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» The Performance Potential of Data Dependence Speculation
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111
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BMCBI
2006
94views more  BMCBI 2006»
15 years 16 days ago
Noise-injected neural networks show promise for use on small-sample expression data
Background: Overfitting the data is a salient issue for classifier design in small-sample settings. This is why selecting a classifier from a constrained family of classifiers, on...
Jianping Hua, James Lowey, Zixiang Xiong, Edward R...
100
Voted
UAI
2000
15 years 1 months ago
A Decision Theoretic Approach to Targeted Advertising
A simple advertising strategy that can be used to help increase sales of a product is to mail out special o ers to selected potential customers. Because there is a cost associated...
David Maxwell Chickering, David Heckerman
KDD
2007
ACM
165views Data Mining» more  KDD 2007»
16 years 26 days ago
Finding low-entropy sets and trees from binary data
The discovery of subsets with special properties from binary data has been one of the key themes in pattern discovery. Pattern classes such as frequent itemsets stress the co-occu...
Eino Hinkkanen, Hannes Heikinheimo, Heikki Mannila...
130
Voted
ICML
2000
IEEE
16 years 1 months ago
Discovering Homogeneous Regions in Spatial Data through Competition
If all features causing heterogeneity were observed, a mixture of experts approach (Jacobs et al., 1991) is likely to be superior to using a single model. When unobserved or very n...
Slobodan Vucetic, Zoran Obradovic
102
Voted
ICDE
2007
IEEE
107views Database» more  ICDE 2007»
15 years 6 months ago
An Integrated Platform for Spatial Data Mining within a GIS Environment
The strength of GIS is in providing a rich data infrastructure for combining disparate data in meaningful ways by using a spatial arrangement (e.g., proximity). As a toolbox, a GI...
Annalisa Appice, Antonietta Lanza, Donato Malerba