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» On string classification in data streams
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GECCO
2006
Springer
133views Optimization» more  GECCO 2006»
13 years 9 months ago
String transformation-based Bayesian classification or proteins
We describe a Markov chain Bayesian classification tool, SCS, that can perform data-driven classification of proteins and protein segments. Training data for interesting classific...
Timothy Meekhof, Gary W. Daughdrill, Robert B. Hec...
ICDE
2008
IEEE
195views Database» more  ICDE 2008»
14 years 6 months ago
LOCUST: An Online Analytical Processing Framework for High Dimensional Classification of Data Streams
Abstract-- In recent years, data streams have become ubiquitous because of advances in hardware and software technology. The ability to adapt conventional mining problems to data s...
Charu C. Aggarwal, Philip S. Yu
TFS
2008
124views more  TFS 2008»
13 years 5 months ago
Evolving Fuzzy-Rule-Based Classifiers From Data Streams
Abstract--A new approach to the online classification of streaming data is introduced in this paper. It is based on a selfdeveloping (evolving) fuzzy-rule-based (FRB) classifier sy...
Plamen P. Angelov, Xiaowei Zhou
PKDD
2010
Springer
183views Data Mining» more  PKDD 2010»
13 years 3 months ago
Classification and Novel Class Detection of Data Streams in a Dynamic Feature Space
Data stream classification poses many challenges, most of which are not addressed by the state-of-the-art. We present DXMiner, which addresses four major challenges to data stream ...
Mohammad M. Masud, Qing Chen, Jing Gao, Latifur Kh...
ADMA
2005
Springer
134views Data Mining» more  ADMA 2005»
13 years 7 months ago
An LZ78 Based String Kernel
We develop the notion of normalized information distance (NID) [7] into a kernel distance suitable for use with a Support Vector Machine classifier, and demonstrate its use for an...
Ming Li, Ronan Sleep