Bias-Variance Trade-Off in Hierarchical Probabilistic Models Using Higher-Order Feature Interactions.
Simon LuoMahito SugiyamaPublished in: CoRR (2019)
Keyphrases
- bias variance
- trade off
- higher order
- probabilistic model
- feature interactions
- conditional random fields
- bias variance decomposition
- graphical models
- high order
- latent variables
- pairwise
- markov random field
- language model
- natural images
- expectation maximization
- bias variance analysis
- hidden variables
- generative model
- hierarchical structure
- low variance
- data sets
- data analysis
- unsupervised learning
- machine learning