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A text analytics-based approach to compute coverage, readability and comprehensibility of eBooks

机译:基于文本分析的方法来计算电子书的覆盖率,可读性和可理解性

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This paper presents our text analytics-based algorithmic formulation for qualitative evaluation of eBooks. Our algorithmic approach computes qualitative aspects of an eBook, particularly its coverage, readability and comprehensibility. Measurement of these qualitative aspects required parsing the eBook text and extracting different information from it such as the concepts described in the eBook. For computing coverage, we have used some standard reference documents in a novel manner. For readability, we have resorted to standard definition and metrics for readability described in some past works. The comprehensibility aspect computation is based on coherent, cohesive and sequentially progressive discussion of learning concepts described in the eBook. The qualitative aspects are quantified in terms of numerical values. The system is tested on a small but diverse dataset of about 30 eBooks. The results are validated by using external information about eBook popularity collected from the Word Wide Web, such as eBook review, and performing sentiment analysis on them. The results obtained give us a fair measure of qualitative account of an eBook on the parameters of coverage, readability and comprehensibility and demonstrates the usefulness of our algorithmic approach.
机译:本文介绍了我们基于文本分析的算法公式,用于对电子书进行定性评估。我们的算法方法计算电子书的质量方面,尤其是其覆盖范围,可读性和可理解性。对这些定性方面的测量需要解析电子书文本并从中提取不同的信息,例如电子书中描述的概念。为了计算覆盖率,我们以新颖的方式使用了一些标准参考文件。为了提高可读性,我们采用了一些过去作品中描述的可读性的标准定义和度量。可理解性方面的计算基于电子书中描述的学习概念的连贯,内聚和顺序渐进式讨论。定性方面根据数值进行量化。该系统已在约30本书的小型但多样化的数据集上进行了测试。通过使用从Word Wide Web收集的有关电子书受欢迎程度的外部信息(例如电子书评论)并对其进行情感分析,可以验证结果。获得的结果使我们对电子书的覆盖率,可读性和可理解性参数进行了定性的公平衡量,并证明了我们算法的有效性。

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