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https://hdl.handle.net/20.500.14279/3005
Πεδίο DC | Τιμή | Γλώσσα |
---|---|---|
dc.contributor.author | Vogiatzis, Dimitrios | - |
dc.contributor.author | Tsapatsoulis, Nicolas | - |
dc.contributor.other | Τσαπατσούλης, Νικόλας | - |
dc.date.accessioned | 2009-05-27T10:56:32Z | en |
dc.date.accessioned | 2013-05-16T14:07:51Z | - |
dc.date.accessioned | 2015-12-02T12:30:17Z | - |
dc.date.available | 2009-05-27T10:56:32Z | en |
dc.date.available | 2013-05-16T14:07:51Z | - |
dc.date.available | 2015-12-02T12:30:17Z | - |
dc.date.issued | 2006 | - |
dc.identifier.citation | Fuzzy Logic and Applications, 2006, pp.252-258 | en_US |
dc.identifier.isbn | 9783540325291 | - |
dc.identifier.issn | 10.1007/11676935_31 | - |
dc.identifier.issn | 10.1007/11676935_31 | - |
dc.identifier.uri | https://hdl.handle.net/20.500.14279/3005 | - |
dc.description | 6th International Workshop, WILF 2005, Crema, Italy, September 15-17, 2005, Revised Selected Papers. | en_US |
dc.description.abstract | In Supervised Learning it is assumed that is straightforward to obtained labeled data. However, in reality labeled data can be scarce or expensive to obtain. Active Learning (AL) is a way to deal with the above problem by asking for the labels of the most “informative” data points. We propose a novel AL method based on wavelet analysis, which pertains especially to the large number of dimensions (i.e. examined genes) of microarray experiments. DNA Microarray expression experiments permit the systematic study of the correlation of the expression of thousands of genes. We have applied our method on such data sets with encouraging results. In particular we studied data sets concerning: Small Round Blue Cell Tumours (4 types), Leukemia (2 types) and Lung Cancer (2 types). | en_US |
dc.format | en_US | |
dc.language.iso | en | en_US |
dc.relation.ispartofseries | Lecture Notes in Computer Science; | en |
dc.rights | © Springer | en_US |
dc.subject | Active learning | en_US |
dc.subject | Wavelets | en_US |
dc.subject | Microarray data | en_US |
dc.title | Active Learning with Wavelets for Microarray Data | en_US |
dc.type | Book Chapter | en_US |
dc.collaboration | University of Cyprus | en_US |
dc.country | Cyprus | en_US |
dc.identifier.doi | 10.1007/11676935_31 | en |
dc.dept.handle | 123456789/54 | en |
item.languageiso639-1 | en | - |
item.cerifentitytype | Publications | - |
item.fulltext | With Fulltext | - |
item.grantfulltext | open | - |
item.openairetype | bookPart | - |
item.openairecristype | http://purl.org/coar/resource_type/c_3248 | - |
crisitem.author.dept | Department of Communication and Marketing | - |
crisitem.author.faculty | Faculty of Communication and Media Studies | - |
crisitem.author.orcid | 0000-0002-6739-8602 | - |
crisitem.author.parentorg | Faculty of Communication and Media Studies | - |
Εμφανίζεται στις συλλογές: | Βιβλία/Books |
Αρχεία σε αυτό το τεκμήριο:
Αρχείο | Περιγραφή | Μέγεθος | Μορφότυπος | |
---|---|---|---|---|
Tsapatsoulis_Active Learning with Wavelets.pdf | 106.44 kB | Adobe PDF | Δείτε/ Ανοίξτε |
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