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One-class classification

Known as: PU, PU learning, Unary classification 
In machine learning, one-class classification, also known as unary classification, tries to identify objects of a specific class amongst all objects… Expand
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Papers overview

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Review
2019
Review
2019
Many online applications, such as online social networks or knowledge bases, are often attacked by malicious users who commit… Expand
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Highly Cited
2018
Highly Cited
2018
Despite the great advances made by deep learning in many machine learning problems, there is a relative dearth of deep learning… Expand
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Highly Cited
2008
Highly Cited
2008
One-class classification has important applications such as outlier and novelty detection. It is commonly tackled using density… Expand
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Highly Cited
2007
Highly Cited
2007
Remote sensing is a major source of land-cover information. Commonly, interest focuses on a single land-cover class. Although a… Expand
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Highly Cited
2004
Highly Cited
2004
In the authorship verification problem, we are given examples of the writing of a single author and are asked to determine if… Expand
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Highly Cited
2002
Highly Cited
2002
We show via an equivalence of mathematical programs that a support vector (SV) algorithm can be translated into an equivalent… Expand
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Highly Cited
2001
Highly Cited
2001
We implemented versions of the SVM appropriate for one-class classification in the context of information retrieval. The… Expand
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Highly Cited
2001
Highly Cited
2001
 
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Highly Cited
2001
Highly Cited
2001
In one-class classification, one class of data, called the target class, has to be distinguished from the rest of the feature… Expand
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Highly Cited
1990
Highly Cited
1990
Note: Includes bibliographical references and index.- Diskette v 2.04, 3.5'' (720k) for IBM PC, PS/2 and compatibles [DOS… Expand
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