Files in this item
| Files | Description | Format |
|---|---|---|
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application/pdf  ParallelTopicModels.pdf (310kB) | Main Article |
Description
| Title: | Distributed Strategies for Topic Modeling |
| Author(s): | Jindal, Prateek; Hockenmaier, Julia; Kale, Laxmikant V. |
| Subject(s): | Topic Models
Latent Dirichlet Allocation Parallel Computing Charm |
| Abstract: | Topic modeling algorithms (like Latent Dirichlet Allocation) tend to be very slow when run over large document collections. In this presentation, we discuss distributed strategies for topic modeling. We use Charm++ as our parallelization framework. Our results show that parallelization can considerably increase the efficiency of topic modeling. |
| Issue Date: | 2013-12-04 |
| Citation Info: | Prateek Jindal, Julia Hockenmaier, L.V. Kale. Distributed Strategies for Topic Modeling. Computer Science Research and Tech Reports. UIUC. 2013. |
| Genre: | Presentation / Lecture / Speech |
| Type: | Text |
| Language: | English |
| URI: | http://hdl.handle.net/2142/46405 |
| Publication Status: | unpublished |
| Peer Reviewed: | not peer reviewed |
| Rights Information: | 2013 by Prateek Jindal |
| Date Available in IDEALS: | 2013-12-04 |