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A sampling method based on URL clustering for fast web accessibility evaluation

机译:一种基于URL聚类的采样方法,用于快速Web辅助功能评估

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When evaluating the accessibility of a large website, we rely on sampling methods to reduce the cost of evaluation. This may lead to a biased evaluation when the distribution of checkpoint violations in a website is skewed and the selected samples do not provide a good representation of the entire website. To improve sampling quality, stratified sampling methods first cluster web pages in a site and then draw samples from each cluster. In existing stratified sampling methods, however, all the pages in a website need to be analyzed for clustering, causing huge I/O and computation costs. To address this issue, we propose a novel page sampling method based on URL clustering for web accessibility evaluation, namely URLSamp. Using only the URL information for stratified page sampling, URLSamp can efficiently scale to large websites. Meanwhile, by exploiting similarities in URL patterns, URLSamp cluster pages by their generating scripts and can thus effectively detect accessibility problems from web page templates. We use a data set of 45 web sites to validate our method. Experimental results show that our URLSamp method is both effective and efficient for web accessibility evaluation.
机译:在评估大型网站的可访问性时,我们依靠抽样方法来降低评估成本。当网站中检查点违规的分布偏斜并且所选样本不能很好地代表整个网站时,这可能会导致评估有偏见。为了提高采样质量,分层采样方法首先将站点中的网页聚类,然后从每个聚类中抽取样本。但是,在现有的分层抽样方法中,需要分析网站中的所有页面以进行聚类,从而导致巨大的I / O和计算成本。为了解决这个问题,我们提出了一种基于URL聚类的网页访问性评估的新颖页面采样方法,即URLSamp。仅使用URL信息进行分层页面采样,URLSamp可以有效地扩展到大型网站。同时,通过利用URL模式的相似性,URLSamp通过页面的生成脚本对页面进行聚类,从而可以有效地检测来自网页模板的可访问性问题。我们使用45个网站的数据集来验证我们的方法。实验结果表明,我们的URLSamp方法对于Web可访问性评估既有效又有效。

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