计算机科学 ›› 2020, Vol. 47 ›› Issue (11A): 421-424.doi: 10.11896/jsjkx.191200132
李宝胜1, 秦传东1,2
LI Bao-sheng1, QIN Chuan-dong1,2
摘要: 随着新能源汽车的推广,电动汽车逐渐进入千家万户,而影响电动汽车价格的因素较多。文中对影响电动汽车价格的20个属性进行主成分分析研究,先用Pearson相关系数法和PCA算法对数据进行预处理,获得比较重要的样本属性,然后对研究后的新数据进行多分类有监督学习。在支持向量机模型的基础上,用粒子群算法对支持向量机(Support Vector Machine,SVM)模型的参数进行优化选择,实现了对电动汽车的多分类研究,实验表明所建立的模型对电动汽车的多分类效果明显。
中图分类号:
[1] LIN Q Y,QIU G Y,ZENG H,et al.Research on Price subsidy and Sustainability of Pure Electric vehicles in China based on Learning Curve[J].Management Modernization,2019,39(3):39-43. [2] CORTES C,VAPNIK V.Support-Vector Networks[J].Ma-chine Learning,1995,20:273-297. [3] 邓乃扬,田英杰.数据挖掘中的新方法-支持向量机[M].北京:科学出版社,2004. [4] 杨晓峰,郝志峰.支持向量机的算法设计与分析[M].北京:科学出版社,2013. [5] WETSON J,WATKINS C.Support vector machines for multiclass pattern recognition[R].Proceedings of the 7th European Symposium on Artificial Neural Networks.1999. [6] TOMAR D,AGARWAL S.A comparison on multi-class classification methods based on least squares twin support vector machine[J].Knowledge-Based Systems.2015,81(Jun.):131-147. [7] ZHENG C H,JIAO L H.Automatic parameters selection for SVM based on GA[C]//Proceedings of 5th World Congress on Intelligent Control and Automation.Piscataway:IEEE Press,2004:1869-1872. [8] ZHANG X L,CHEN X F,HE Z J.An ACO-based algorithm for parameter optimization of support vector machines[J].Expert Systems with Applications,2010,37(9):6618-6628. [9] RANAEE V,EBRAHIMZADEH A,GHADERI R.Application of the PSO-SVM model for recognition of control chart patterns [J].ISA Transactions.2010,49(4):577-586. [10] TREVORHASTIE,TIBSHIRANI R,FRIEDMAN J M.Theelements of statistical learning[M].12th Springer series in statistic,2017. [11] ARDJANI F,SADOUNI K.Optimization of SVM Multiclass by Particle Swarm (PSO-SVM)[J].IJMECS,2010,2(2):32-38. [12] JU X C,TIAN Y J,LIU D L,et al.Nonparallel Hyperplanes Support Vector Machine for Multi-class Classification[J].Procedia Computer Science,2015,51:1574-1582. [13] KAYA D.Optimization of SVM Parameters with Hybrid CS-PSO Algorithms for Parkinson's Disease in LabVIEW Environment[J].Parkinson's Disease,2019,5:1-9. [14] SHI Y,EBERHART R C.A modified particle swarm optimizer,[C]//1998 IEEE International Conference on Evolutionary Computation Proceedings.IEEE World Congresson Computational Intelligence (Cat.No.98TH8360).Anch-orage,AK,USA,1998:69-73. [15] SHI Y,EBERHART R C.Empirical study of particle swarm optimization[C]//Proceedings of the 1999 Congress onEvolutiona-ry Computation-CEC99 (Cat.No.99TH8406).Washington,DC,USA,1999:1945-1950. [16] LIU Y,ZHENG Y F.One-against-all multi-class SVM classification using reliability measures[C]//Proceedings.2005 IEEE International Joint Conference on Neural Networks.Montreal,2005:849-854. [17] CRAMMER K,SINGER Y.On the Algo-rithmic Implementation of Multiclass Kernel-based Vector Machines[J].Journal of Machine Learning Research,2001(2):265-292. |
[1] | 单晓英, 任迎春. 基于改进麻雀搜索优化支持向量机的渔船捕捞方式识别 Fishing Type Identification of Marine Fishing Vessels Based on Support Vector Machine Optimized by Improved Sparrow Search Algorithm 计算机科学, 2022, 49(6A): 211-216. https://doi.org/10.11896/jsjkx.220300216 |
[2] | 陈景年. 一种适于多分类问题的支持向量机加速方法 Acceleration of SVM for Multi-class Classification 计算机科学, 2022, 49(6A): 297-300. https://doi.org/10.11896/jsjkx.210400149 |
[3] | 侯夏晔, 陈海燕, 张兵, 袁立罡, 贾亦真. 一种基于支持向量机的主动度量学习算法 Active Metric Learning Based on Support Vector Machines 计算机科学, 2022, 49(6A): 113-118. https://doi.org/10.11896/jsjkx.210500034 |
[4] | 阙华坤, 冯小峰, 郭文翀, 李健, 曾伟良, 范竞敏. 基于模糊双目标规划的充电站布局模型 Development of Electric Vehicle Charging Station Distribution Model Based on Fuzzy Bi-objective Programming 计算机科学, 2022, 49(6A): 753-758. https://doi.org/10.11896/jsjkx.210700225 |
[5] | 徐汝利, 黄樟灿, 谢秦秦, 李华峰, 湛航. 基于金字塔演化策略的彩色图像多阈值分割 Multi-threshold Segmentation for Color Image Based on Pyramid Evolution Strategy 计算机科学, 2022, 49(6): 231-237. https://doi.org/10.11896/jsjkx.210300096 |
[6] | 周天清, 岳亚莉. 超密集物联网络中多任务多步计算卸载算法研究 Multi-Task and Multi-Step Computation Offloading in Ultra-dense IoT Networks 计算机科学, 2022, 49(6): 12-18. https://doi.org/10.11896/jsjkx.211200147 |
[7] | 邱旭, 卞浩卜, 吴铭骁, 朱晓荣. 基于5G毫米波通信的高速公路车联网任务卸载算法研究 Study on Task Offloading Algorithm for Internet of Vehicles on Highway Based on 5G MillimeterWave Communication 计算机科学, 2022, 49(6): 25-31. https://doi.org/10.11896/jsjkx.211100198 |
[8] | 张捷, 唐强, 刘朔晗, 曹越, 赵维, 刘韬, 谢士明. 智能电网中基于优先级的预约式电动汽车充电管理研究 Priority Based EV Charging Management Under Service Reservation in Smart Grid 计算机科学, 2022, 49(6): 55-65. https://doi.org/10.11896/jsjkx.220200013 |
[9] | 李晓东, 於志勇, 黄昉菀, 朱伟平, 涂淳钰, 郑伟楠. 面向河道环境监测的群智感知参与者选择策略 Participant Selection Strategies Based on Crowd Sensing for River Environmental Monitoring 计算机科学, 2022, 49(5): 371-379. https://doi.org/10.11896/jsjkx.210200005 |
[10] | 邢云冰, 龙广玉, 胡春雨, 忽丽莎. 基于SVM的类别增量人体活动识别方法 Human Activity Recognition Method Based on Class Increment SVM 计算机科学, 2022, 49(5): 78-83. https://doi.org/10.11896/jsjkx.210400024 |
[11] | 武玉坤, 李伟, 倪敏雅, 许志骋. 单类支持向量机融合深度自编码器的异常检测模型 Anomaly Detection Model Based on One-class Support Vector Machine Fused Deep Auto-encoder 计算机科学, 2022, 49(3): 144-151. https://doi.org/10.11896/jsjkx.210100142 |
[12] | 侯春萍, 赵春月, 王致芃. 基于自反馈最优子类挖掘的视频异常检测算法 Video Abnormal Event Detection Algorithm Based on Self-feedback Optimal Subclass Mining 计算机科学, 2021, 48(7): 199-205. https://doi.org/10.11896/jsjkx.200800146 |
[13] | 孙振强, 罗永龙, 郑孝遥, 章海燕. 一种融合用户情感与相似度的智能旅游路径推荐方法 Intelligent Travel Route Recommendation Method Integrating User Emotion and Similarity 计算机科学, 2021, 48(6A): 226-230. https://doi.org/10.11896/jsjkx.200900119 |
[14] | 郭福民, 张华, 胡瑢华, 宋岩. 一种基于表面肌电信号的腕部肌力估计方法研究 Study on Method for Estimating Wrist Muscle Force Based on Surface EMG Signals 计算机科学, 2021, 48(6A): 317-320. https://doi.org/10.11896/jsjkx.200600021 |
[15] | 卓雅倩, 欧博. 噪声环境下的人脸防伪识别算法研究 Face Anti-spoofing Algorithm for Noisy Environment 计算机科学, 2021, 48(6A): 443-447. https://doi.org/10.11896/jsjkx.200900207 |
|