Cost-Sensitive Online Classification

Both cost-sensitive classification and online learning have been extensively studied in data mining and machine learning communities, respectively. However, very limited study addresses an important intersecting problem, that is, "Cost-Sensitive Online Classification". In this paper, we fo...

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Bibliographic Details
Published in:	IEEE transactions on knowledge and data engineering Vol. 26; no. 10; pp. 2425 - 2438
Main Authors:	Jialei Wang, Peilin Zhao, Hoi, Steven C. H.
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.10.2014 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Accuracy Algorithms Classification Data mining Fasteners Heuristic Indexes Machine learning Mining methods and algorithms Prediction algorithms Sensitivity Weight measurement online gradient descent Cost-sensitive classification online anomaly detection online learning
ISSN:	1041-4347, 1558-2191
Online Access:	Get full text
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