The Consistency Dimension and Distribution-dependent Learning from Queries (extended Abstract with Appendices)

We prove a new combinatorial characterization of polynomial learnability from equivalence queries, and state some of its consequences relating the learnability of a class with the learnabil-ity via equivalence and membership queries of its subclasses obtained by restricting the instance space. Then we propose and study two models of query learning in which… (More)