Bias-Variance Trade-Off in Hierarchical Probabilistic Models Using Higher-Order Feature Interactions.
Simon LuoMahito SugiyamaPublished in: AAAI (2019)
Keyphrases
- bias variance
- trade off
- probabilistic model
- higher order
- feature interactions
- conditional random fields
- bias variance decomposition
- graphical models
- pairwise
- generative model
- markov random field
- high order
- natural images
- expectation maximization
- bias variance analysis
- latent variables
- machine learning
- lambda calculus
- language model
- bayesian networks
- maximum likelihood
- low variance
- hidden markov models
- information retrieval