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@article{ART002728062},
author={LEE DONG HOON and Namgyu Kim},
title={Methodology for Search Intent-based Document Recommendation},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2021},
volume={26},
number={6},
pages={115-127},
doi={10.9708/jksci.2021.26.06.115}

TY - JOUR
AU - LEE DONG HOON
AU - Namgyu Kim
TI - Methodology for Search Intent-based Document Recommendation
JO - Journal of The Korea Society of Computer and Information
PY - 2021
VL - 26
IS - 6
PB - The Korean Society Of Computer And Information
SP - 115
EP - 127
SN - 1598-849X
AB - It is not an easy task for a user to find the correct documents that a user really wanted at once from a vast amount of the search results. For this reason, various methods of recommending documents by taking the user’s preferences into consideration based on the user's document browsing history have been proposed. However, the document recommendation methodology based on the document browsing history also has a limitation that only the information the user has viewed is utilized, but the intent of the user searching for the document is not fully utilized. Therefore, we propose a document recommendation method based on the user’s search intent that utilizes information on “Why” the user reads the document, instead of the information on “Who” reads the document. In order to confirm the feasibility of the proposed methodology, an experiment was conducted by analyzing 239,438 actual user’s search history of one of the most popular e-commerce platform companies in Korea. As a result, our methodology showed superior performance compared to the existing content-based or simple browsing history-based recommendation model.
KW - Document Recommendation;Search Intent;Text Mining;TF-IDF;User Access Log
DO - 10.9708/jksci.2021.26.06.115
ER -

LEE DONG HOON and Namgyu Kim. (2021). Methodology for Search Intent-based Document Recommendation. Journal of The Korea Society of Computer and Information, 26(6), 115-127.

LEE DONG HOON and Namgyu Kim. 2021, "Methodology for Search Intent-based Document Recommendation", Journal of The Korea Society of Computer and Information, vol.26, no.6 pp.115-127. Available from: doi:10.9708/jksci.2021.26.06.115

LEE DONG HOON, Namgyu Kim "Methodology for Search Intent-based Document Recommendation" Journal of The Korea Society of Computer and Information 26.6 pp.115-127 (2021) : 115.

LEE DONG HOON, Namgyu Kim. Methodology for Search Intent-based Document Recommendation. 2021; 26(6), 115-127. Available from: doi:10.9708/jksci.2021.26.06.115

LEE DONG HOON and Namgyu Kim. "Methodology for Search Intent-based Document Recommendation" Journal of The Korea Society of Computer and Information 26, no.6 (2021) : 115-127.doi: 10.9708/jksci.2021.26.06.115

LEE DONG HOON; Namgyu Kim. Methodology for Search Intent-based Document Recommendation. Journal of The Korea Society of Computer and Information, 26(6), 115-127. doi: 10.9708/jksci.2021.26.06.115

LEE DONG HOON; Namgyu Kim. Methodology for Search Intent-based Document Recommendation. Journal of The Korea Society of Computer and Information. 2021; 26(6) 115-127. doi: 10.9708/jksci.2021.26.06.115

LEE DONG HOON, Namgyu Kim. Methodology for Search Intent-based Document Recommendation. 2021; 26(6), 115-127. Available from: doi:10.9708/jksci.2021.26.06.115

LEE DONG HOON and Namgyu Kim. "Methodology for Search Intent-based Document Recommendation" Journal of The Korea Society of Computer and Information 26, no.6 (2021) : 115-127.doi: 10.9708/jksci.2021.26.06.115