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Enabling Technologies of Industry 4.0 and Their Global Forerunners: An Empirical Study of the Web of Science Database Read chapter Read first chapter

2019 | OriginalPaper | Chapter

Evolving Fuzzy Membership Functions for Soft Skills Assessment Optimization

Authors : Antonia Azzini, Stefania Marrara, Amir Topalović

Published in: Knowledge Management in Organizations

Publisher: Springer International Publishing

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Abstract

This work proposes the design of a decision support tool able to guide the choices of any company HR manager in the evaluation of the profiles of PhD candidates. This paper is part of an ongoing research in the field of PhD profiling. The novelty here is an evolutionary fuzzy model, based on the Membership Functions (MFs) optimization, used to obtain the soft skills candidate profiles. The general aim of the project is the definition of a set of fuzzy rules that are very similar to those that a HR expert would otherwise have to calculate each time for each selected profile and for each individual skill.

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Literature
1.
Adhikari, D., Kim, E., Reza, H.: A fuzzy adaptive differential evolution for multi-objective 3D uav path optimization. In: Proceedings of the IEEE Conference on Evolutionary Computation (CEC), June 2017
2.
Azzini, A., Galimberti, A., Marrara, S., Ratti, E.: A taxonomy of researchers soft skills (2017)
3.
4.
5.
6.
Box, S.: Transferable skills training for researchers supporting career development and research: supporting career development and research. OECD Publishing (2012)
7.
Herrera, F.: Genetic fuzzy systems: status, critical considerations and future directions. Int. J. Comput. Intell. Res. 1(1), 59–67 (2005)CrossRef
8.
Kaya, M., Alhajj, R.: Utilizing genetic algorithms to optimize membership functions for fuzzy weighted association rules mining. Appl. Intell. 24(1), 7–15 (2006)CrossRef
9.
10.
Kumar, S., Kumari, R., Sharma, V.: Adaptive neural fuzzy inference system for employability assessment. Int. J. Comput. Appl. Technol. Res 3, 159–164 (2014)
11.
Lafferty, J., McCallum, A., Pereira, F.: Conditional random fields: probabilistic models for segmenting and labeling sequence data. In: Proceedings of the Eighteenth International Conference on Machine Learning, ICML, vol. 1, pp. 282–289 (2001)
12.
Lee, I.: Modeling the benefit of e-recruiting process integration. Decis. Support Syst. 51(1), 230–239 (2011)CrossRef
13.
Mankad, K., Sajja, P., Akerkar, R.: Evolving rules using genetic fuzzy approach - an educational case study. Int. J. Soft Comput. IJSC 2(1), 35–44 (2011)CrossRef
14.
Mudholkar, R., Somnatti, V.: Genetic tuning of fuzzy inference system for furnace temperature controller. Int. J. Comput. Sci. Inf. Technol. 6(4), 3496–3500 (2015)
15.
Santika, G., Mahmudy, W., Naba, A.: Rule optimization of fuzzy inference system sugeno using evolution strategy for electricity consumption forecasting. Int. J. Electr. Comput. Eng. 7, 2241–2252 (2017)
16.
Singh, A., Rose, C., Visweswariah, K., Chenthamarakshan, V., Kambhatla, N.: PROSPECT: a system for screening candidates for recruitment. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management, pp. 659–668. ACM (2010)
17.
Vorachart, V., Takagi, H.: Evolving fuzzy logic rule-based game player model for game development. Int. J. Innov. Comput. Inf. Control 13(6), 1941–1951 (2017)
18.
Yi, X., Allan, J., Croft, W.B.: Matching resumes and jobs based on relevance models. In: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 809–810. ACM (2007)
Metadata
Title
Evolving Fuzzy Membership Functions for Soft Skills Assessment Optimization
Authors
Antonia Azzini
Stefania Marrara
Amir Topalović
Copyright Year
2019
Book
Knowledge Management in Organizations

Print ISBN: 978-3-030-21450-0

Electronic ISBN: 978-3-030-21451-7

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-3-030-21451-7_7

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