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IJCPOL
2008
53views more  IJCPOL 2008»
13 years 5 months ago
Mining Live Transliterations Using Incremental Learning Algorithms
Haizhou Li, Jin-Shea Kuo, Jian Su, Chih-Lung Lin
SAC
2006
ACM
13 years 11 months ago
Discretization from data streams: applications to histograms and data mining
Abstract. In this paper we propose a new method to perform incremental discretization. The basic idea is to perform the task in two layers. The first layer receives the sequence o...
João Gama, Carlos Pinto
PAMI
2006
127views more  PAMI 2006»
13 years 5 months ago
Incremental Nonlinear Dimensionality Reduction by Manifold Learning
Understanding the structure of multidimensional patterns, especially in unsupervised case, is of fundamental importance in data mining, pattern recognition and machine learning. Se...
Martin H. C. Law, Anil K. Jain
ISCI
1998
139views more  ISCI 1998»
13 years 4 months ago
A Rough Set Approach to Attribute Generalization in Data Mining
This paper presents a method for updating approximations of a concept incrementally. The results can be used to implement a quasi-incremental algorithm for learning classification...
Chien-Chung Chan
KDD
2008
ACM
119views Data Mining» more  KDD 2008»
14 years 5 months ago
SAIL: summation-based incremental learning for information-theoretic clustering
Information-theoretic clustering aims to exploit information theoretic measures as the clustering criteria. A common practice on this topic is so-called INFO-K-means, which perfor...
Junjie Wu, Hui Xiong, Jian Chen