Show Student Project [Mahout] Distributed Latent Dirichlet Allocation for The Apache Software Foundation
| Student Name: | David Hall |
| Mentor Name: | Grant Ingersoll |
| Title: | [Mahout] Distributed Latent Dirichlet Allocation |
| Abstract: | Latent Dirichlet Allocation (Blei et al, 2003) is a powerful learning algorithm for automatically and jointly clustering words into "opics and documents into mixtures of topics, and it has been successfully applied to model change in scientific fields over time (Griffiths and Steyver, 2004; Hall, et al. 2008). In this project, I propose to implement distributed LDA using MapReduce, and to investigate extensions of LDA and possibly more efficient algorithms for distributed inference. |
