A read-once formula is a boolean formula in which each variable occurs at most once. Such formulas are also called mu-formulas or boolean trees. This paper treats the problem of exactly identifying an unknown read-once formula using specific kinds of queries.
The main results are a polynomial time algorithm for exact identification of monotone read-once formulas using only membership queries, and a polynomial time algorithm for exact identification of general read-once formulas using equivalence and membership queries (a protocol based on the notion of a minimally adequate teacher). Our results improve on Valiant's previous results for read-once formulas. We also show that no polynomial time algorithm using only membership queries or only equivalence queries can exactly identify all read-once formulas.
Title
Learning Read-Once Formulas with Queries
Published
1989-08-01
Full Collection Name
Electrical Engineering & Computer Sciences Technical Reports
Other Identifiers
CSD-89-528
Type
Text
Extent
27 p
Archive
The Engineering Library
Usage Statement
Researchers may make free and open use of the UC Berkeley Library’s digitized public domain materials. However, some materials in our online collections may be protected by U.S. copyright law (Title 17, U.S.C.). Use or reproduction of materials protected by copyright beyond that allowed by fair use (Title 17, U.S.C. § 107) requires permission from the copyright owners. The use or reproduction of some materials may also be restricted by terms of University of California gift or purchase agreements, privacy and publicity rights, or trademark law. Responsibility for determining rights status and permissibility of any use or reproduction rests exclusively with the researcher. To learn more or make inquiries, please see our permissions policies (https://www.lib.berkeley.edu/about/permissions-policies).