Augmenting Molecular Deep Generative Models with Topological Data Analysis Representations.
Yair SchiffVijil ChenthamarakshanSamuel C. HoffmanKarthikeyan Natesan RamamurthyPayel DasPublished in: ICASSP (2022)
Keyphrases
- generative model
- deep belief networks
- data analysis
- feature representations
- probabilistic model
- unsupervised learning
- deep learning
- hierarchical models
- visual patterns
- discriminative learning
- restricted boltzmann machine
- discriminative models
- hierarchical hidden markov models
- em algorithm
- mixture model
- topic models
- semi supervised
- machine learning
- data mining
- maximum entropy principle
- prior knowledge
- object categories
- conditional random fields
- hidden variables
- higher level
- expectation maximization
- higher order
- generative and discriminative models
- feature selection