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Learnability Results for Elementary Formal Systems (Paperback)
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Learnability Results for Elementary Formal Systems (Paperback)
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Elementary formal systems are a kind of logic programs. We give a
comprehensive relationship model for a broad range of classes of
elementary formal systems (EFS) and Prolog Programs along with
their learnability results in the frameworks of learning in the
limit, learning from queries, learning from entailment, and
statistical framework of probably approximately correct (PAe
learning. The relationship model accompanies the proofs of
containment, partial containment, and/or incompatibilities present
among these classes. Further, we study exact learning of two
classes of Prolog programs (or equivalently elementary formal
systems) from entailment. These two classes, hereditary and
reductive, of Prolog programs without local variables contain many
useful programs such as add, append, lenght, merge, split, delete,
member, prefix, and suffix. We present an algorithm to exactly
learn hereditary and reductive Prolog programs and analyze it for
its correctness. Moreover, the algorithm learns hereditary Prolog
programs in polynomial time.
General
Imprint: |
VDM Verlag
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Country of origin: |
Germany |
Release date: |
March 2009 |
First published: |
March 2009 |
Authors: |
Shahid Hussain
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Dimensions: |
229 x 152 x 5mm (L x W x T) |
Format: |
Paperback - Trade
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Pages: |
80 |
ISBN-13: |
978-3-639-12201-5 |
Categories: |
Books >
Computing & IT >
General theory of computing >
General
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LSN: |
3-639-12201-1 |
Barcode: |
9783639122015 |
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