TY - JOUR
T1 - Multi-documents summarization based on clustering of learning object using hierarchical clustering
AU - Mustamiin, M.
AU - Budi, I.
AU - Santoso, H. B.
N1 - Publisher Copyright:
© Published under licence by IOP Publishing Ltd.
PY - 2018/3/16
Y1 - 2018/3/16
N2 - The Open Educational Resources (OER) is a portal of teaching, learning and research resources that is available in public domain and freely accessible. Learning contents or Learning Objects (LO) are granular and can be reused for constructing new learning materials. LO ontology-based searching techniques can be used to search for LO in the Indonesia OER. In this research, LO from search results are used as an ingredient to create new learning materials according to the topic searched by users. Summarizing-based grouping of LO use Hierarchical Agglomerative Clustering (HAC) with the dependency context to the user's query which has an average value F-Measure of 0.487, while summarizing by K-Means F-Measure only has an average value of 0.336.
AB - The Open Educational Resources (OER) is a portal of teaching, learning and research resources that is available in public domain and freely accessible. Learning contents or Learning Objects (LO) are granular and can be reused for constructing new learning materials. LO ontology-based searching techniques can be used to search for LO in the Indonesia OER. In this research, LO from search results are used as an ingredient to create new learning materials according to the topic searched by users. Summarizing-based grouping of LO use Hierarchical Agglomerative Clustering (HAC) with the dependency context to the user's query which has an average value F-Measure of 0.487, while summarizing by K-Means F-Measure only has an average value of 0.336.
UR - http://www.scopus.com/inward/record.url?scp=85045134342&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/978/1/012053
DO - 10.1088/1742-6596/978/1/012053
M3 - Conference article
AN - SCOPUS:85045134342
SN - 1742-6588
VL - 978
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 1
M1 - 012053
T2 - 2nd International Conference on Computing and Applied Informatics 2017, ICCAI 2017
Y2 - 28 November 2017 through 30 November 2017
ER -