Title
A Dataset Decomposition Approach to Data Mining and Machine Discovery
Abstract
We present a novel data mining approach basedon decomposition. In order to analyze a givendataset, the method decomposes it to a hierarchyof smaller and less complex datasets that canbe analyzed independently. The method is experimentallyevaluated on a real-world housingloans allocation dataset, showing that the decompositioncan (1) discover meaningful intermediateconcepts, (2) decompose a relatively complexdataset to datasets that are easy to analyze andcomprehend, and (3) derive a...
Year
Venue
Keywords
1997
KDD
data mining
Field
DocType
Citations 
Data mining,Computer science,Machine discovery,Human interaction,Artificial intelligence,Hierarchy,Classifier (linguistics),Machine learning
Conference
5
PageRank 
References 
Authors
0.57
5
4
Name
Order
Citations
PageRank
Blaz Zupan11277102.37
Marko Bohanec233448.69
Ivan Bratko31526405.03
Bojan Cestnik4716262.57