A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2020; you can also visit <a rel="external noopener" href="https://www.journal.atmph-specialissues.org/uploads/179/6943_pdf.pdf">the original URL</a>. The file type is <code>application/pdf</code>.
<i title="Africa Health Research Organization">
Annals of Tropical Medicine and Public Health
During the last decade, Data has a significant role in analytic processes, applications, and numerous areas of the human activities. With the growth in data complexity and size, we come across a vital necessity for tools promoting the explanations and understanding over dataassociated procedures. Due to the lack of adequate dataset, anomaly-based approaches in education resources datasets which are monopoly to the universities or educational institutions. The objective of this research is to<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36295/asro.2019.221230">doi:10.36295/asro.2019.221230</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yr22ty6porh4vawvi467kjl3ie">fatcat:yr22ty6porh4vawvi467kjl3ie</a> </span>
more »... ld a new dataset called video educational lectures dataset due to the lake of educational resources datasets this dataset designed for postgraduate students, then test the performance of (Video Lectures) dataset by applying a set of algorithms of machine learning for the tasks of data mining, the different classification methods, are: J48, Decision Tree, OneR, Bayes Network, Random Forest, LMT, Random Tree, LWL, REP, and Navies Bayes algorithm, after that the new dataset will be tested and evaluated by compare it with a public dataset (Good Book) dataset through using the same classification algorithms. The several measures which are considered for the analytical purposes are Sensitivity, Accuracy, Precision, F-measure, and False positive Rate. All the results of those parameters are taken for all of the described methods of classification. Finally, results have been provided in tabular way to test and evaluate the performance of the Video Lectures dataset, and other tabular form to facilitate comparative between the Video Lectures and Good Book datasets that proved the Video Lectures dataset get better Accuracy percentage than Good Book dataset.
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200709090129/https://www.journal.atmph-specialissues.org/uploads/179/6943_pdf.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/6e/30/6e309fca228480df2d602fe5fc18576d1053a0cf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.36295/asro.2019.221230"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>