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DATAMINE
1998
106views more  DATAMINE 1998»
13 years 4 months ago
Discovering Robust Knowledge from Databases that Change
Many applications of knowledge discovery and data mining such as rule discovery for semantic query optimization, database integration and decision support, require the knowledge t...
Chun-Nan Hsu, Craig A. Knoblock
DATAMINE
1998
96views more  DATAMINE 1998»
13 years 4 months ago
Real-world Data is Dirty: Data Cleansing and The Merge/Purge Problem
Mauricio A. Hernández, Salvatore J. Stolfo
DATAMINE
1998
249views more  DATAMINE 1998»
13 years 4 months ago
Automatic Construction of Decision Trees from Data: A Multi-Disciplinary Survey
Decision trees have proved to be valuable tools for the description, classi cation and generalizationof data. Work on constructingdecisiontrees from data exists in multiplediscipli...
Sreerama K. Murthy
DATAMINE
1998
126views more  DATAMINE 1998»
13 years 4 months ago
An Extension to SQL for Mining Association Rules
Data mining evolved as a collection of applicative problems and efficient solution algorithms relative to rather peculiar problems, all focused on the discovery of relevant infor...
Rosa Meo, Giuseppe Psaila, Stefano Ceri
DATAMINE
1998
145views more  DATAMINE 1998»
13 years 4 months ago
A Tutorial on Support Vector Machines for Pattern Recognition
The tutorial starts with an overview of the concepts of VC dimension and structural risk minimization. We then describe linear Support Vector Machines (SVMs) for separable and non-...
Christopher J. C. Burges
DATAMINE
1998
175views more  DATAMINE 1998»
13 years 4 months ago
A Microeconomic View of Data Mining
We present a rigorous framework, based on optimization, for evaluating data mining operations such as associations and clustering, in terms of their utility in decisionmaking. Thi...
Jon M. Kleinberg, Christos H. Papadimitriou, Prabh...