Hi all,
For our second meeting, we will discuss the attached paper and I'll host
the discussion.
The meeting will take place in Room 349 on Monday, November 13th at noon.
The problem of identifying an unknown regular set from examples of its
members
and nonmembers is addressed. It is assumed that the regular set is
presented by
a minimally adequate Teacher, which can answer membership queries about the
set
and can also test a conjecture and indicate whether it is equal to the
unknown
set and provide a counterexample if not. (A counterexample is a string in
the
symmetric difference of the correct set and the conjectured set.) A learning
algorithm L^* is described that correctly learns any regular set from any
minimally adequate Teacher in time polynomial in the number of states of the
minimum DFA for the set and the maximum length of any counterexample
provided
by the Teacher. It is shown that in a stochastic setting the ability of the
Teacher to test conjectures may be replaced by a random sampling oracle,
EX( ).
A polynomial-time learning algorithm is shown for a particular problem of
context-free language identification.
See you,
Pierre.