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DIS
2004
Springer
14 years 3 months ago
Privacy Problems with Anonymized Transaction Databases
In this paper we consider privacy problems with anonymized transaction databases, i.e., transaction databases where the items are renamed in order to hide sensitive information. In...
Taneli Mielikäinen
DIS
2004
Springer
14 years 1 months ago
Generating AVTs Using GA for Learning Decision Tree Classifiers with Missing Data
Abstract. Attribute value taxonomies (AVTs) have been used to perform AVT-guided decision tree learning on partially or totally missing data. In many cases, user-supplied AVTs are ...
Jinu Joo, Jun Zhang 0002, Jihoon Yang, Vasant Hona...
DIS
2004
Springer
14 years 3 months ago
Extracting Minimal and Closed Monotone DNF Formulas
Abstract. In this paper, first we introduce minimal and closed monotone DNF formulas as extensions of maximal and closed itemsets. Next, by incorporating the algorithm dnf cover d...
Yoshikazu Shima, Shinji Mitsuishi, Kouichi Hirata,...
GECCO
2004
Springer
14 years 3 months ago
Distributed Constraint Satisfaction, Restricted Recombination, and Hybrid Genetic Search
In this paper, we present simple and genetic forms of an evolutionary paradigm known as a society of hill-climbers (SoHC). We compare these simple and genetic SoHCs on a test suite...
Gerry V. Dozier, Hurley Cunningham, Winard Britt, ...
DIS
2004
Springer
14 years 3 months ago
Mining Noisy Data Streams via a Discriminative Model
The two main challenges typically associated with mining data streams are concept drift and data contamination. To address these challenges, we seek learning techniques and models ...
Fang Chu, Yizhou Wang, Carlo Zaniolo