This site has been permanently archived. This is a static copy provided by the University of Southampton.
TY - GEN
ID - cogprints2890
UR - http://cogprints.org/2890/
A1 - Turney, Peter
Y1 - 1995///
N2 - The Inductive Logic Programming community has considered
proof-complexity and model-complexity, but, until recently,
size-complexity has received little attention. Recently a
challenge was issued "to the international computing community"
to discover low size-complexity Prolog programs for classifying
trains. The challenge was based on a problem first proposed by
Ryszard Michalski, 20 years ago. We interpreted the challenge
as a problem in cost-sensitive classification and we applied a
recently developed cost-sensitive classifier to the competition.
Our algorithm was relatively successful (we won a prize). This
paper presents our algorithm and analyzes the results of the
competition.
TI - Low Size-Complexity Inductive Logic Programming:
The East-West Challenge Considered as a Problem in
Cost-Sensitive Classification
SP - 247
AV - public
EP - 263
ER -