Using logical decision trees for clustering
Author(s) -
Luc De Raedt,
Hendrik Blockeel
Publication year - 1997
Publication title -
lecture notes in computer science
Language(s) - English
Resource type - Book series
SCImago Journal Rank - 0.249
H-Index - 400
eISSN - 1611-3349
pISSN - 0302-9743
ISBN - 3-540-63514-9
DOI - 10.1007/3540635149_41
Subject(s) - computer science , cluster analysis , formalism (music) , conceptual clustering , decision tree , artificial intelligence , data mining , theoretical computer science , fuzzy clustering , canopy clustering algorithm , art , musical , visual arts
A novel first order clustering system, called C 0.5, is presented. It inherits its logical decision tree formalism from the TILDE system, but instead of using class information to guide the search, it employs the principles of instance based learning in order to perform clustering.Various experiments are discussed, which show the promise of the approach.status: publishe
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