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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

An E-Learning Recommender That Helps Learners Find the Right Materials

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Blessing Mbipom

Robert Gordon University


Stewart Massie

Robert Gordon University


Susan Craw

Robert Gordon University


DOI:

10.1609/aaai.v32i1.11389


Abstract:

Learning materials are increasingly available on the Web making them an excellent source of information for building e-Learning recommendation systems. However, learners often have difficulty finding the right materials to support their learning goals because they lack sufficient domain knowledge to craft effective queries that convey what they wish to learn. The unfamiliar vocabulary often used by domain experts creates a semantic gap between learners and experts, and also makes it difficult to map a learner's query to relevant learning materials. We build an e-Learning recommender system that uses background knowledge extracted from a collection of teaching materials and encyclopedia sources to support the refinement of learners' queries. Our approach allows us to bridge the gap between learners and teaching experts. We evaluate our method using a collection of realistic learner queries and a dataset of Machine Learning and Data Mining documents. Evaluation results show our method to outperform benchmark approaches and demonstrates its effectiveness in assisting learners to find the right materials.

Topics: AAAI

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HOW TO CITE:

Blessing Mbipom||Stewart Massie||Susan Craw An E-Learning Recommender That Helps Learners Find the Right Materials Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Blessing Mbipom||Stewart Massie||Susan Craw An E-Learning Recommender That Helps Learners Find the Right Materials AAAI 2018, .

Blessing Mbipom||Stewart Massie||Susan Craw (2018). An E-Learning Recommender That Helps Learners Find the Right Materials. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Blessing Mbipom||Stewart Massie||Susan Craw. An E-Learning Recommender That Helps Learners Find the Right Materials. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Blessing Mbipom||Stewart Massie||Susan Craw. 2018. An E-Learning Recommender That Helps Learners Find the Right Materials. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Blessing Mbipom||Stewart Massie||Susan Craw. (2018) "An E-Learning Recommender That Helps Learners Find the Right Materials", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Blessing Mbipom||Stewart Massie||Susan Craw, "An E-Learning Recommender That Helps Learners Find the Right Materials", AAAI, p., 2018.

Blessing Mbipom||Stewart Massie||Susan Craw. "An E-Learning Recommender That Helps Learners Find the Right Materials". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Blessing Mbipom||Stewart Massie||Susan Craw. "An E-Learning Recommender That Helps Learners Find the Right Materials". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Blessing Mbipom||Stewart Massie||Susan Craw. An E-Learning Recommender That Helps Learners Find the Right Materials. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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