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PKDD
2005
Springer
101views Data Mining» more  PKDD 2005»
15 years 9 months ago
A Random Method for Quantifying Changing Distributions in Data Streams
In applications such as fraud and intrusion detection, it is of great interest to measure the evolving trends in the data. We consider the problem of quantifying changes between tw...
Haixun Wang, Jian Pei
GFKL
2004
Springer
107views Data Mining» more  GFKL 2004»
15 years 9 months ago
Hierarchical Mixture Models for Nested Data Structures
A hierarchical extension of the finite mixture model is presented that can be used for the analysis of nested data structures. The model permits a simultaneous model-based cluster...
Jeroen K. Vermunt, Jay Magidson
PCM
2004
Springer
91views Multimedia» more  PCM 2004»
15 years 9 months ago
A Rapid Scheme for Slow-Motion Replay Segment Detection
Abstract. Efficient data mining for digital video has become increasingly important in recent years. In this paper, we present a new scheme for automatic detection of slow-motion r...
Wei-Hong Chuang, Dun-Yu Hsiao, Soo-Chang Pei, Home...
162
Voted
CPHYSICS
2006
124views more  CPHYSICS 2006»
15 years 4 months ago
Collision-free spatial hash functions for structural analysis of billion-vertex chemical bond networks
State-of-the-art molecular dynamics (MD) simulations generate massive datasets involving billion-vertex chemical bond networks, which makes data mining based on graph algorithms s...
Cheng Zhang, Bhupesh Bansal, Paulo S. Branicio, Ra...
144
Voted
DATAMINE
1998
106views more  DATAMINE 1998»
15 years 3 months ago
Discovering Robust Knowledge from Databases that Change
Many applications of knowledge discovery and data mining such as rule discovery for semantic query optimization, database integration and decision support, require the knowledge t...
Chun-Nan Hsu, Craig A. Knoblock