DC Field | Value | Language |
---|---|---|
dc.contributor.author | 백유진 | ko |
dc.contributor.author | 이지현 | ko |
dc.contributor.author | 김남희 | ko |
dc.contributor.author | 이헌주 | ko |
dc.contributor.author | 주재걸 | ko |
dc.date.accessioned | 2021-12-14T06:43:35Z | - |
dc.date.available | 2021-12-14T06:43:35Z | - |
dc.date.created | 2021-12-13 | - |
dc.date.created | 2021-12-13 | - |
dc.date.created | 2021-12-13 | - |
dc.date.issued | 2021-09 | - |
dc.identifier.citation | 식품과학과 산업, v.54, no.3, pp.160 - 170 | - |
dc.identifier.issn | 0257-2397 | - |
dc.identifier.uri | http://hdl.handle.net/10203/290546 | - |
dc.description.abstract | A recent advance in communication technologies accelerates the spread of food safety issues once presented by the news media. To respond to those safety issues and take steps in a timely manner, automatically detecting related information from the news data matters. This work presents an AI-based system that detects risk information within a food-related news article. Experts in food safety areas participated in labeling risk information from the food-related news articles; we acquired 43,527 articles in which food names and risk information are marked as labels. Based on the news document, our system automatically detects food names and risk information by analyzing similarities between words within a text by leveraging learned word embedding vectors. Our AI-based system shows higher detection accuracy scores over a non-AI rulebased system: achieving an absolute gain of +32.94% in F1 for the food name category and +41.53% for the risk information category. | - |
dc.language | Korean | - |
dc.publisher | 한국식품과학회 | - |
dc.title | 뉴스 데이터로부터 식품위해정보 자동 추출을 위한 인공지능 기술 | - |
dc.title.alternative | AI-based system for automatically detecting food risk information from news data | - |
dc.type | Article | - |
dc.type.rims | ART | - |
dc.citation.volume | 54 | - |
dc.citation.issue | 3 | - |
dc.citation.beginningpage | 160 | - |
dc.citation.endingpage | 170 | - |
dc.citation.publicationname | 식품과학과 산업 | - |
dc.identifier.kciid | ART002756957 | - |
dc.contributor.localauthor | 주재걸 | - |
dc.contributor.nonIdAuthor | 이지현 | - |
dc.contributor.nonIdAuthor | 김남희 | - |
dc.contributor.nonIdAuthor | 이헌주 | - |
dc.description.isOpenAccess | N | - |
dc.subject.keywordAuthor | artificial intelligence | - |
dc.subject.keywordAuthor | word embedding | - |
dc.subject.keywordAuthor | risk information | - |
dc.subject.keywordAuthor | food safety issues | - |
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