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Factors determining the difficulty of practice problems in a computer language textbook

机译:确定计算机语言教科书中练习题难度的因素

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We studied the factors which determine the difficulty of practice problems in a computer language textbook. The extraction of these factors from such complex problems requires considerable effort, and after extraction these factors are difficult to analyze because of their large number. An additional difficulty is that these factors cannot include the full range of human cognitive characteristics involved in problem solving. To overcome these problems, we took the following two steps. First, we undertook an analysis with formal factors, namely the knowledge and inferences required to solve a problem, and estimated the degree of difficulty. Second we conducted an error analysis on specific problems which included some deviation from the formal factors, and extracted the factors required for a special cognitive load. Our model was then made more accurate by including these factors among those which were found to be significant. In this way, we estimated the difficulty of practice problems quantitatively, and showed the effectiveness of the proposed method by means of an experiment using an actual C language textbook.
机译:我们研究了确定计算机语言教科书中练习题难度的因素。从这些复杂的问题中提取这些因素需要付出很大的努力,并且在提取之后,由于这些因素的数量众多,因此很难对其进行分析。另一个困难是这些因素不能包括解决问题所涉及的全部人类认知特征。为了克服这些问题,我们采取了以下两个步骤。首先,我们用形式因素进行分析,即解决问题所需的知识和推理,并估计难度。其次,我们对特定问题进行了误差分析,其中包括与形式因素的一些偏差,并提取了特殊认知负荷所需的因素。然后,通过将这些因素包括在被认为是重要的因素中,可以使我们的模型更加准确。这样,我们定量地估计了实践问题的难度,并通过使用实际C语言教科书进行的实验证明了该方法的有效性。

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