Source:http://linkedlifedata.com/resource/pubmed/id/20823318
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Predicate | Object |
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rdf:type | |
lifeskim:mentions | |
pubmed:issue |
18
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pubmed:dateCreated |
2010-9-8
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pubmed:abstractText |
Nonlinear small datasets, which are characterized by low numbers of samples and very high numbers of measures, occur frequently in computational biology, and pose problems in their investigation. Unsupervised hybrid-two-phase (H2P) procedures-specifically dimension reduction (DR), coupled with clustering-provide valuable assistance, not only for unsupervised data classification, but also for visualization of the patterns hidden in high-dimensional feature space.
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pubmed:grant | |
pubmed:language |
eng
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pubmed:journal | |
pubmed:citationSubset |
IM
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pubmed:chemical | |
pubmed:status |
MEDLINE
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pubmed:month |
Sep
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pubmed:issn |
1367-4811
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pubmed:author | |
pubmed:issnType |
Electronic
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pubmed:day |
15
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pubmed:volume |
26
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pubmed:owner |
NLM
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pubmed:authorsComplete |
Y
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pubmed:pagination |
i531-9
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pubmed:meshHeading |
pubmed-meshheading:20823318-Algorithms,
pubmed-meshheading:20823318-Artificial Intelligence,
pubmed-meshheading:20823318-Cell Line,
pubmed-meshheading:20823318-Cluster Analysis,
pubmed-meshheading:20823318-Data Interpretation, Statistical,
pubmed-meshheading:20823318-Embryo, Mammalian,
pubmed-meshheading:20823318-Humans,
pubmed-meshheading:20823318-Pain,
pubmed-meshheading:20823318-Peripheral Nervous System Diseases,
pubmed-meshheading:20823318-Transcription Factors
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pubmed:year |
2010
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pubmed:articleTitle |
Nonlinear dimension reduction and clustering by Minimum Curvilinearity unfold neuropathic pain and tissue embryological classes.
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pubmed:affiliation |
Computational Bioscience Research Center, Division of Chemical and Life Sciences and Engineering, King Abdullah University for Science and Technology (KAUST), Jeddah, Kingdom of Saudi Arabia. kalokagathos.agon@gmail.com
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pubmed:publicationType |
Journal Article,
Comparative Study,
Research Support, Non-U.S. Gov't,
Evaluation Studies,
Research Support, N.I.H., Extramural
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