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111
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KDD
1998
ACM
185views Data Mining» more  KDD 1998»
15 years 8 months ago
Toward Scalable Learning with Non-Uniform Class and Cost Distributions: A Case Study in Credit Card Fraud Detection
Verylarge databases with skewedclass distributions and non-unlformcost per error are not uncommonin real-world data mining tasks. Wedevised a multi-classifier meta-learningapproac...
Philip K. Chan, Salvatore J. Stolfo
112
Voted
KDD
1997
ACM
131views Data Mining» more  KDD 1997»
15 years 8 months ago
Discovery of Actionable Patterns in Databases: The Action Hierarchy Approach
An approach to defining actionability as a measure of interestingness of patterns is proposed. This approach is based on the concept of an action hierarchy which is defined as a t...
Gediminas Adomavicius, Alexander Tuzhilin
SLOGICA
2010
105views more  SLOGICA 2010»
14 years 10 months ago
Monadic Bounded Algebras
Galym Akishev, Robert Goldblatt
AI
2007
Springer
15 years 7 months ago
ICS: An Interactive Classification System
Abstract. Interactive data mining focuses on efficient and effective humancomputer interactions for data analysis purposes. An interactive system is an integration of a human user ...
Yan Zhao, Yiyu Yao, Mingwu Yan
150
Voted
SDM
2004
SIAM
271views Data Mining» more  SDM 2004»
15 years 5 months ago
A Foundational Approach to Mining Itemset Utilities from Databases
Most approaches to mining association rules implicitly consider the utilities of the itemsets to be equal. We assume that the utilities of itemsets may differ, and identify the hi...
Hong Yao, Howard J. Hamilton, Cory J. Butz