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Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia

机译:笔划级别的书写者内部归一化对发育障碍的计算机评估的影响

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Developmental dysgraphia (DD) can negatively influence writing speed, legibility of written product, and even planning and content generation. This could have a detrimental impact on self-expression, and communication in childhood. The goal of this study is to investigate new intra-writer and self-esteem normalization methods (IWN) in direction of improving computerized DD assessment based on the quantitative analysis of online handwriting. For this purpose we enrolled 97 children who wrote a paragraph using a digitizing tablet. Their handwriting proficiency was rated by the Handwriting Proficiency Screening Questionnaire (HPSQ). The handwriting was parametrized using a conventional set of features that were consequently normalized by four newly designed IWN. Based on the results we observed that a stroke-level ℓ2 norm normalization decreased the computerized DD assessment error from 23 % to 18 %. This study proves that the stroke-level IWN has the significant potential in the field of computerized DD diagnosis and assessment.
机译:发育障碍(DD)可能会对书写速度,书写产品的可读性甚至计划和内容生成产生负面影响。这可能会对儿童的自我表达和沟通产生不利影响。这项研究的目的是研究新的内部书写者和自尊归一化方法(IWN),以改进基于在线笔迹的定量分析的计算机化DD评估。为此,我们招收了97位使用数字化手写板撰写段落的孩子。他们的手写能力由“手写能力筛选调查表”(HPSQ)评定。使用一组常规功能对手写体进行参数设置,然后由四个新设计的IWN对其进行规范化。根据结果​​,我们观察到笔划水平ℓ 2 规范规范化将计算机化的DD评估误差从23 \%降低到18 \%。这项研究证明,卒中级IWN在计算机化DD诊断和评估领域具有巨大潜力。

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