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Semi-Supervised Learning

Olivier Chapelle, Bernhard Scholkopf, and Alexander Zien (eds)

Published in print:
2006
Published Online:
August 2013
ISBN:
9780262033589
eISBN:
9780262255899
Item type:
book
Publisher:
The MIT Press
DOI:
10.7551/mitpress/9780262033589.001.0001
Subject:
Computer Science, Machine Learning

In the field of machine learning, semi-supervised learning (SSL) occupies the middle ground, between supervised learning (in which all training examples are labeled) and unsupervised learning (in ... More


Semi-Supervised Protein Classification Using Cluster Kernels

Weston Jason, Leslie Christina, Ie Eugene, and Noble William Stafford

in Semi-Supervised Learning

Published in print:
2006
Published Online:
August 2013
ISBN:
9780262033589
eISBN:
9780262255899
Item type:
chapter
Publisher:
The MIT Press
DOI:
10.7551/mitpress/9780262033589.003.0019
Subject:
Computer Science, Machine Learning

This chapter describes an experimental study of large-scale semi-supervised learning for the problem of protein classification. The protein classification problem, a central problem in computational ... More


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