Automatic evaluation for E-Learning using latent semantic analysis: A use case

Assessment in education allows for obtaining, organizing, and presenting information about how much and how well the student is learning. The current paper aims at analysing and discussing some of the most state-of-the-art assessment systems in education. Later, this work presents a specific use cas...

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Detalhes bibliográficos
Autores: Farrus, Mireia, Ruiz Costa-Jussà, Marta|||0000-0002-5703-520X
Tipo de documento: artigo
Data de publicação:2013
País:España
Recursos:Universitat Politècnica de Catalunya (UPC)
Repositório:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglês
OAI Identifier:oai:upcommons.upc.edu:2117/102168
Acesso em linha:https://hdl.handle.net/2117/102168
Access Level:Acceso aberto
Palavra-chave:Web-based instruction -- Evaluation
Automatic Evaluation E-learning
Ensenyament virtual -- Avaluació
Àrees temàtiques de la UPC::Ensenyament i aprenentatge::TIC's aplicades a l'educació::Ensenyament virtual (eLearning)
Descrição
Resumo:Assessment in education allows for obtaining, organizing, and presenting information about how much and how well the student is learning. The current paper aims at analysing and discussing some of the most state-of-the-art assessment systems in education. Later, this work presents a specific use case developed for the Universitat Oberta de Catalunya, which is an online university. An automatic evaluation tool is proposed that allows the student to evaluate himself anytime and receive instant feedback. This tool is a web-based platform, and it has been designed for engineering subjects (i.e., with math symbols and formulas) in Catalan and Spanish. Particularly, the technique used for automatic assessment is latent semantic analysis. Although the experimental framework from the use case is quite challenging, results are promising.