COMPARISON OF SVM ALGORITHM AND BP ALGORITHM: STUDY ON THE EVALUATION INDEX SYSTEM OF SCIENTIFIC RESEARCH PERFORMANCE OF VOCATIONAL COLLEGES

被引:0
作者
Feng, Jiayin [1 ]
Jia, Dongyan [1 ]
Cui, Li [1 ]
Cao, Jing [1 ]
Lin, Zhuo [1 ]
Zhang, Min [1 ]
机构
[1] Hebei Normal Univ Sci & Technol, Qinhuangdao Haigang Dist 066000, Heibei, Peoples R China
来源
ITALIAN JOURNAL OF PURE AND APPLIED MATHEMATICS | 2018年 / 40期
关键词
SVM algorithm; BP algorithm; vocational colleges; scientific research; performance evaluation;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
As the education in China develops rapidly, the scientific research of higher vocational education has gradually drawn extensive attentions. In order to construct a reasonable evaluation model of scientific research performance to further enhance the research enthusiasm of teachers, this study constructed a model based on relevant theories of the support vector machine (SVM) algorithm and the back propagation (BP) algorithm. In addition, the simulation of the model was performed and the accuracy rate and errors of these two algorithms were compared and analyzed. Then the most appropriate algorithm was applied to the evaluation index system. The simulation results showed that, simplified data of scientific research evaluation could be applied as the input data of the SVM algorithm to accurately and effectively construct an evaluation index system of scientific research performances of vocational colleges. Thus a more reasonable and accurate evaluation system was constructed.
引用
收藏
页码:244 / 255
页数:12
相关论文
共 15 条
  • [1] [Anonymous], 2008, Enterprise integrated performance evaluation system, CN Patent, Patent No. [2,00,810,080,220. 4, 200810280220]
  • [2] [Anonymous], 2014, Production enterprise security performance appraisal system, CN Patent, Patent No. [2,01,410,008,561. 6, 201410008561]
  • [3] Seismic assessment of school buildings in Taiwan using the evolutionary support vector machine inference system
    Chen, Ching-Shan
    Cheng, Min-Yuan
    Wu, Yu-Wei
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (04) : 4102 - 4110
  • [4] Heping Y., 2013, EVALUATION PERFORMAN, V5, P843
  • [5] Hui Z., 2015, J HUNAN SOCIAL SCI, V6, P194
  • [6] Hunan institute of finance and economy, 2015, CN Patent, Patent No. [2,01,520,902,556. X, 201520902556]
  • [7] Jing S., 2015, J HEBEI NORMAL U ED, P110
  • [8] Lina Z., 2011, J SHENYANG NORMAL U, V29, P226
  • [9] Qian L., 2015, J ED TEACHING FORUM, V47, P19
  • [10] Quande Q., 2012, J INTELLIGENT SYSTEM, V7, P547