Conference
Performance validation of microarray analysis methods
| Τίτλος: | Performance validation of microarray analysis methods |
|---|---|
| Συγγραφείς: | Danilatou Vasiliki(), Kafetzopoulos Dimitris(), Tsiknakis Manolis(), Blazadonakis Michalis E.(), Ζερβακης Μιχαηλ(http://users.isc.tuc.gr/~mzervakis), Zervakis Michail(http://users.isc.tuc.gr/~mzervakis), Banti Anna() |
| Στοιχεία εκδότη: | Institute of Electrical and Electronics Engineers |
| Έτος έκδοσης: | 2015 |
| Συλλογή: | Technical University of Crete: Institutional Repository / Πολυτεχνείο Κρήτης: Ιδρυματικό Αποθετήριο |
| Θεματικοί όροι: | Performance analysis, Filters, Cancer, Biomedical measurements, Genomics, Bioinformatics, Stability, Humans, System testing, Decision support systems |
| Περιγραφή: | Summarization: Following the rapid development of gene selection methods, several comparison studies have been reported for ranking methods on various datasets. In order to reduce bias in performance measures, most studies use an evaluation scheme based on cross-validation. In this paper we focus on the methodology of evaluation itself and address methodological problems using three representative algorithms on two public datasets. More specifically, the paper discusses the need of an independent test-set to reduce bias associated with cross-validation, the use of case specific considerations for generalization, as well as other measures that reflect stability and consistency of the result. Such measures reflect the influence of the actual dataset distribution on the performance of gene selection methods. ; Presented on |
| Τύπος εγγράφου: | conference object |
| Γλώσσα: | English |
| Relation: | info:eu-repo/grantAgreement/EC/FP7/246686; http://purl.tuc.gr/dl/dias/EE40A3CD-624C-4EEB-9EFA-439827AE4C3B |
| Διαθεσιμότητα: | http://purl.tuc.gr/dl/dias/EE40A3CD-624C-4EEB-9EFA-439827AE4C3B |
| Rights: | info:eu-repo/semantics/openAccess ; Όροι χρήσης: Μη διαθέσιμο ; License: http://creativecommons.org/licenses/by/4.0/ |
| Αριθμός Καταχώρησης: | edsbas.8326DF9 |
| Βάση Δεδομένων: | BASE |
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