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首页> 外文期刊>INFORMS Transactions on Education >Case Article—Baseball Analytics: Advancing to Prescriptive Analytics in the Major League Baseball Front Office
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Case Article—Baseball Analytics: Advancing to Prescriptive Analytics in the Major League Baseball Front Office

机译:案例文章—棒球分析:在美国职棒大联盟前线办公室进行处方分析

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This case uses player evaluation and personnel decision making in Major League Baseball (MLB) to introduce many of the key steps of data analytics projects. The data analytics process is a unique combination of art and science, and teaching the art of data analytics is challenging to do in a standard classroom setting with small data sets. The goal of this case is to move beyond the simple “cookie cutter” data sets and introduce students to the challenges of dealing with real data to answer important questions, as well as introduce or reinforce multiple data-mining/machine-learning methods. The case builds on a very rich data set collected by the authors, which allows for students or groups of students to arrive at different answers to the same question.
机译:本案例使用美国职棒大联盟(MLB)中的球员评估和人事决策来介绍数据分析项目的许多关键步骤。数据分析过程是艺术与科学的独特结合,在具有小数据集的标准教室环境中教授数据分析艺术是一项挑战。该案例的目标是超越简单的“ cookie切割器”数据集,并向学生介绍处理真实数据以回答重要问题的挑战,以及引入或加强多种数据挖掘/机器学习方法。该案例建立在作者收集的非常丰富的数据集的基础上,该数据集使学生或一组学生可以得出同一问题的不同答案。

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