考虑专家协作网络的可靠团队组建问题的新优化模型

A New Optimization Model for Reliable Team Formation Problem Considering Experts’ Collaboration Network

IEEE Transactions on Engineering Management · 2017
被引 39
ABS 3

中文导读

提出一个优化模型,在组建专家团队时同时考虑技能、协作网络和可靠性,为不可靠成员设置备份,帮助管理者选出最优团队组合。

Abstract

The objective of this study is to propose a new optimization model for the formation of a reliable team of experts, who have a certain number of skills and best collaboration with each other. The proposed mathematical model maximized team reliability by considering the probability of unreliable experts that may leave the team with the probability (1-Q) and proposed a backup for each unreliable member. In this paper, a new model was developed for simultaneously forming a team with three key factors: 1) expert's skills; 2) expert's collaboration network; and 3) expert's reliability. This model was evaluated by two numerical studies on both artificial and real-life datasets with small and big data. The optimum combination of team members with regard to skills, collaboration network, and reliability will help managers in performing their projects or operations. Therefore, the new optimization model, called the reliable team formation problem, proposed team members in two sets consisting of main and backup members.

团队组建优化模型协作网络可靠性