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KDD
2004
ACM
126views Data Mining» more  KDD 2004»
14 years 12 months ago
Dense itemsets
Frequent itemset mining has been the subject of a lot of work in data mining research ever since association rules were introduced. In this paper we address a problem with frequen...
Heikki Mannila, Jouni K. Seppänen
KDD
2004
ACM
132views Data Mining» more  KDD 2004»
14 years 12 months ago
Privacy preserving regression modelling via distributed computation
Reluctance of data owners to share their possibly confidential or proprietary data with others who own related databases is a serious impediment to conducting a mutually beneficia...
Ashish P. Sanil, Alan F. Karr, Xiaodong Lin, Jerom...
KDD
2004
ACM
126views Data Mining» more  KDD 2004»
14 years 12 months ago
Turning CARTwheels: an alternating algorithm for mining redescriptions
We present an unusual algorithm involving classification trees-CARTwheels--where two trees are grown in opposite directions so that they are joined at their leaves. This approach ...
Naren Ramakrishnan, Deept Kumar, Bud Mishra, Malco...
KDD
2004
ACM
109views Data Mining» more  KDD 2004»
14 years 12 months ago
Identifying early buyers from purchase data
Market research has shown that consumers exhibit a variety of different purchasing behaviors; specifically, some tend to purchase products earlier than other consumers. Identifyin...
Paat Rusmevichientong, Shenghuo Zhu, David Selinge...
KDD
2004
ACM
164views Data Mining» more  KDD 2004»
14 years 12 months ago
Cluster-based concept invention for statistical relational learning
We use clustering to derive new relations which augment database schema used in automatic generation of predictive features in statistical relational learning. Clustering improves...
Alexandrin Popescul, Lyle H. Ungar
KDD
2004
ACM
124views Data Mining» more  KDD 2004»
14 years 12 months ago
Automatic multimedia cross-modal correlation discovery
Given an image (or video clip, or audio song), how do we automatically assign keywords to it? The general problem is to find correlations across the media in a collection of multi...
Jia-Yu Pan, Hyung-Jeong Yang, Christos Faloutsos, ...
KDD
2004
ACM
148views Data Mining» more  KDD 2004»
14 years 12 months ago
A quickstart in frequent structure mining can make a difference
Siegfried Nijssen, Joost N. Kok
KDD
2004
ACM
111views Data Mining» more  KDD 2004»
14 years 12 months ago
Rapid detection of significant spatial clusters
Daniel B. Neill, Andrew W. Moore
KDD
2004
ACM
139views Data Mining» more  KDD 2004»
14 years 12 months ago
Machine learning for online query relaxation
In this paper we provide a fast, data-driven solution to the failing query problem: given a query that returns an empty answer, how can one relax the query's constraints so t...
Ion Muslea