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» Crime Data Mining: A General Framework and Some Examples
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AUSDM
2007
Springer
110views Data Mining» more  AUSDM 2007»
15 years 3 months ago
Adaptive Spike Detection for Resilient Data Stream Mining
Automated adversarial detection systems can fail when under attack by adversaries. As part of a resilient data stream mining system to reduce the possibility of such failure, adap...
Clifton Phua, Kate Smith-Miles, Vincent C. S. Lee,...
JMLR
2006
186views more  JMLR 2006»
14 years 9 months ago
Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples
We propose a family of learning algorithms based on a new form of regularization that allows us to exploit the geometry of the marginal distribution. We focus on a semi-supervised...
Mikhail Belkin, Partha Niyogi, Vikas Sindhwani
KDD
2004
ACM
110views Data Mining» more  KDD 2004»
15 years 10 months ago
Generalizing the notion of support
The goal of this paper is to show that generalizing the notion of support can be useful in extending association analysis to non-traditional types of patterns and non-binary data....
Michael Steinbach, Pang-Ning Tan, Hui Xiong, Vipin...
68
Voted
ANOR
2010
135views more  ANOR 2010»
14 years 9 months ago
A framework of irregularity enlightenment for data pre-processing in data mining
Abstract Irregularities are widespread in large databases and often lead to erroneous conclusions with respect to data mining and statistical analysis. For example, considerable bi...
Siu-Tong Au, Rong Duan, Siamak G. Hesar, Wei Jiang
71
Voted
IPPS
2003
IEEE
15 years 2 months ago
A General Framework for Searching in Distributed Data Repositories
This paper proposes a general framework for searching large distributed repositories. Examples of such repositories include sites with music/video content, distributed digital lib...
Spiridon Bakiras, Panos Kalnis, Thanasis Loukopoul...