Pembandingan Stabilitas Algoritma Seleksi Fitur menggunakan Transformasi Ranking Normal
Main Authors: | Djatna, Taufik, Morimoto, Yasuhiko |
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Format: | Article info application/pdf eJournal |
Bahasa: | eng |
Terbitan: |
Jurnal Ilmiah Ilmu Komputer
, 2011
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Online Access: |
http://journal.ipb.ac.id/index.php/jurnalilkom/article/view/3125 http://journal.ipb.ac.id/index.php/jurnalilkom/article/view/3125/2146 |
Daftar Isi:
- We address the need for evaluating the ranking robustness on different classifiers in feature selection algorithm. We propose a normalized rank transformation metric to compare the stability on classifying target class on training and testing dataset. Using stability comparison is a promising effort to improve the choice decision on deploying any feature selection algorithms. We also show relationship between stability and scalability.