Analysis of Classify Remote Sensing Images Based on Artificial Bee Colony Algorithm

被引:0
作者
Chen, Jing [1 ]
Huang, Hongmei [1 ]
Wang, Xiaoxuan [1 ]
Wu, Yujing [1 ]
机构
[1] Gangdong Univ Technol, Huali Coll, Gangzhou, Zengcheng, Peoples R China
来源
2018 4TH INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT AND INFORMATION TECHNOLOGY (ICEMIT 2018) | 2018年
关键词
artificial bee colony; bio-inspired computing; remote sensing; classification; feature selection; multiple classifier system;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper proposed the feature selection and optimization of support vector machine parameters based on artificial bee colony algorithm. The goal of algorithm is to improve the classification rate and reduce the number of features. The proposed algorithm is validated on the UCI database. The result show that the proposed algorithm has the ability of feature selection and it can improve the classification rate obviously. Compared with other algorithms, the proposed algorithm is more efficient in feature selection and classification.
引用
收藏
页码:1292 / 1296
页数:5
相关论文
共 50 条
[21]   Adaptive Artificial Bee Colony Based Parameter Selection for Subpixel Mapping Multiagent System in Remote-Sensing Imagery [J].
Regan, D. ;
Srivatsa, S. K. .
2015 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2015,
[22]   A new standard error based artificial bee colony algorithm and its applications in feature selection [J].
Hanbay, Kazim .
JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2022, 34 (07) :4554-4567
[23]   Shuffled artificial bee colony algorithm [J].
Tarun Kumar Sharma ;
Millie Pant .
Soft Computing, 2017, 21 :6085-6104
[24]   An Astute Artificial Bee Colony Algorithm [J].
Kishor, Avadh ;
Chandra, Manik ;
Singh, Pramod Kumar .
PROCEEDINGS OF SIXTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING FOR PROBLEM SOLVING (SOCPROS 2016), VOL 1, 2017, 546 :153-162
[25]   Artificial bee colony algorithm with memory [J].
Li, Xianneng ;
Yang, Guangfei .
APPLIED SOFT COMPUTING, 2016, 41 :362-372
[26]   A Survey of Artificial Bee Colony Algorithm [J].
Liu, Ying ;
Ma, Lianbo ;
Yang, Guangming .
2017 IEEE 7TH ANNUAL INTERNATIONAL CONFERENCE ON CYBER TECHNOLOGY IN AUTOMATION, CONTROL, AND INTELLIGENT SYSTEMS (CYBER), 2017, :1510-1515
[27]   A directed artificial bee colony algorithm [J].
Kiran, Mustafa Servet ;
Findik, Oguz .
APPLIED SOFT COMPUTING, 2015, 26 :454-462
[28]   Shuffled artificial bee colony algorithm [J].
Sharma, Tarun Kumar ;
Pant, Millie .
SOFT COMPUTING, 2017, 21 (20) :6085-6104
[29]   IBitABC: Improved Binary Artificial Bee Colony Algorithm with Local Search [J].
Ozger, Zeynep Banu ;
Bolat, Bulent ;
Diri, Banu .
2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2017, :165-170
[30]   Feature Selection Optimization through Enhanced Artificial Bee Colony Algorithm [J].
Shunmugapriya, P. ;
Kanmani, S. ;
Supraja, R. ;
Saranya, K. ;
Hemalatha .
2013 INTERNATIONAL CONFERENCE ON RECENT TRENDS IN INFORMATION TECHNOLOGY (ICRTIT), 2013, :56-61