Matches in SemOpenAlex for { <https://semopenalex.org/work/W2105432836> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W2105432836 endingPage "444" @default.
- W2105432836 startingPage "439" @default.
- W2105432836 abstract "Abstract Motivation: Since DNA microarray experiments provide us with huge amount of gene expression data, they should be analyzed with statistical methods to extract the meanings of experimental results. Some dimensionality reduction methods such as Principal Component Analysis (PCA) are used to roughly visualize the distribution of high dimensional gene expression data. However, in the case of binary classification of gene expression data, PCA does not utilize class information when choosing axes. Thus clearly separable data in the original space may not be so in the reduced space used in PCA. Results: For visualization and class prediction of gene expression data, we have developed a new SVM-based method called multidimensional SVMs, that generate multiple orthogonal axes. This method projects high dimensional data into lower dimensional space to exhibit properties of the data clearly and to visualize a distribution of the data roughly. Furthermore, the multiple axes can be used for class prediction. The basic properties of conventional SVMs are retained in our method: solutions of mathematical programming are sparse, and nonlinear classification is implemented implicitly through the use of kernel functions. The application of our method to the experimentally obtained gene expression datasets for patients' samples indicates that our algorithm is efficient and useful for visualization and class prediction. Contact: komura@hal.rcast.u-tokyo.ac.jp" @default.
- W2105432836 created "2016-06-24" @default.
- W2105432836 creator A5001413231 @default.
- W2105432836 creator A5018093670 @default.
- W2105432836 creator A5056846884 @default.
- W2105432836 creator A5074142176 @default.
- W2105432836 creator A5090578339 @default.
- W2105432836 date "2004-12-17" @default.
- W2105432836 modified "2023-09-26" @default.
- W2105432836 title "Multidimensional support vector machines for visualization of gene expression data" @default.
- W2105432836 cites W1563088657 @default.
- W2105432836 cites W1727290854 @default.
- W2105432836 cites W2059313996 @default.
- W2105432836 cites W2097413644 @default.
- W2105432836 cites W2102794349 @default.
- W2105432836 cites W2108728387 @default.
- W2105432836 cites W2109363337 @default.
- W2105432836 cites W2138550913 @default.
- W2105432836 cites W2140095548 @default.
- W2105432836 cites W4250689175 @default.
- W2105432836 doi "https://doi.org/10.1093/bioinformatics/bti188" @default.
- W2105432836 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/15608050" @default.
- W2105432836 hasPublicationYear "2004" @default.
- W2105432836 type Work @default.
- W2105432836 sameAs 2105432836 @default.
- W2105432836 citedByCount "41" @default.
- W2105432836 countsByYear W21054328362012 @default.
- W2105432836 countsByYear W21054328362013 @default.
- W2105432836 countsByYear W21054328362015 @default.
- W2105432836 countsByYear W21054328362017 @default.
- W2105432836 countsByYear W21054328362019 @default.
- W2105432836 countsByYear W21054328362021 @default.
- W2105432836 countsByYear W21054328362023 @default.
- W2105432836 crossrefType "journal-article" @default.
- W2105432836 hasAuthorship W2105432836A5001413231 @default.
- W2105432836 hasAuthorship W2105432836A5018093670 @default.
- W2105432836 hasAuthorship W2105432836A5056846884 @default.
- W2105432836 hasAuthorship W2105432836A5074142176 @default.
- W2105432836 hasAuthorship W2105432836A5090578339 @default.
- W2105432836 hasBestOaLocation W21054328361 @default.
- W2105432836 hasConcept C111030470 @default.
- W2105432836 hasConcept C114614502 @default.
- W2105432836 hasConcept C122280245 @default.
- W2105432836 hasConcept C12267149 @default.
- W2105432836 hasConcept C124101348 @default.
- W2105432836 hasConcept C153180895 @default.
- W2105432836 hasConcept C154945302 @default.
- W2105432836 hasConcept C172367668 @default.
- W2105432836 hasConcept C199360897 @default.
- W2105432836 hasConcept C27438332 @default.
- W2105432836 hasConcept C33923547 @default.
- W2105432836 hasConcept C36464697 @default.
- W2105432836 hasConcept C41008148 @default.
- W2105432836 hasConcept C66905080 @default.
- W2105432836 hasConcept C70518039 @default.
- W2105432836 hasConcept C74193536 @default.
- W2105432836 hasConcept C90559484 @default.
- W2105432836 hasConceptScore W2105432836C111030470 @default.
- W2105432836 hasConceptScore W2105432836C114614502 @default.
- W2105432836 hasConceptScore W2105432836C122280245 @default.
- W2105432836 hasConceptScore W2105432836C12267149 @default.
- W2105432836 hasConceptScore W2105432836C124101348 @default.
- W2105432836 hasConceptScore W2105432836C153180895 @default.
- W2105432836 hasConceptScore W2105432836C154945302 @default.
- W2105432836 hasConceptScore W2105432836C172367668 @default.
- W2105432836 hasConceptScore W2105432836C199360897 @default.
- W2105432836 hasConceptScore W2105432836C27438332 @default.
- W2105432836 hasConceptScore W2105432836C33923547 @default.
- W2105432836 hasConceptScore W2105432836C36464697 @default.
- W2105432836 hasConceptScore W2105432836C41008148 @default.
- W2105432836 hasConceptScore W2105432836C66905080 @default.
- W2105432836 hasConceptScore W2105432836C70518039 @default.
- W2105432836 hasConceptScore W2105432836C74193536 @default.
- W2105432836 hasConceptScore W2105432836C90559484 @default.
- W2105432836 hasIssue "4" @default.
- W2105432836 hasLocation W21054328361 @default.
- W2105432836 hasLocation W21054328362 @default.
- W2105432836 hasOpenAccess W2105432836 @default.
- W2105432836 hasPrimaryLocation W21054328361 @default.
- W2105432836 hasRelatedWork W1836423264 @default.
- W2105432836 hasRelatedWork W2082691086 @default.
- W2105432836 hasRelatedWork W2144569930 @default.
- W2105432836 hasRelatedWork W2145759202 @default.
- W2105432836 hasRelatedWork W2358824780 @default.
- W2105432836 hasRelatedWork W2548999290 @default.
- W2105432836 hasRelatedWork W3110687914 @default.
- W2105432836 hasRelatedWork W3130603810 @default.
- W2105432836 hasRelatedWork W4384695349 @default.
- W2105432836 hasRelatedWork W2345184372 @default.
- W2105432836 hasVolume "21" @default.
- W2105432836 isParatext "false" @default.
- W2105432836 isRetracted "false" @default.
- W2105432836 magId "2105432836" @default.
- W2105432836 workType "article" @default.