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An efficacious dynamic mathematical modelling approach for creation of best collaborative groups

机译:建立最佳协作小组的有效动态数学建模方法

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In many disciplines, including business, publishing, management, health, sports, arts and education, there is a population of people which should be optimally divided into multiple groups based on certain attributes to collaboratively perform a particular task. The problem becomes more complex when some other requirements are also added. They might be importance degrees of grouping criteria, homogeneity, heterogeneity or a mixture of teams, amount of consideration to the preferences of individuals, variability or invariability of group size, having moderators, aggregation or distribution of persons, overlapping level of teams, and so forth. Several researchers have addressed the problem, but they suffered from failure to satisfy all the requirements and/or developed inexact solutions and/or had very long process times. This work reveals how these problems can be mathematically formulated through a binary integer programming approach to construct an effective model which is solvable by exact methods in an acceptable time. The suggested model was validated through data obtained from collaboration of a set of learners in an online learning discussion forum grouped by means of the provided method. The achieved outcomes confirmed that the new approach is satisfactory and promising.
机译:在包括商业,出版,管理,卫生,体育,艺术和教育在内的许多学科中,应根据特定的属性将人群最佳地分为多个组,以便共同执行特定任务。当还添加一些其他要求时,问题变得更加复杂。它们可能是分组标准的重要性程度,同质性,异质性或团队的混合程度,对个人偏好的考虑程度,团队规模的可变性或不变性,主持人,人员的聚集或分布,团队的重叠水平等等。向前。一些研究人员已经解决了这个问题,但是他们未能满足所有要求和/或开发了不精确的解决方案,并且/或者经历了非常长的处理时间。这项工作揭示了如何通过二进制整数编程方法来数学公式化这些问题,以构建有效的模型,该模型可以在可接受的时间内通过精确的方法解决。通过从在线学习论坛中一组学习者的协作中获得的数据验证了所建议的模型,该论坛通过所提供的方法进行了分组。取得的成果证实,新方法令人满意且很有希望。

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