Augmenting Molecular Deep Generative Models with Topological Data Analysis Representations.
Yair SchiffVijil ChenthamarakshanSamuel C. HoffmanKarthikeyan Natesan RamamurthyPayel DasPublished in: CoRR (2021)
Keyphrases
- generative model
- deep belief networks
- data analysis
- feature representations
- probabilistic model
- deep learning
- mixture model
- unsupervised learning
- visual patterns
- em algorithm
- hierarchical hidden markov models
- hierarchical models
- discriminative models
- machine learning
- prior knowledge
- object categories
- semi supervised
- topic models
- discriminative learning
- maximum entropy principle
- data mining
- expectation maximization
- conditional random fields
- representational power
- restricted boltzmann machine
- supervised learning
- generative and discriminative models
- discriminative methods
- similarity measure
- higher level
- higher order
- hidden variables
- semi supervised learning
- image representation