MOVIE RECOMMENDATION WITH K-MEANS CLUSTERING AND SELF-ORGANIZING MAP METHODS

Eugene Seo; Ho-Jin Choi

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Paper

MOVIE RECOMMENDATION WITH K-MEANS CLUSTERING AND SELF-ORGANIZING MAP METHODS

Topics: Machine Learning; Neural Networks; Pattern Recognition

In Proceedings of the 2nd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, 385-390, 2010 , Valencia, Spain

Authors: Eugene Seo and Ho-Jin Choi

Affiliation: Korea Advanced Institute of Science and Techonology (KAIST), Korea, Republic of

Keyword(s): Recommendation system, Machine learning, K-means clustering, Self-organisation map.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Computational Intelligence ; Data Manipulation ; Evolutionary Computing ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Machine Learning ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Symbolic Systems ; Theory and Methods

Abstract: Recommendation System has been developed to offer users a personalized service. We apply K-means and Self-Organizing Map (SOM) methods for the recommendation system. We explain each method in movie recommendation, and compare their performance in the sense of prediction accuracy and learning time. Our experimental results with given Netflix movie datasets demonstrates how SOM performs better than K-means to give precise prediction of movie recommendation with discussion, but it needs to be solved for the overall time of computation.

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Paper citation in several formats:

Seo, E. and Choi, H. (2010). MOVIE RECOMMENDATION WITH K-MEANS CLUSTERING AND SELF-ORGANIZING MAP METHODS. In Proceedings of the 2nd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART; ISBN 978-989-674-021-4; ISSN 2184-433X, SciTePress, pages 385-390. DOI: 10.5220/0002737603850390

@conference{icaart10,
author={Eugene Seo. and Ho{-}Jin Choi.},
title={MOVIE RECOMMENDATION WITH K-MEANS CLUSTERING AND SELF-ORGANIZING MAP METHODS},
booktitle={Proceedings of the 2nd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART},
year={2010},
pages={385-390},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002737603850390},
isbn={978-989-674-021-4},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 2nd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART
TI - MOVIE RECOMMENDATION WITH K-MEANS CLUSTERING AND SELF-ORGANIZING MAP METHODS
SN - 978-989-674-021-4
IS - 2184-433X
AU - Seo, E.
AU - Choi, H.
PY - 2010
SP - 385
EP - 390
DO - 10.5220/0002737603850390
PB - SciTePress