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» An Algebraic Approach to Data Mining: Some Examples
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KDD
1998
ACM
129views Data Mining» more  KDD 1998»
15 years 10 months ago
Data Reduction Based on Hyper Relations
Data reduction makes datasets smaller but preserves classication structures of interest. It is an important area of research in data mining and databases. In this paper we present...
Hui Wang, Ivo Düntsch, David A. Bell
ICDM
2006
IEEE
182views Data Mining» more  ICDM 2006»
16 years 6 days ago
Active Learning to Maximize Area Under the ROC Curve
In active learning, a machine learning algorithm is given an unlabeled set of examples U, and is allowed to request labels for a relatively small subset of U to use for training. ...
Matt Culver, Kun Deng, Stephen D. Scott
DMIN
2009
142views Data Mining» more  DMIN 2009»
15 years 4 months ago
Action Selection in Customer Value Optimization: An Approach Based on Covariate-Dependent Markov Decision Processes
Typical methods in CRM marketing include action selection on the basis of Markov Decision Processes with fixed transition probabilities on the one hand, and scoring customers separ...
Angi Roesch, Harald Schmidbauer
ICDM
2008
IEEE
102views Data Mining» more  ICDM 2008»
16 years 18 days ago
A Non-parametric Semi-supervised Discretization Method
Semi-supervised classification methods aim to exploit labelled and unlabelled examples to train a predictive model. Most of these approaches make assumptions on the distribution ...
Alexis Bondu, Marc Boullé, Vincent Lemaire,...
ICDM
2007
IEEE
109views Data Mining» more  ICDM 2007»
16 years 14 days ago
Language-Independent Set Expansion of Named Entities Using the Web
Set expansion refers to expanding a given partial set of objects into a more complete set. A well-known example system that does set expansion using the web is Google Sets. In thi...
Richard C. Wang, William W. Cohen