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» Theoretical Frameworks for Data Mining
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SGAI
2009
Springer
14 years 2 months ago
Parallel Rule Induction with Information Theoretic Pre-Pruning
In a world where data is captured on a large scale the major challenge for data mining algorithms is to be able to scale up to large datasets. There are two main approaches to indu...
Frederic T. Stahl, Max Bramer, Mo Adda
SIGMOD
2004
ACM
144views Database» more  SIGMOD 2004»
14 years 7 months ago
Information-Theoretic Tools for Mining Database Structure from Large Data Sets
Periklis Andritsos, Renée J. Miller, Panayi...
DAWAK
2004
Springer
14 years 1 months ago
Inductive Databases as Ranking
Abstract. Most of the research in data mining has been focused on developing novel algorithms for specific data mining tasks. However, finding the theoretical foundations of data...
Taneli Mielikäinen
GRC
2005
IEEE
14 years 1 months ago
Temporal granular logic for temporal data mining
— In this article, a formalism for a specific temporal data mining task (the discovery of rules, inferred from databases of events having a temporal dimension), is defined. The...
Paul Cotofrei, Kilian Stoffel
DMKD
2004
ACM
136views Data Mining» more  DMKD 2004»
14 years 1 months ago
Mining association rules with non-uniform privacy concerns
Privacy concerns have become an important issue in data mining. A popular way to preserve privacy is to randomize the dataset to be mined in a systematic way and mine the randomiz...
Yi Xia, Yirong Yang, Yun Chi