@article{ART003139166},
author={Hong-Ju Yang and In-Yeop Choi},
title={Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={11},
pages={67-77},
doi={10.9708/jksci.2024.29.11.067}
TY - JOUR
AU - Hong-Ju Yang
AU - In-Yeop Choi
TI - Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 11
PB - The Korean Society Of Computer And Information
SP - 67
EP - 77
SN - 1598-849X
AB - This paper proposes a method to improve the search functionality for website posts and product reviews by using a ResNet-Transformer model in conjunction with the BM25 ranking algorithm. BM25 is a widely used algorithm in text-based search that ranks documents by evaluating their relevance to user queries. However, it has limitations in capturing local features of words and understanding the context of a sentences. To address these issues, this study applies a classification approach that combines the ResNet model, which excels at extracting local features, with the Transformer model, known for its strong contextual understanding, as weights for BM25. Experimental results demonstrate that the proposed method improves the nDCG metric by 9.38% and the aP@5 metric by 11.82% compared to BM25 alone. This suggests that implementing this method in search engines across various websites can provide more accurate results for post and review searches.
KW - ResNet;Transformer;ResNet-Transformer;Website search;BM25;Rangking algorithm
DO - 10.9708/jksci.2024.29.11.067
ER -
Hong-Ju Yang and In-Yeop Choi. (2024). Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model. Journal of The Korea Society of Computer and Information, 29(11), 67-77.
Hong-Ju Yang and In-Yeop Choi. 2024, "Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model", Journal of The Korea Society of Computer and Information, vol.29, no.11 pp.67-77. Available from: doi:10.9708/jksci.2024.29.11.067
Hong-Ju Yang, In-Yeop Choi "Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model" Journal of The Korea Society of Computer and Information 29.11 pp.67-77 (2024) : 67.
Hong-Ju Yang, In-Yeop Choi. Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model. 2024; 29(11), 67-77. Available from: doi:10.9708/jksci.2024.29.11.067
Hong-Ju Yang and In-Yeop Choi. "Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model" Journal of The Korea Society of Computer and Information 29, no.11 (2024) : 67-77.doi: 10.9708/jksci.2024.29.11.067
Hong-Ju Yang; In-Yeop Choi. Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model. Journal of The Korea Society of Computer and Information, 29(11), 67-77. doi: 10.9708/jksci.2024.29.11.067
Hong-Ju Yang; In-Yeop Choi. Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model. Journal of The Korea Society of Computer and Information. 2024; 29(11) 67-77. doi: 10.9708/jksci.2024.29.11.067
Hong-Ju Yang, In-Yeop Choi. Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model. 2024; 29(11), 67-77. Available from: doi:10.9708/jksci.2024.29.11.067
Hong-Ju Yang and In-Yeop Choi. "Enhancing Search Functionality for Website Posts and Product Reviews: Improving BM25 Ranking Algorithm Performance Using the ResNet-Transformer Model" Journal of The Korea Society of Computer and Information 29, no.11 (2024) : 67-77.doi: 10.9708/jksci.2024.29.11.067
