Support Vector Machine

Known as: Support Vector Machines, Vector Machine, Support, Machines, Support Vector 
SUPERVISED MACHINE LEARNING algorithm which learns to assign labels to objects from a set of training examples. Examples are learning to recognize… (More)
National Institutes of Health

Papers overview

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Review
2017
Review
2017
The remarkable advances in biotechnology and health sciences have led to a significant production of data, such as high… (More)
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Highly Cited
2010
Highly Cited
2010
The Support Vector Machine (SVM) is a widely used classifier in bioinformatics. Obtaining the best results with SVMs requires an… (More)
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Highly Cited
2005
Highly Cited
2005
MicroRNAs (miRNAs) are a group of short (~22 nt) non-coding RNAs that play important regulatory roles. MiRNA precursors (pre… (More)
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Highly Cited
2003
Highly Cited
2003
Support vector machines (SVMs) with the gaussian (RBF) kernel have been popular for practical use. Model selection in this class… (More)
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Highly Cited
2002
Highly Cited
2002
A support vector machine (SVM) learns the decision surface from two distinct classes of the input points. In many applications… (More)
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Highly Cited
2001
Highly Cited
2001
We have introduced a new method of protein secondary structure prediction which is based on the theory of support vector machine… (More)
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Highly Cited
2000
Highly Cited
2000
MOTIVATION DNA microarray experiments generating thousands of gene expression measurements, are being used to gather information… (More)
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Highly Cited
2000
Highly Cited
2000
We introduce the concept of span of support vectors (SV) and show that the generalization ability of support vector machines (SVM… (More)
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Highly Cited
1999
Highly Cited
1999
This paper introduces Transductive Support Vector Machines (TSVMs) for text classi cation. While regular Support Vector Machines… (More)
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Highly Cited
1999
Highly Cited
1999
MOTIVATION In order to extract protein sequences from nucleotide sequences, it is an important step to recognize points at which… (More)
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