Phase Transitions for the Uniform Distribution in the PML Problem and its Bethe Approximation.
Chun Lam ChanWinston FernandesNavin KashyapManjunath KrishnapurPublished in: CoRR (2015)
Keyphrases
- uniform distribution
- phase transition
- term dnf
- agnostic learning
- constraint satisfaction
- random constraint satisfaction problems
- boolean functions
- pac learning
- satisfiability problem
- target concept
- randomly generated
- free energy
- random instances
- monotone boolean functions
- np complete
- membership queries
- hard problems
- approximation algorithms
- cellular automata
- relational learning
- np complete problems
- statistical queries
- remains np hard
- sat problem
- upper bound
- constraint satisfaction problems
- model selection
- np hard
- search space
- search algorithm