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
[41]   Neighborhood search-based artificial bee colony algorithm [J].
Zhou, Xinyu ;
Wu, Zhijian ;
Deng, Changshou ;
Peng, Hu .
Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2015, 46 (02) :534-546
[42]   Improved Artificial Bee Colony Algorithm Based on Reinforcement Learning [J].
Ma, Ping ;
Zhang, Hong-Li .
INTELLIGENT COMPUTING THEORIES AND APPLICATION, ICIC 2016, PT II, 2016, 9772 :721-732
[43]   MPPT Algorithm Based on Artificial Bee Colony for PV System [J].
Gonzalez-Castano, Catalina ;
Restrepo, Carlos ;
Kouro, Samir ;
Rodriguez, Jose .
IEEE ACCESS, 2021, 9 :43121-43133
[44]   Approach for GNSS Constellation Based on Artificial Bee Colony Algorithm [J].
Zhang, Lei ;
Jamshidi, Faezeh ;
Nezhadalinaei, Fahimeh .
PROCEEDINGS OF 2018 IEEE 4TH INFORMATION TECHNOLOGY AND MECHATRONICS ENGINEERING CONFERENCE (ITOEC 2018), 2018, :1562-1566
[45]   An improved artificial bee colony algorithm based on Bayesian estimation [J].
Chunfeng Wang ;
Pengpeng Shang ;
Peiping Shen .
Complex & Intelligent Systems, 2022, 8 :4971-4991
[46]   An Inductive Logic Programming Algorithm Based on Artificial Bee Colony [J].
Li, Yanjuan ;
Niu, Mengting ;
Guo, Jifeng .
JOURNAL OF INFORMATION TECHNOLOGY RESEARCH, 2019, 12 (01) :89-104
[47]   Modified Artificial Bee Colony Algorithm Based on Disruption Operator [J].
Sharma, Nirmala ;
Sharma, Harish ;
Sharma, Ajay ;
Bansal, Jagdish Chand .
PROCEEDINGS OF FIFTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING FOR PROBLEM SOLVING (SOCPROS 2015), VOL 2, 2016, 437 :889-900
[48]   Data feature selection based on Artificial Bee Colony algorithm [J].
Mauricio Schiezaro ;
Helio Pedrini .
EURASIP Journal on Image and Video Processing, 2013
[49]   Artificial bee colony algorithm based on multiple neighborhood topologies [J].
Zhou, Xinyu ;
Wu, Yanlin ;
Zhong, Maosheng ;
Wang, Mingwen .
APPLIED SOFT COMPUTING, 2021, 111 (111)
[50]   Artificial Bee Colony Optimization Based Despeckling Framework for Ultrasound Images [J].
Gupta P.K. ;
Lal S. ;
Husain F. .
Journal of Engineering Science and Technology Review, 2020, 13 (05) :20-32