# Table of Contents

# Methods #

- Statistical inference
- Matrix factorization methods
- NMF
- TF-IDF weighted bag of words -> NMF with SVD initialization.

- NMF
- Network-based approaches
- Continuous embedding approaches: Embedded topic model

## Visualization #

## Evaluation #

- Evaluation Methods for Topic Models
- Optimizing semantic coherence in topic models
- https://www.quora.com/What-are-good-ways-of-evaluating-the-topics-generated-by-running-LDA-on-a-corpus
- America's Next Topic Model at PyData Berlin August 2016

# Tools #

- http://radimrehurek.com/gensim/
- Termite: Visualization Techniques for Assessing Textual Topic Models

# Twitter #

- Unsupervised Modeling of Twitter Conversations
- Characterizing Microblogs with Topic Models
- TwitterRank: finding topic-sensitive influential twitterers
- Large-Scale High-Precision Topic Modeling on Twitter by Twitter people.

# Science #

# Articles #

- Topic modeling with network regularization
- Connections between the lines: augmenting social networks with text
- Hierarchical relational models for document networks
- Topic-link LDA: joint models of topic and author community
- iTopicModel: Information Network-Integrated Topic Modeling
- Named entity mining from click-through data using weakly supervised latent dirichlet allocation
- Detecting topic evolution in scientific literature: how can citations help?
- Multirelational Topic Models
- Gibbs Sampling for Logistic Normal Topic Models with Graph-Based Priors
- Coauthor Network Topic Models with Application to Expert Finding
- Hierarchical Topic-Based Communities Construction for Authors in a Literature Database
- The web of topics: discovering the topology of topic evolution in a corpus
- Topic Models Conditioned on Relations
- Inferring the Diffusion and Evolution of Topics in Social Communities

# References #

# Incoming Links #

## Related Articles (Article 0) #

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