Association Journal of CSIAM
Supervised by Ministry of Education of PRC
Sponsored by Xi'an Jiaotong University
ISSN 1005-3085  CN 61-1269/O1

Chinese Journal of Engineering Mathematics ›› 2019, Vol. 36 ›› Issue (5): 578-594.doi: 10.3969/j.issn.1005-3085.2019.05.008

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A Combinatorial Optimization Approach for the Competence Set Expansion Problem

LIN Hao1,  LIN Lan2   

  1. 1- School of Science, Henan University of Technology, Zhengzhou 450001
    2- School of Electronics and Information Engineering, Tongji University, Shanghai 200092
  • Received:2017-06-26 Accepted:2019-06-10 Online:2019-10-15 Published:2019-12-15
  • Contact: H. Lin. E-mail address: linhao@haut.edu.cn
  • Supported by:
    The National Natural Science Foundation of China (61373106; 11571323).

Abstract: The optimal competence set expansion problem is to minimize the total acquiring cost in an expansion process from a set of existing skills to a set of required skills. A numerical approach based on integer programming has been developed in the literature. In this paper we establish a directed network connection model and propose a combinatorial optimization approach for the problem. The main results have been proved: 1)  the problem is strongly NP-hard;  2)  the problem can be solved in polynomial time if the number of intermediate vertices is a constant;  3)  the problem admits an  approximation algorithm of performance ratio 2. Moreover, an exact algorithm (branch-and-bound algorithm) and heuristic algorithms are provided.

Key words: competence set, NP-completeness, polynomial-time algorithm, exact algorithm; approximation algorithm

CLC Number: