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PRL
2006
121views more  PRL 2006»
14 years 11 months ago
Information-preserving hybrid data reduction based on fuzzy-rough techniques
Data reduction plays an important role in machine learning and pattern recognition with a high-dimensional data. In real-world applications data usually exists with hybrid formats...
Qinghua Hu, Daren Yu, Zongxia Xie
ISCI
2008
124views more  ISCI 2008»
14 years 11 months ago
A weighted rough set based method developed for class imbalance learning
In this paper, we introduce weights into Pawlak rough set model to balance the class distribution of a data set and develop a weighted rough set based method to deal with the clas...
Jinfu Liu, Qinghua Hu, Daren Yu
CC
1998
Springer
134views System Software» more  CC 1998»
15 years 4 months ago
Flow Logics for Constraint Based Analysis
Abstract. Flow logic offers a compact and versatile notation for expressing the acceptability of solutions to program analysis problems. In contrast to previous logical formulation...
Hanne Riis Nielson, Flemming Nielson
KDD
1997
ACM
104views Data Mining» more  KDD 1997»
15 years 4 months ago
Proposal and Empirical Comparison of a Parallelizable Distance-Based Discretization Method
Many classification algorithms are designed to work with datasets that contain only discrete attributes. Discretization is the process of converting the continuous attributes of ...
Jesús Cerquides, Ramon López de M&aa...
IADT
1998
147views more  IADT 1998»
15 years 1 months ago
Content-Based Retrieval of Musical Scores in an Object-Oriented Database System
: The aim of this work is to present the Musical Score as a new attribute characteristic in an object-oriented database. It defines a new data type for attributes that can be assoc...
Marisa Beck Figueiredo, Caetano Traina Jr., Agma J...