URI | http://purl.tuc.gr/dl/dias/AFC4CF9B-0EC4-4372-8285-746FB3A86870 | - |
Αναγνωριστικό | https://doi.org/10.1016/j.compbiomed.2008.05.005 | - |
Αναγνωριστικό | https://www.sciencedirect.com/science/article/pii/S0010482508000863?via%3Dihub | - |
Γλώσσα | en | - |
Μέγεθος | 19 pages | en |
Τίτλος | Wrapper filtering criteria via linear neuron and kernel approaches
| en |
Δημιουργός | Zervakis Michail | en |
Δημιουργός | Ζερβακης Μιχαηλ | el |
Δημιουργός | Μπλαζαντωνάκης Μιχάλης Ε. | el |
Δημιουργός | Blazadonakis Michalis E. | en |
Εκδότης | Elsevier | en |
Περίληψη | The problem of marker selection in DNA microarray analysis has been addressed so far by two basic types of approaches, the so-called filter and wrapper methods. Wrapper methods operate in a recursive fashion where feature (gene) weights are re-evaluated and dynamically changing from iteration to iteration, while in filter methods feature weights remain fixed. Our objective in this study is to show that the application of filter criteria in a recursive fashion, where weights are potentially adjusted from cycle to cycle, produces noticeable improvement on the generalization performance measured on independent test sets. | en |
Τύπος | Peer-Reviewed Journal Publication | en |
Τύπος | Δημοσίευση σε Περιοδικό με Κριτές | el |
Άδεια Χρήσης | http://creativecommons.org/licenses/by/4.0/ | en |
Ημερομηνία | 2015-10-23 | - |
Ημερομηνία Δημοσίευσης | 2008 | - |
Θεματική Κατηγορία | Wrapper filtering criteria | en |
Θεματική Κατηγορία | DNA microarray analysis | en |
Βιβλιογραφική Αναφορά | M. E. Blazadonakis and M. Zervakis, "Wrapper filtering criteria via linear neuron and kernel approaches," Computers Biol. Medi., vol. 38, no. 8, pp. 894-912, Aug. 2008. doi:10.1016/j.compbiomed.2008.05.005 | el |