The Dec 10 workshop schedule will be:
Morning: 7:30-7:35 | Introduction | 7:35-8:20 | Invited talk: Dave Blei Probabilistic Topic Models: Origins and Challenges [slides] | 8:20-8:40 | Contributed talk: Margaret Roberts, Brandon Stewart, Dustin Tingley and Edoardo Airoldi. "The Structural Topic Model and Applied Social Science" [slides] | 8:40-9:00 | Contributed talk: Frank Rosner, Alexander Hinneburg, Michael Röder, Martin Nettling and Andreas Both. "Evaluating topic coherence measures" | 9:00-9:30 | Break and Poster session 1 | 9:30-10:15 | Invited talk: Alexander Smola Hierarchy and Structure: Nonparametric models for space, language, and relations | 10:15-10:30 | Poster session 1 (continued) |
Afternoon: 15:30-15:45 | Poster session 2 | 15:45-16:30 | Invited talk: Anima Anandkumar Guaranteed Learning of Overcomplete Latent Representations [slides] | 16:30-16:50 | Contributed talk: Jason Chuang, Yuening Hu, Ashley Jin, John D. Wilkerson, Daniel A. McFarland, Christopher D. Manning and Jeffrey Heer. "Document Exploration with Topic Modeling: Designing Interactive Visualizations to Support Effective Analysis Workflows" [slides] | 16:50-17:20 | Break and Poster session 2 (continued) | 17:20-17:40 | Contributed talk: Furong Huang, Niranjan U N and Animashree Anandkumar. "Fast Detection of Overlapping Communities via Online Tensor Methods" [slides] | 17:40-18:30 | Group discussion |
Poster session 1:
- Zhibo Xiao, Enuo Miao and Mingyu Lu. Ranking topic model based automatic summary: a win-win situation
- Furong Huang, Niranjan U N and Animashree Anandkumar. Fast Detection of Overlapping Communities via Online Tensor Methods
- Kar Wai Lim, Changyou Chen and Wray Buntine. Twitter-Network Topic Model: A Full Bayesian Treatment for Social Network and Text Modeling
- Wray Lindsay Buntine and Swapnil Mishra. Developing Topic Models for Information Retrieval
- Weicong Ding, Prakash Ishwar, Mohammad Rohban and Venkatesh Saligrama. Necessary and Sufficient Conditions for Novel Word Detection in Separable Topic Models
- Frank Rosner, Alexander Hinneburg, Michael Röder, Martin Nettling and Andreas Both. Evaluating topic coherence measures
- Saurav Ghosh, Theodoros Rekatsinas, Sumiko Mekaru, Elaine Nsoesie, John Brownstein, Lise Getoor and Naren Ramakrishnan. Forecasting Rare Disease Outbreaks with Spatio-temporal Topic Models
- Prasanth Lade, Vineeth N Balasubramanian and Sethuraman Panchanathan. Probabilistic Topic Models for Human Emotion Analysis
- Robert Sprague and Nicole Barberis. An Ontology of Privacy Law Derived from Published Articles Using Latent Dirichlet Allocation Probabilistic Topic Modeling
- Bo Xie, Le Song and Haesun Park. Topic Modeling via Nonnegative Matrix Factorization on Probability Simplex
- Ayan Acharya, Raymond Moooney and Joydeep Ghosh. Active Multitask Learning with Doubly Supervised Latent Dirichlet Allocation
- Uri Shalit, Daphna Weinshall and Gal Chechik. Modeling Musical Influence with Topic Models
- Yuening Hu, Ke Zhai, Vladimir Edelman and Jordan Boyd-Graber. Topic Models for Translation Domain Adaptation
- Rasmus Troelsgård, Bjørn Jensen and Lars Kai Hansen. A Topic Model Approach to Multi-Modal Similarity
Poster Session 2: - Francis Ferraro, Benjamin Van Durme and Yanif Ahmad. Evaluating Progress in Probabilistic Programming through Topic Models
- William Darling and Fei Song. Syntactic Topic Models for Language Generation
- Jason Chuang, Yuening Hu, Ashley Jin, John D. Wilkerson, Daniel A. McFarland, Christopher D. Manning and Jeffrey Heer. Document Exploration with Topic Modeling: Designing Interactive Visualizations to Support Effective Analysis Workflows
- Ehsaneddin Asgari, Marzyeh Ghassemi and Mark Finlayson. Confirming the themes and interpretive unity of Ghazal poetry using topic models
- Tsuyoshi Okita and Josef van Genabith. Selection-based language model for domain adaptation using topic modeling
- Joe Staines and David Barber. Topic Factor Modelling: uncovering thematic structure in financial data
- Diane Hu, Rob Hall and Josh Attenberg. Discovering Taste and Interests on Etsy
- Margaret Roberts, Brandon Stewart, Dustin Tingley and Edoardo Airoldi. The Structural Topic Model and Applied Social Science
- Christopher Johnson-Roberson and Matthew Johnson-Roberson. Temporal and Regional Variation in Rap Lyrics
- James Foulds and Padhraic Smyth. Robust Evaluation of Topic Models
- Thang Nguyen, Yuening Hu and Jordan Boyd-Graber. Evaluating Regularized Anchor Words
- Viet-An Nguyen, Jordan Boyd-Graber, Jonathan Chang and Philip Resnik. Tree-based Label Dependency Topic Models
- Arnim Bleier. Practical Collapsed Stochastic Variational Inference for the HDP
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