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rdf:type |
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lifeskim:mentions |
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pubmed:issue |
10
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pubmed:dateCreated |
2001-1-16
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pubmed:abstractText |
DNA microarray experiments generating thousands of gene expression measurements, are being used to gather information from tissue and cell samples regarding gene expression differences that will be useful in diagnosing disease. We have developed a new method to analyse this kind of data using support vector machines (SVMs). This analysis consists of both classification of the tissue samples, and an exploration of the data for mis-labeled or questionable tissue results.
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pubmed:language |
eng
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pubmed:journal |
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pubmed:citationSubset |
IM
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pubmed:chemical |
|
|
pubmed:status |
MEDLINE
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pubmed:month |
Oct
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pubmed:issn |
1367-4803
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pubmed:author |
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|
pubmed:issnType |
Print
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pubmed:volume |
16
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pubmed:owner |
NLM
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pubmed:authorsComplete |
Y
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pubmed:pagination |
906-14
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pubmed:dateRevised |
2007-11-15
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pubmed:meshHeading |
pubmed-meshheading:11120680-Acute Disease,
pubmed-meshheading:11120680-Algorithms,
pubmed-meshheading:11120680-Artificial Intelligence,
pubmed-meshheading:11120680-Colonic Neoplasms,
pubmed-meshheading:11120680-DNA, Neoplasm,
pubmed-meshheading:11120680-Databases, Factual,
pubmed-meshheading:11120680-Female,
pubmed-meshheading:11120680-Humans,
pubmed-meshheading:11120680-Leukemia, Myeloid,
pubmed-meshheading:11120680-Oligonucleotide Array Sequence Analysis,
pubmed-meshheading:11120680-Ovarian Neoplasms,
pubmed-meshheading:11120680-Ovary,
pubmed-meshheading:11120680-Precursor Cell Lymphoblastic Leukemia-Lymphoma,
pubmed-meshheading:11120680-Software
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pubmed:year |
2000
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pubmed:articleTitle |
Support vector machine classification and validation of cancer tissue samples using microarray expression data.
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pubmed:affiliation |
Department of Computer Science, University of California, Santa Cruz, Santa Cruz, CA 95064, USA. booch@cse.usc.edu
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pubmed:publicationType |
Journal Article,
Evaluation Studies
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