111 search results - page 1 / 23 » Enhancing Density-Based Data Reduction Using Entropy |
NECO
2006
13 years 6 months ago
2006
IBPRIA
2007
Springer
13 years 7 months ago
2007
Springer
In this paper we present a non parametric density-based data reduction technique designed to be used in robust parameter estimation problems. Existing approaches are focused on red...
ICDE
2012
IEEE
11 years 8 months ago
2012
IEEE
—Outlier mining is a major task in data analysis. Outliers are objects that highly deviate from regular objects in their local neighborhood. Density-based outlier ranking methods...
FUIN
2002
13 years 5 months ago
2002
We use information entropy measure to extend the rough set based notion of a reduct. We introduce the Approximate Entropy Reduction Principle (AERP). It states that any simplificat...
SAC
2010
ACM
13 years 4 months ago
2010
ACM
Problems involving high-dimensional data, such as pattern recognition, image analysis, and gene clustering, often require a preliminary step of dimension reduction before or durin...