Dynamic Oscillating Search Algorithm for Feature Selection

被引：0

作者：

Somol, P. ^{[1
]}

Novovicova, J. ^{[1
]}

Grim, J. ^{[1
]}

Pudil, P. ^{[2
]}

机构：

[1] Acad Sci Czech Republ, Dept Pattern Recognit, Inst Informat Theory & Automat, Pod Vodarenskou Vezi 4, CZ-18208 Prague 8, Czech Republic

[2] Prague Univ Econom, Fac Management, CZ-37701 Prague, Czech Republic

来源：

19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6 | 2008年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We introduce a new feature selection method suitable for non-monotonic criteria, i.e., for Wrapper-based feature selection. Inspired by Oscillating Search, the Dynamic Oscillating Search: (i) is deterministic, (ii) optimizes subset size, (iii) has built-in preference of smaller subsets, (iv) has higher optimization performance than other sequential methods. We show that the new algorithm is capable of over-performing older methods not only in criterion maximization ability but in some cases also in obtaining subsets that generalize better

引用

页码：2308 / 2311

页数：4

共 50 条

[1] Oscillating search algorithms for feature selection
Somol, P
Pudil, P
[J]. 15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, PROCEEDINGS: PATTERN RECOGNITION AND NEURAL NETWORKS, 2000, : 406 - 409
[2] Automatic feature selection using enhanced dynamic Crow Search Algorithm
Ranjan R.
Chhabra J.K.
[J]. International Journal of Information Technology, 2023, 15 (5) : 2777 - 2782
[3] Oscillating feature subset search algorithm for text categorization
Novovicova, Jana
Somol, Petr
Pudil, Pavel
[J]. PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS AND APPLICATIONS, PROCEEDINGS, 2006, 4225 : 578 - 587
[4] A harmony search algorithm for clustering with feature selection
Cobos, Carlos
Leon, Elizabeth
Mendoza, Martha
[J]. REVISTA FACULTAD DE INGENIERIA-UNIVERSIDAD DE ANTIOQUIA, 2010, (55): : 153 - 164
[5] FEATURE SELECTION THROUGH GRAVITATIONAL SEARCH ALGORITHM
Papa, J. P.
Pagnin, A.
Schellini, S. A.
Spadotto, A.
Guido, R. C.
Ponti, M.
Chiachia, G.
Falcao, A. X.
[J]. 2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 2052 - 2055
[6] Enhanced Crow Search Algorithm for Feature Selection
Ouadfel, Salima
Abd Elaziz, Mohamed
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2020, 159
[7] Binary Sparrow Search Algorithm for Feature Selection
Yuan, Xu
Pan, Jeng-Shyang
Tian, Ai-Qing
Chu, Shu-Chuan
[J]. JOURNAL OF INTERNET TECHNOLOGY, 2023, 24 (02): : 217 - 232
[8] Genetic Algorithm and Tabu Search for Feature Selection
El Ferchichi, Sabra
Laabidi, Kaouther
Zidi, Salah
[J]. STUDIES IN INFORMATICS AND CONTROL, 2009, 18 (02): : 181 - 187
[9] A thermodynamical search algorithm for feature subset selection
Gonzalez, Felix F.
Belanche, Lluis A.
[J]. NEURAL INFORMATION PROCESSING, PART I, 2008, 4984 : 683 - 692
[10] Chaotic vortex search algorithm: metaheuristic algorithm for feature selection
Gharehchopogh, Farhad Soleimanian
Maleki, Isa
Dizaji, Zahra Asheghi
[J]. EVOLUTIONARY INTELLIGENCE, 2022, 15 (03) : 1777 - 1808

← 1 2 3 4 5 →