基于分层技能模型,在社交网络中组建一支成本效益高、协作良好的专家团队

Fa-Yuan Liu, Shiou-Chi Li, Jen-Wei Huang
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引用次数: 0

摘要

基于社会网络的团队形成问题已经从不同的角度得到了广泛的研究。然而,早期作品中的技能是平等对待的,不能被其他相关或类似的技能所取代。此外,不允许指定拥有替代技能的专家来完成所需技能。为了更好地适应现实世界的场景,我们提出了一种新的分层技能模型,使技能可以互换。在考虑沟通成本和人员成本的基础上,建立了分层技能模型下的优化框架,以解决沟通成本和人员成本之间的权衡问题。实验表明,本文提出的框架和分层技能模型是合理的,具有较好的性能。
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Forming a team of cost-effective and well-collaborated experts in social networks based on hierarchical skill model
Social network-based team formation problem has been widely studied from different aspects. However, the skills in earlier works were treated equally, and cannot be substituted by other related or similar skills. In addition, assigning experts who possess alternative skills for a required skill is not allowed. To better fit real world scenarios, we propose a novel hierarchical skill model to let skills interchangeable. By considering the communication cost and the personnel cost, we develop an optimization framework under the hierarchical skill model to deal with the trade-off between communication and personnel cost. The experiments show that our proposed framework and the hierarchical skill model is reasonable and has better performance than earlier works.
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