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2018 | OriginalPaper | Chapter

A Novel Data Mining Approach Towards Human Resource Performance Appraisal

Authors : Pei Quan, Ying Liu, Tianlin Zhang, Yueran Wen, Kaichao Wu, Hongbo He, Yong Shi

Published in: Computational Science – ICCS 2018

Publisher: Springer International Publishing

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Abstract

Performance appraisal has always been an important research topic in human resource management. A reasonable performance appraisal plan lays a solid foundation for the development of an enterprise. Traditional performance appraisal programs are labor-based, lacking of fairness. Furthermore, as globalization and technology advance, in order to meet the fast changing strategic goals and increasing cross-functional tasks, enterprises face new challenges in performance appraisal. This paper proposes a data mining-based performance appraisal framework, to conduct an automatic and comprehensive assessment of the employees on their working ability and job competency. This framework has been successfully applied in a domestic company, providing a reliable basis for its human resources management.

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Literature
1.
go back to reference Ding, X.R., Deng, X.M., Luo, J.: The development of key performance evaluation system of nurse staff. Chin. Nurs. Manag. (2009) Ding, X.R., Deng, X.M., Luo, J.: The development of key performance evaluation system of nurse staff. Chin. Nurs. Manag. (2009)
2.
go back to reference AlRababah, A.A.: A new model of information systems efficiency based on key performance indicator (KPI). Int. J. Adv. Comput. Sci. Appl. 8(3), 80–83 (2017) AlRababah, A.A.: A new model of information systems efficiency based on key performance indicator (KPI). Int. J. Adv. Comput. Sci. Appl. 8(3), 80–83 (2017)
3.
go back to reference Hardison, C.M., et al.: 360-degree assessments (2015) Hardison, C.M., et al.: 360-degree assessments (2015)
4.
go back to reference Han, J., Kamber, M.: Data Mining: Concepts and Techniques. Data Mining Concepts Models Methods & Algorithms, 2 edn., vol. 5, no. 4, pp. 1–18 (2011) Han, J., Kamber, M.: Data Mining: Concepts and Techniques. Data Mining Concepts Models Methods & Algorithms, 2 edn., vol. 5, no. 4, pp. 1–18 (2011)
5.
go back to reference Shmueli, G., Bruce, P.C., Patel, N.R.: Data Mining for Business Analytics: Concepts, Techniques, and Applications in XLMiner, 3rd edn. Wiley, Hoboken (2016) Shmueli, G., Bruce, P.C., Patel, N.R.: Data Mining for Business Analytics: Concepts, Techniques, and Applications in XLMiner, 3rd edn. Wiley, Hoboken (2016)
7.
go back to reference Li, L., Shrestha, S., Hu, G.: Analysis of road traffic fatal accidents using data mining techniques. In: IEEE International Conference on Software Engineering Research, Management and Applications, pp. 363–370. IEEE (2017) Li, L., Shrestha, S., Hu, G.: Analysis of road traffic fatal accidents using data mining techniques. In: IEEE International Conference on Software Engineering Research, Management and Applications, pp. 363–370. IEEE (2017)
8.
go back to reference Chaurasia, V.: Early prediction of heart diseases using data mining techniques. Carib. J. Sci. Technol. 1, 208–217 (2013) Chaurasia, V.: Early prediction of heart diseases using data mining techniques. Carib. J. Sci. Technol. 1, 208–217 (2013)
9.
go back to reference Rygielski, C., Wang, J.C., Yen, D.C.: Data mining techniques for customer relationship management. Technol. Soc. 24(4), 483–502 (2002)CrossRef Rygielski, C., Wang, J.C., Yen, D.C.: Data mining techniques for customer relationship management. Technol. Soc. 24(4), 483–502 (2002)CrossRef
10.
go back to reference Stefan, S., Joksimovic, S., Kovanovic, V., Baker, R.S., Gasevic, D.: Tools for educational data mining: a review. J. Educ. Behav. Stat. 42(1), 85–106 (2017)CrossRef Stefan, S., Joksimovic, S., Kovanovic, V., Baker, R.S., Gasevic, D.: Tools for educational data mining: a review. J. Educ. Behav. Stat. 42(1), 85–106 (2017)CrossRef
11.
go back to reference Chien, C.F., Chen, L.F.: Data mining to improve personnel selection and enhance human capital: a case study in high-technology industry. Expert Syst. Appl. 34(1), 280–290 (2008)MathSciNetCrossRef Chien, C.F., Chen, L.F.: Data mining to improve personnel selection and enhance human capital: a case study in high-technology industry. Expert Syst. Appl. 34(1), 280–290 (2008)MathSciNetCrossRef
13.
go back to reference Shen, Y.-C., et al.: A cross-database comparison to discover potential product opportunities using text mining and cosine similarity (2017) Shen, Y.-C., et al.: A cross-database comparison to discover potential product opportunities using text mining and cosine similarity (2017)
14.
go back to reference Shouzhong, T., Minlie, H.: Mining microblog user interests based on TextRank with TF-IDF factor. J. China Univ. Posts Telecommun. 23(5), 40–46 (2016)CrossRef Shouzhong, T., Minlie, H.: Mining microblog user interests based on TextRank with TF-IDF factor. J. China Univ. Posts Telecommun. 23(5), 40–46 (2016)CrossRef
15.
go back to reference Audich, D.A., Dara, R., Nonnecke, B.: Extracting keyword and keyphrase from online privacy policies. In: Eleventh International Conference on Digital Information Management, pp. 127–132. IEEE (2017) Audich, D.A., Dara, R., Nonnecke, B.: Extracting keyword and keyphrase from online privacy policies. In: Eleventh International Conference on Digital Information Management, pp. 127–132. IEEE (2017)
16.
go back to reference Karlsson, S.: Using semantic folding with TextRank for automatic summarization (2017) Karlsson, S.: Using semantic folding with TextRank for automatic summarization (2017)
17.
go back to reference Ibrahim, M., Murshed, M.: From TF-IDF to learning-to-rank: an overview (2016) Ibrahim, M., Murshed, M.: From TF-IDF to learning-to-rank: an overview (2016)
18.
go back to reference Barrios, F., et al.: Variations of the similarity function of textrank for automated summarization (2016) Barrios, F., et al.: Variations of the similarity function of textrank for automated summarization (2016)
19.
go back to reference Page, L.: The PageRank citation ranking: bringing order to the web. Stanford Digital Libraries Working Paper, vol. 9, no. 1, pp. 1–14 (1998) Page, L.: The PageRank citation ranking: bringing order to the web. Stanford Digital Libraries Working Paper, vol. 9, no. 1, pp. 1–14 (1998)
20.
go back to reference Niu, J., et al.: OnSeS: a novel online short text summarization based on BM25 and neural network. In: IEEE Global Communications Conference, pp. 1–6 (2017) Niu, J., et al.: OnSeS: a novel online short text summarization based on BM25 and neural network. In: IEEE Global Communications Conference, pp. 1–6 (2017)
21.
go back to reference Wang, Y., et al.: A theoretical analysis of NDCG ranking measures. In: Proceedings of the 26th Annual Conference on Learning Theory (COLT 2013) (2013) Wang, Y., et al.: A theoretical analysis of NDCG ranking measures. In: Proceedings of the 26th Annual Conference on Learning Theory (COLT 2013) (2013)
Metadata
Title
A Novel Data Mining Approach Towards Human Resource Performance Appraisal
Authors
Pei Quan
Ying Liu
Tianlin Zhang
Yueran Wen
Kaichao Wu
Hongbo He
Yong Shi
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-93701-4_37

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