Abstract
Humanity development through education is an important method of sustainable development. This guarantees community development at present time without any negative effects in the future and also provides prosperity for future generations. E-learning is a natural development of the educational tools in this era and current circumstances. Thanks to the rapid development of computer sciences and telecommunication technologies, this has evolved impressively. In spite of facilitating the educational process, this development has also provided a massive amount of learning resources, which makes the task of searching and extracting useful learning resources difficult. Therefore, new tools need to be advanced to facilitate this development. In this paper we present a new algorithm that has the ability to extract the main topics from textual learning resources, link related resources and generate interactive dynamic knowledge graphs. This algorithm accurately and efficiently accomplishes those tasks no matter how big or small the texts are. We used Wikipedia Miner, TextRank, and Gensim within our algorithm. Our algorithm’s accuracy was evaluated against Gensim, largely improving its accuracy. This could be a step towards strengthening self-learning and supporting the sustainable development of communities, and more broadly of humanity, across different generations.
Highlights
The sustainable development of the community is a great responsibility and a lofty goal that could be achieved in many ways; education is a very important one of them.Education quality is the main indicator of a community’s development [1], the cost of a high quality education is unaffordable in many countries [2], especially with the effect that COVID-19 has had on many systems [3]
Wikipedia Miner services on the results provided by Gensim, including communication time caused by the running of a different server
In our algorithm we start by extracting text, we use Gensim to extract the main keywords from the text, and we use Wikipedia Miner with both the Wikify and Search services to extract main topics
Summary
Education quality is the main indicator of a community’s development [1], the cost of a high quality education is unaffordable in many countries [2], especially with the effect that COVID-19 has had on many systems [3]. In this context, e-learning was an inevitable solution: it can be used by educational systems as an affordable, safe, and progressing alternative to classical education. As every student is unique, the education system has the opportunity to adopt new tools that help it to adapt uniquely, according to every
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