A Generative Model with Network Regularization for Semi-Supervised Collective Classification.
Ruichao ShiQingyao WuYunming YeShen-Shyang HoPublished in: SDM (2014)
Keyphrases
- generative model
- semi supervised
- collective classification
- label information
- semi supervised learning
- link prediction
- probabilistic model
- statistical relational learning
- spam filtering
- markov networks
- relational data
- pairwise
- labeled data
- unsupervised learning
- unlabeled data
- graphical models
- conditional random fields
- prior knowledge
- discriminative learning
- active learning
- posterior probability
- em algorithm
- sentiment analysis
- data sets
- pairwise constraints
- markov chain monte carlo
- supervised learning
- hidden variables
- latent dirichlet allocation
- bayesian framework
- natural language processing
- network structure
- topic models
- probability distribution
- multi label