• Title/Summary/Keyword: category label

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Major concerns regarding food services based on news media reports during the COVID-19 outbreak using the topic modeling approach

  • Yoon, Hyejin;Kim, Taejin;Kim, Chang-Sik;Kim, Namgyu
    • Nutrition Research and Practice
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    • v.15 no.sup1
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    • pp.110-121
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    • 2021
  • BACKGROUND/OBJECTIVES: Coronavirus disease 2019 (COVID-19) cases were first reported in December 2019, in China, and an increasing number of cases have since been detected all over the world. The purpose of this study was to collect significant news media reports on food services during the COVID-19 crisis and identify public communication and significant concerns regarding COVID-19 for suggesting future directions for the food industry and services. SUBJECTS/METHODS: News articles pertaining to food services were extracted from the home pages of major news media websites such as BBC, CNN, and Fox News between March 2020 and February 2021. The retrieved data was sorted and analyzed using Python software. RESULTS: The results of text analytics were presented in the format of the topic label and category for individual topics. The food and health category presented the effects of the COVID-19 pandemic on food and health, such as an increase in delivery services. The policy category was indicative of a change in government policy. The lifestyle change category addressed topics such as an increase in social media usage. CONCLUSIONS: This study is the first to analyze major news media (i.e., BBC, CNN, and Fox News) data related to food services in the context of the COVID-19 pandemic. Text analytics research on the food services domain revealed different categories such as food and health, policy, and lifestyle change. Therefore, this study contributes to the body of knowledge on food services research, through the use of text analytics to elicit findings from media sources.

WordNet-Based Category Utility Approach for Author Name Disambiguation (저자명 모호성 해결을 위한 개념망 기반 카테고리 유틸리티)

  • Kim, Je-Min;Park, Young-Tack
    • The KIPS Transactions:PartB
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    • v.16B no.3
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    • pp.225-232
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    • 2009
  • Author name disambiguation is essential for improving performance of document indexing, retrieval, and web search. Author name disambiguation resolves the conflict when multiple authors share the same name label. This paper introduces a novel approach which exploits ontologies and WordNet-based category utility for author name disambiguation. Our method utilizes author knowledge in the form of populated ontology that uses various types of properties: titles, abstracts and co-authors of papers and authors' affiliation. Author ontology has been constructed in the artificial intelligence and semantic web areas semi-automatically using OWL API and heuristics. Author name disambiguation determines the correct author from various candidate authors in the populated author ontology. Candidate authors are evaluated using proposed WordNet-based category utility to resolve disambiguation. Category utility is a tradeoff between intra-class similarity and inter-class dissimilarity of author instances, where author instances are described in terms of attribute-value pairs. WordNet-based category utility has been proposed to exploit concept information in WordNet for semantic analysis for disambiguation. Experiments using the WordNet-based category utility increase the number of disambiguation by about 10% compared with that of category utility, and increase the overall amount of accuracy by around 98%.

E-mail Classification Using Dynamic Category Hierarchy and Automatic Generation of Category Label (분류 주제 자동 생성 및 동적분류체계 방법을 이용한 이메일 분류)

  • Ahn, C.M.;Park, S.;Park, S.H.;Choi, B.K.;Lee, J.H.
    • Proceedings of the Korean Information Science Society Conference
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    • 2004.04a
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    • pp.439-441
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    • 2004
  • 이메일 사용이 보편화됨에 따라 점차 수신되는 메일의 량이 증가하고 있다. 이러한 메일 량의 증가는 사용자로 하여금 이메일을 좀더 효율적으로 분류할 수 있는 방법을 필요하게 한다. 그러나 현재의 이메일 분류는 규칙기반, 베이시안, SVM 등을 이용하여 스팸메일을 필터링 하는 이원분류가 주로 연구되고 있다. 이외에도 다원분류에 대한 연구로는 클러스터링을 이용한 방법이 있으나, 이는 단순히 유사도에 의해 메일을 묶는 수준에 그치고 있다. 본 논문에서는 벡터모델의 유사도를 기반으로 한 분류 주제 자동 생성 알고리즘과 동적분류체계 방법을 결합하여 새로운 이메일 자동 다원분류 방법을 제안했다. 본 논문에서 제안한 방법은 이메일을 자동으로 분류하여, 분류된 결과를 색인검색과 디렉토리 검색 방법을 지원하며 대량의 메일도 효율적으로 관리할 수 있다. 또한 메시지를 동적으로 재분류 할 수 있게 함으로써 디렉토리 검색시 재현율을 높였다.

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A Review of the Vegan Fashion Category and a Practical Plan for Ethical Consumption (비건 패션의 범주와 실천 방안 모색)

  • Bae, Soojeong
    • Journal of Fashion Business
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    • v.24 no.2
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    • pp.68-84
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    • 2020
  • The purpose of this thesis is to suggest a Practical Plan for ethical consumption by reviewing the category of Vegan Fashion and investigating its Social Value of vegan fashion. This will be achieved through investigating the papers and official home pages of 13 selected Vegan Fashion brands. It was found that in terms of use of materials such as leather, fur and organic fibers the brands can be divided into three sections: fur-free, cruelty-free and perfect vegan. A Practical Plan is suggested based on the aspects of production, consumption, distribution and education. Firstly, the provider should be required to understand vegan materials deeply, it is also desirable for them to get vegan certifications. Secondly, the seller should also understand about vegan materials, and be able to explain this to consumers. The education from the seller is vital and the meaning of logos and associated contents used by the label should be clearly explained to consumers. Thirdly, the association of consumers, and fashion brands should cooperate to enhance the level of general understanding in society further, this should influence new laws, that address ethical issues regarding the use of fur in fashion. Environmental problem of the future might be reduced if the stakeholders in Vegan Fashion are cooperatively and actively trying to educate the general population and make Vegan Fashion popular and ethical consumption popular.

A Comparative Study for Product Carbon Footprint of Detergent, Heat Insulating Material, Vacuum Cleaner (Korea, UK and Japan) (한국, 영국, 일본 제품 탄소발자국 기준에 따른 세제, 단열재, 진공청소기 산정 결과 비교 평가)

  • Ju, Hong-Shin;Yeon, Seong-Mo;Shin, Yoo-Jin;Kim, Burmshik;Lim, Noh-Hyun;Jeong, Heon-Chang;Hong, Eung-Pyo
    • Clean Technology
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    • v.18 no.4
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    • pp.440-445
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    • 2012
  • 15 carbon footprint product (CFP) schemes, including Korea Carbon Footprint Label, UK Carbon Trust's Carbon Reduction Label and Japan CFP are implemented in the world. A CFP describes green house gases (GHGs) emissions emitted throughout product's life cycle and is intended to reduce GHGs emissions by labeling a CFP result on product. This study calculates Korea, UK and Japan CFP result of vacuum cleaner, detergent, packagin material in order to analyze the Korea, UK and Japan CFP standards. Our results demonstrate significant differences among then calculated results because of criteria, emission factors, etc. Therefore, there are many difficulties in providing various CFP results and the international standard and guidelines for product category are needed.

Initial Seed Generation for Constrained K-means (제약된 K-means를 위한 초기 씨드 생성방법)

  • Seo, Hyang-Suk;Kang, Jae-Ho;Ryu, Kwang-Ryel
    • Proceedings of the Korea Information Processing Society Conference
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    • 2003.11a
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    • pp.283-286
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    • 2003
  • 군집화 시 일반적으로 개별 클래스(class) 혹은 카테고리(category) 당 하나의 군집이 형성되는 결과가 선호된다. 하지만 데이터가 비정형적인 분포를 따르는 경우에는 하나의 군집으로 개별 클래스를 온전히 표현하는 것이 불가능하거나 오히려 부자연스러운 경우가 발생할 수 있다. 본 논문에서는 예제의 클래스를 알고 있는 즉, 레이블(label)된 예제들을 그렇지 않은(unlabeled) 예제들과 함께 활용하여 군집화하는 제약된 K-means (constrained K-means) 알고리즘을 위하여 보다 자연스러운 형태의 군집이 형성될 수 있도록 초기 씨드(seed, 씨앗)를 생성하는 방안을 제안한다. 레이블된 예제들을 계층적으로 군집화하면 다양한 단계에서 제약된 K-means를 위한 씨드집합을 생성할 수 있다. 본 연구에서는 각 단계의 씨드집합을 기반으로 형성된 군집결과간의 변화정도를 측정하여 가장 적절한 것으로 추정되는 씨드집합을 선정하였다. 제안한 방안을 문서 군집화 문제에 적용하여 실험한 결과 개별 클래스마다 하나의 군집을 가정하는 경우보다 더 나은 군집을 형성할 수 있음을 확인하였다.

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Monolingual 2- to 3-Year-Old Children's Understanding of Foreign Words (단일 언어 사용 2-3세 아동의 외국어 단어에 대한 이해)

  • Lee, Hyuna;Kim, Eun Young;Song, Hyun-joo
    • Korean Journal of Child Studies
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    • v.37 no.4
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    • pp.159-168
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    • 2016
  • Objective: This study investigated the age at which monolingual children can understand that different languages are different conventional systems of communication. In particular, we investigated when children can suspend using the mutual exclusivity (ME) assumption that a label solely refers to one category when interpreting novel words from foreign languages. Methods: Two-year-olds (n = 16) and 3-year-olds (n = 16) participated in the procedure, which consisted of three blocks. In the first block, a Korean speaker taught the children a novel word, muppi, referring to a novel object. The children were presented with two objects, muppi and another novel object. The Korean speaker then asked the children to find a referent of either muppi or the other novel Korean label, kkati. In the second block, a foreign language (either English or Spanish) speaker asked children to find the object for a foreign novel word, sefo, presenting two objects: muppi and the third novel object, which had not been presented before. The procedure of the third block was identical to that of the first block. Results: Three-year-olds exploited the ME assumption when interpreting a Korean novel word but not when interpreting a foreign novel word. In contrast, 2-year-old children did not use the ME assumption when interpreting native and foreign words. Conclusion: Children acquire an understanding that native and foreign languages have different words for an object at least by 3 years of age.

Intelligent DB Retrieval System for Marine Accidents Using FCM (FCM을 이용한 지능형 해양사고 DB 검색시스템 구축)

  • Park, Gyei-Kark;Han, Xu;Kim, Young-Ki;Oh, Se-Woong
    • Journal of the Korean Institute of Intelligent Systems
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    • v.19 no.4
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    • pp.568-573
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    • 2009
  • Marine accidents have always caused huge economic losses, as well as environmental pollution. Prevention of marine accidents has become a focus of argumentation. The analysis of past accident cases, reviewing the experience and lessons, is important and necessary for preventing marine accidents. With the same subject above, the Korean Maritime Safety Tribunal provides for past marine accidents' written judgments and analysis of judgment and associated retrieval system on its homepage. In these systems, the name of the ship, accident occurrence time, accident pattern or related keywords are used as search conditions. However, most of the marine events' happening were not due to a single reason, but multiple ones. In addition, one marine event could often come under several categories. In this case, now the retrieval systems' DB is used on the Korean Maritime Safety Tribunal homepage was built based on single category and failed to be able to retrieve according to multiple reasons or multiple categories. In order to solve this problem, a more practical retrieval approach might be needed. Therefore, in this paper, a new retrieval system will be proposed, which using the linguistic label to describe the cluster after analyzing the relational properties between marine accidents and clustering by FCM algorithm, and then adding an interface to allow users to get the results they want through choosing multiple reasons or multiple categories.

A Study on Policy Recommendations for Post-Monitoring System of the Energy Efficiency Labeling Program (에너지소비효율등급제 사후관리 개선방안 연구)

  • Lim, Ki Choo
    • Journal of Energy Engineering
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    • v.24 no.2
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    • pp.179-186
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    • 2015
  • This study suggests a few solutions to improve the post-monitoring activities under the Energy Efficiency Labeling Program. First, samples should be selected from each category for the post-monitoring activities, taking account of the consumer's continuous buying behavior, while it is also important to form and operate a deliberation committee. Second, it is necessary to alleviate the checking process of the label content of 9 items which have never been violated the labeling regulation since 2005. This study suggests the detailed checking of label contents and the reinforcement of the measurement of 17 items which have violated labeling more than once over the past few years. Third, this study suggests that the entire post-monitoring process should be disclosed and be posted on the websites of related agencies and on the Internet in general.

A Case Study on the post-monitoring programs under the energy efficiency labeling program (주요국의 에너지효율등급제 사후관리 사례 분석)

  • Lim, Ki Choo
    • Journal of Energy Engineering
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    • v.23 no.3
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    • pp.58-65
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    • 2014
  • The study examined the post-monitoring programs under the energy efficiency labeling program in developed countries. This study suggests a few solutions to improve the post-monitoring activities under the program. First, samples should be selected from each category for the post-monitoring activities, taking account of the consumer's continuous buying behavior. Second, it is necessary to check of detailed label contents and to perform the frequent monitoring the reinforcement of the measurement of items which have violated labeling more than once over the past few years. Last, this study suggests that the entire post-monitoring process should be disclosed and be posted on the websites on the internet in general.