@article{ART003156803},
author={Jeong Do-heon},
title={Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings},
journal={Journal of Korean Library and Information Science Society},
issn={2466-2542},
year={2024},
volume={55},
number={4},
pages={245-263},
doi={10.16981/kliss.55.4.202412.245}
TY - JOUR
AU - Jeong Do-heon
TI - Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings
JO - Journal of Korean Library and Information Science Society
PY - 2024
VL - 55
IS - 4
PB - Korean Library And Information Science Society
SP - 245
EP - 263
SN - 2466-2542
AB - The purpose of this study is to propose an efficient quality enhancement method for large-scale lexical resources using automated semantic inference techniques, based on current research trends in large lexical resources, and to suggest practical applications. To achieve this, common semantic inference rules were first defined by analyzing various relational cases among terms within lexical resources and identifying correct and erroneous patterns. Using these defined inference rules, a semantic inference engine based on a spreading algorithm was developed, enabling rapid network traversal and error detection across very large lexical resources. Through experiments on the Subject Headings of the National Library of Korea, it was confirmed that the automated methods and web-based management system proposed in this study enable effective quality enhancement of large-scale data. The study is significant in that it proposes a novel semantic inference approach for enhancing the quality of large-scale lexical resources, as well as the first attempt to analyze and organize logical error cases arising within complex term networks. Furthermore, it is meaningful in discussing methods of human-machine collaboration in the era of artificial intelligence.
KW - Lexical Resources;Large-Scale Data;Semantic Inference;Artificial Intelligence;Subject Headings;Human Machine Collaboration
DO - 10.16981/kliss.55.4.202412.245
ER -
Jeong Do-heon. (2024). Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings. Journal of Korean Library and Information Science Society, 55(4), 245-263.
Jeong Do-heon. 2024, "Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings", Journal of Korean Library and Information Science Society, vol.55, no.4 pp.245-263. Available from: doi:10.16981/kliss.55.4.202412.245
Jeong Do-heon "Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings" Journal of Korean Library and Information Science Society 55.4 pp.245-263 (2024) : 245.
Jeong Do-heon. Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings. 2024; 55(4), 245-263. Available from: doi:10.16981/kliss.55.4.202412.245
Jeong Do-heon. "Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings" Journal of Korean Library and Information Science Society 55, no.4 (2024) : 245-263.doi: 10.16981/kliss.55.4.202412.245
Jeong Do-heon. Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings. Journal of Korean Library and Information Science Society, 55(4), 245-263. doi: 10.16981/kliss.55.4.202412.245
Jeong Do-heon. Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings. Journal of Korean Library and Information Science Society. 2024; 55(4) 245-263. doi: 10.16981/kliss.55.4.202412.245
Jeong Do-heon. Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings. 2024; 55(4), 245-263. Available from: doi:10.16981/kliss.55.4.202412.245
Jeong Do-heon. "Method for Enhancing the Quality of Large-Scale Lexical Resources Using Semantic Inference Rules: Focusing on the National Library of Korea Subject Headings" Journal of Korean Library and Information Science Society 55, no.4 (2024) : 245-263.doi: 10.16981/kliss.55.4.202412.245
