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… (More)
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Papers overview

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2018
2018
Despite the great advances made by deep learning in many machine learning problems, there is a relative dearth of deep learning… (More)
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2014
2014
Machine learning techniques have become very popular in the past decade for detecting nonlinear relations in large volumes of… (More)
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Highly Cited
2010
Highly Cited
2010
Detecting instances of unknown categories is an important task for a multitude of problems such as object recognition, event… (More)
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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… (More)
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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… (More)
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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… (More)
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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… (More)
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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… (More)
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Highly Cited
2001
Highly Cited
2001
 
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Highly Cited
2001
Highly Cited
2001
In the problem of one-class classification target objects should be distinguished from outlier objects. In this problem it is… (More)
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