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Support vector machine
Known as:
SVC
, Svm (learning)
, Support Vector Machines
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In machine learning, support vector machines (SVMs, also support vector networks) are supervised learning models with associated learning algorithms…
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Related topics
Related topics
50 relations
AdaBoost
Bayesian optimization
Classifier chains
Computational learning theory
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Papers overview
Semantic Scholar uses AI to extract papers important to this topic.
Highly Cited
2011
Highly Cited
2011
LIBSVM: A library for support vector machines
Chih-Chung Chang
,
Chih-Jen Lin
TIST
2011
Corpus ID: 961425
LIBSVM is a library for Support Vector Machines (SVMs). We have been actively developing this package since the year 2000. The…
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Highly Cited
2008
Highly Cited
2008
Support Vector Machines
Ingo Steinwart
,
A. Christmann
Information science and statistics
2008
Corpus ID: 661123
This book explains the principles that make support vector machines (SVMs) a successful modelling and prediction tool for a…
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Highly Cited
2004
Highly Cited
2004
Support-Vector Networks
Corinna Cortes
,
V. Vapnik
Machine Learning
2004
Corpus ID: 52874011
The support-vector network is a new learning machine for two-group classification problems. The machine conceptually implements…
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Highly Cited
2004
Highly Cited
2004
Support-vector networks
Corinna Cortes
,
V. Vapnik
Machine Learning
2004
Corpus ID: 206787478
Thesupport-vector network is a new learning machine for two-group classification problems. The machine conceptually implements…
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Highly Cited
2001
Highly Cited
2001
Support Vector Machine Active Learning with Applications to Text Classification
Simon Tong
,
D. Koller
J. Mach. Learn. Res.
2001
Corpus ID: 7806109
Support vector machines have met with significant success in numerous real-world learning tasks. However, like most machine…
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Highly Cited
2000
Highly Cited
2000
An Introduction to Support Vector Machines and Other Kernel-based Learning Methods
N. Cristianini
,
J. Shawe-Taylor
2000
Corpus ID: 14727192
From the publisher: This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning…
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Highly Cited
1999
Highly Cited
1999
Advances in kernel methods: support vector learning
B. Schölkopf
,
C. Burges
,
Alex Smola
1999
Corpus ID: 60502900
Introduction to support vector learning roadmap. Part 1 Theory: three remarks on the support vector method of function estimation…
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Highly Cited
1998
Highly Cited
1998
Text Categorization with Support Vector Machines: Learning with Many Relevant Features
T. Joachims
ECML
1998
Corpus ID: 2427083
This paper explores the use of Support Vector Machines (SVMs) for learning text classifiers from examples. It analyzes the…
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Review
1998
Review
1998
Trends & Controversies: Support Vector Machines
Marti A. Hearst
IEEE Intell. Syst.
1998
Corpus ID: 206447772
My first exposure to Support Vector Machines came this spring when heard Sue Dumais present impressive results on text…
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Highly Cited
1996
Highly Cited
1996
Support Vector Regression Machines
H. Drucker
,
C. Burges
,
L. Kaufman
,
Alex Smola
,
V. Vapnik
NIPS
1996
Corpus ID: 743542
A new regression technique based on Vapnik's concept of support vectors is introduced. We compare support vector regression (SVR…
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