Study of College Human Resources Data Mining Based on the SOM Algorithm

被引:2
|
作者
Huang, Yan [1 ]
机构
[1] Tianjin Univ Technol & Educ, Informat Technol & Engn Coll, Tianjin, Peoples R China
关键词
Human Resources; Data Mining; Clustering Analysis; Data Pretreatment; SOM Algorithm;
D O I
10.1109/APCIP.2009.89
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The decisive factor of the comprehensive strength of a college is the integrated intrinsic qualifications of its personnel. Its human resources management needs a technology to discover the valuable knowledge, identify the human developing stratagem and provide the support for decision. Base on the human resources data of two colleges in Tianjin, after data pretreatment, such as data integration, data clean, data transformation and data reduction, this paper finished clustering analysis applying the SOM algorithm, realized information visualization. In the process the algorithm is carefully chosen, the fitting number of input and output layer node is identified. After training and verification, the result is approved by the experts of management. It can represent correspondingly the 4 kinds of personnel-service and other, administration and teaching assistant, teaching and research. It can differentiate the personnel both in teaching and research, which is the distinct character of human resource in colleges. The data mining result presents the correct character and existing problem in college human resources management. The result will be the guidance rule on the employment, training and upgrading of the personnel in the college, providing some support to the decision of human resources management strategy of college as well.
引用
收藏
页码:324 / 327
页数:4
相关论文
共 50 条
  • [1] Recommendation Method of College English Online Mobile Teaching Resources Based on Big Data Mining Algorithm
    Xia, Yuhong
    Wei, Yudong
    [J]. ADVANCED HYBRID INFORMATION PROCESSING, ADHIP 2022, PT I, 2023, 468 : 440 - 452
  • [2] Innovation of College Physical Education Based on Data Mining Algorithm
    Liu Yuchen
    [J]. AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (03): : 1744 - 1747
  • [3] Mining Data for Human Resources
    Nedelcu, Andreea
    Nedelcu, Bogdan
    Sgarciu, Alexandru Ioan
    Sgarciu, Valentin
    [J]. PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI-2019), 2019,
  • [4] Physical Health Data Mining of College Students Based on DRF Algorithm
    Baohong Xue
    Ting Liu
    [J]. Wireless Personal Communications, 2018, 102 : 3791 - 3801
  • [5] Physical Health Data Mining of College Students Based on DRF Algorithm
    Xue, Baohong
    Liu, Ting
    [J]. WIRELESS PERSONAL COMMUNICATIONS, 2018, 102 (04) : 3791 - 3801
  • [6] DATA MINING OF COLLEGE STUDENTS' MENTAL PROBLEMS BASED ON APRIORI ALGORITHM
    Huang, Xinyan
    [J]. PSYCHIATRIA DANUBINA, 2022, 34 : S363 - S364
  • [7] The Data Mining of the Human Resources Data Warehouse in University Based on Association Rule
    Zhang Danping
    Deng Jin
    [J]. JOURNAL OF COMPUTERS, 2011, 6 (01) : 139 - 146
  • [8] Study of Online Resources Data Mining based on Association Rules
    Li, Xiaofeng
    [J]. ADVANCED MATERIALS SCIENCE AND TECHNOLOGY, PTS 1-2, 2011, 181-182 : 1069 - 1074
  • [9] Comparative study on the algorithm for mining association rules based on Data Mining
    Guo, Jia
    Ren, Jing-yi
    Zhang, Yu-jing
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING, 2015, 17 : 44 - 48
  • [10] Analysis of Factors affecting College Students' Employment based on Data Mining Algorithm
    Xiang, Li
    [J]. AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (03): : 1724 - 1728