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Support vector machine

Known as: SVC, Svm (learning), Support Vector Machines 
In machine learning, support vector machines (SVMs, also support vector networks) are supervised learning models with associated learning algorithms… 
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AdaBoostBayesian optimizationClassifier chainsComputational learning theory

Papers overview

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Highly Cited
2011
Highly Cited
2011
LIBSVM: A library for support vector machines
LIBSVM is a library for Support Vector Machines (SVMs). We have been actively developing this package since the year 2000. The… 
Highly Cited
2008
Highly Cited
2008
Support Vector Machines
This book explains the principles that make support vector machines (SVMs) a successful modelling and prediction tool for a… 
Highly Cited
2004
Highly Cited
2004
Support-Vector Networks
The support-vector network is a new learning machine for two-group classification problems. The machine conceptually implements… 
Highly Cited
2004
Highly Cited
2004
Support-vector networks
Thesupport-vector network is a new learning machine for two-group classification problems. The machine conceptually implements… 
Highly Cited
2001
Highly Cited
2001
Support Vector Machine Active Learning with Applications to Text Classification
Support vector machines have met with significant success in numerous real-world learning tasks. However, like most machine… 
Highly Cited
2000
Highly Cited
2000
An Introduction to Support Vector Machines and Other Kernel-based Learning Methods
From the publisher: This is the first comprehensive introduction to Support Vector Machines (SVMs), a new generation learning… 
Highly Cited
1999
Highly Cited
1999
Advances in kernel methods: support vector learning
Introduction to support vector learning roadmap. Part 1 Theory: three remarks on the support vector method of function estimation… 
Highly Cited
1998
Highly Cited
1998
Text Categorization with Support Vector Machines: Learning with Many Relevant Features
This paper explores the use of Support Vector Machines (SVMs) for learning text classifiers from examples. It analyzes the… 
Review
1998
Review
1998
Trends & Controversies: Support Vector Machines
My first exposure to Support Vector Machines came this spring when heard Sue Dumais present impressive results on text… 
Highly Cited
1996
Highly Cited
1996
Support Vector Regression Machines
A new regression technique based on Vapnik's concept of support vectors is introduced. We compare support vector regression (SVR… 
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