We consider the problem of learning k-term DNF formulas using equivalence queries and incomplete membership queries as defined by Angluin and Slonim. We demonstrate the this model can be applied to non-monotone classes. Namely, we describe a polynomial algorithm that exactly identifies a k-term DNF formula with a k-term DNF hypothesis using incomplete membership queries and equivalence queries from the class of DNF formulas
AbstractA number of efficient learning algorithms achieve exact identification of an unknown functio...
A number of efficient learning algorithms achieve exact identification of an unknown function from s...
AbstractWe show that read-twice DNF formulas-Boolean formulas in disjunctive normal form in which ea...
AbstractThis paper presents an algorithm that uses equivalence and membership queries to learn the c...
A central topic in query learning is to determine which classes of Boolean formulas are efficiently ...
AbstractA central topic in query learning is to determine which classes of Boolean formulas are effi...
. We consider the exact learnability of subclasses of Boolean formulas from membership queries alone...
This note studies the learnability of the class k-term DNF with a bounded number of negations per ...
AbstractWe show the following: (a) For any ε>0, log(3+ε)n-term DNF cannot be polynomial-query learne...
AbstractA central topic in query learning is to determine which classes of Boolean formulas are effi...
Recently, Valiant introduced a computational model of learning, and gave a precice definition of lea...
We consider the exact learnability of subclasses of Boolean formulas from membership queries alone....
We consider exact learning of concepts using two types of query: extended equivalence queries, and m...
We consider the exact learnability of subclasses of Boolean formulas from membership queries alone...
AbstractThe learnability of the class of exclusive-or expansions based on monotone DNF formulas is i...
AbstractA number of efficient learning algorithms achieve exact identification of an unknown functio...
A number of efficient learning algorithms achieve exact identification of an unknown function from s...
AbstractWe show that read-twice DNF formulas-Boolean formulas in disjunctive normal form in which ea...
AbstractThis paper presents an algorithm that uses equivalence and membership queries to learn the c...
A central topic in query learning is to determine which classes of Boolean formulas are efficiently ...
AbstractA central topic in query learning is to determine which classes of Boolean formulas are effi...
. We consider the exact learnability of subclasses of Boolean formulas from membership queries alone...
This note studies the learnability of the class k-term DNF with a bounded number of negations per ...
AbstractWe show the following: (a) For any ε>0, log(3+ε)n-term DNF cannot be polynomial-query learne...
AbstractA central topic in query learning is to determine which classes of Boolean formulas are effi...
Recently, Valiant introduced a computational model of learning, and gave a precice definition of lea...
We consider the exact learnability of subclasses of Boolean formulas from membership queries alone....
We consider exact learning of concepts using two types of query: extended equivalence queries, and m...
We consider the exact learnability of subclasses of Boolean formulas from membership queries alone...
AbstractThe learnability of the class of exclusive-or expansions based on monotone DNF formulas is i...
AbstractA number of efficient learning algorithms achieve exact identification of an unknown functio...
A number of efficient learning algorithms achieve exact identification of an unknown function from s...
AbstractWe show that read-twice DNF formulas-Boolean formulas in disjunctive normal form in which ea...