Chow-Liu++: Optimal Prediction-Centric Learning of Tree Ising Models.
Enric Boix-AdseràGuy BreslerFrederic KoehlerPublished in: FOCS (2022)
Keyphrases
- active learning
- learning algorithm
- knowledge acquisition
- learning models
- learning rules
- probabilistic model
- predictive model
- statistical models
- machine learning algorithms
- inductive inference
- prediction model
- bayesian framework
- structured prediction
- radial basis function network
- learned models
- parameter estimation
- accurate models
- model selection
- prior knowledge
- tree models
- binary search trees
- hidden variables
- learning tasks
- learning systems
- prediction accuracy
- generative model
- online learning
- markov random field