference Paper %1 gaussier2005relation %A Gaussier, Eric %A Goutte, Cyril %B Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval %C New York, NY, USA %D 2005 %I ACM %K analysis lda nmf theory %P 601--602 %R 10.1145/1076034.1076148 %T Relation between PLSA and NMF and implications %U http://doi.acm.org/10.1145/1076034.1076148 %X Non-negative Matrix Factorization (NMF, 5) and Probabilistic Latent Semantic Analysis (PLSA, 4) have been successfully applied to a number of text analysis tasks such as document clustering. Despite their different inspirations, both methods are instances of multinomial PCA 1. We further explore this relationship and first show that PLSA solves the problem of NMF with KL divergence, and then explore the implications of this relationship. %@ 1-59593-034-5

@inproceedings{gaussier2005relation, abstract = {Non-negative Matrix Factorization (NMF, [5]) and Probabilistic Latent Semantic Analysis (PLSA, [4]) have been successfully applied to a number of text analysis tasks such as document clustering. Despite their different inspirations, both methods are instances of multinomial PCA [1]. We further explore this relationship and first show that PLSA solves the problem of NMF with KL divergence, and then explore the implications of this relationship.}, acmid = {1076148}, added-at = {2012-02-17T16:55:37.000+0100}, address = {New York, NY, USA}, author = {Gaussier, Eric and Goutte, Cyril}, biburl = {https://www.bibsonomy.org/bibtex/2669b75d12f9b188fe85a16b09489fb7c/folke}, booktitle = {Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval}, description = {Relation between PLSA and NMF and implications}, doi = {10.1145/1076034.1076148}, interhash = {199e8d8c21453a8b91ad15c46124e41f}, intrahash = {669b75d12f9b188fe85a16b09489fb7c}, isbn = {1-59593-034-5}, keywords = {analysis lda nmf theory}, location = {Salvador, Brazil}, numpages = {2}, pages = {601--602}, publisher = {ACM}, series = {SIGIR '05}, timestamp = {2012-02-17T16:55:37.000+0100}, title = {Relation between PLSA and NMF and implications}, url = {http://doi.acm.org/10.1145/1076034.1076148}, year = 2005 }