More efficient PAC-learning of DNF with membership queries under the uniform distribution.
Nader H. BshoutyJeffrey C. JacksonChristino TamonPublished in: J. Comput. Syst. Sci. (2004)
Keyphrases
- uniform distribution
- pac learning
- membership queries
- boolean functions
- computational learning theory
- target concept
- efficient learning
- agnostic learning
- exact learning
- dnf formulas
- monotone boolean functions
- concept classes
- term dnf
- equivalence queries
- classification noise
- monotone dnf
- learning algorithm
- concept class
- attribute efficient learning
- mistake bound
- decision lists
- statistical queries
- remains np hard
- version space
- learning theory
- sample size
- model selection