ERIC Number: EJ1239448
Record Type: Journal
Publication Date: 2020-Jan
Pages: 20
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1360-2357
EISSN: N/A
Available Date: N/A
Finding Model through Latent Semantic Approach to Reveal the Topic of Discussion in Discussion Forum
Setiawan, Reina; Budiharto, Widodo; Kartowisastro, Iman Herwidiana; Prabowo, Harjanto
Education and Information Technologies, v25 n1 p31-50 Jan 2020
There are lots of information and knowledge can be extracted from a discussion forum. Despite a discussion is opened by submitting a thread as the topic of discussion, however, the discussion may open out to different topics. This paper aims to present a model to find out a topic of discussion through latent semantic approach, named Topics Finding Model (TFM). The model proposes a complete step to reveal the topic of discussion from a thread in a discussion forum, consisting of the pre-processing text document, corpus classification and finding a topic. The model can be applied in various discussion forums and various languages with a few adjustments, such as stop-word removal list and stemming algorithm. The data were obtained from discussion forum in a learning management system. The data consist of 1050 posts divided into three different course subjects: information systems, management, and character building. The reason for using several course subjects is to observe consistency of the model. F-measure was used to measure the effectiveness of the model, and the results showed that the TFM was consistent and effective to reveal the topic of discussion, with a good precision. However, the recall can still be increased in a further study.
Descriptors: Group Discussion, Computer Mediated Communication, Semantics, Identification, Integrated Learning Systems, Classification, Information Retrieval, Models, Foreign Countries
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Publication Type: Journal Articles; Reports - Research
Education Level: N/A
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: Indonesia
Grant or Contract Numbers: N/A
Author Affiliations: N/A