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Research Trends of Ergonomics in Occupational Safety and Health through MEDLINE Search: Focus on Abstract Word Modeling using Word Embedding (MEDLINE 검색을 통한 산업안전보건 분야에서의 인간공학 연구동향 : 워드임베딩을 활용한 초록 단어 모델링을 중심으로)

  • Kim, Jun Hee;Hwang, Ui Jae;Ahn, Sun Hee;Gwak, Gyeong Tae;Jung, Sung Hoon
    • Journal of the Korean Society of Safety
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    • v.36 no.5
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    • pp.61-70
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    • 2021
  • This study aimed to analyze the research trends of the abstract data of ergonomic studies registered in MEDLINE, a medical bibliographic database, using word embedding. Medical-related ergonomic studies mainly focus on work-related musculoskeletal disorders, and there are no studies on the analysis of words as data using natural language processing techniques, such as word embedding. In this study, the abstract data of ergonomic studies were extracted with a program written with selenium and BeutifulSoup modules using python. The word embedding of the abstract data was performed using the word2vec model, after which the data found in the abstract were vectorized. The vectorized data were visualized in two dimensions using t-Distributed Stochastic Neighbor Embedding (t-SNE). The word "ergonomics" and ten of the most frequently used words in the abstract were selected as keywords. The results revealed that the most frequently used words in the abstract of ergonomics studies include "use", "work", and "task". In addition, the t-SNE technique revealed that words, such as "workplace", "design", and "engineering," exhibited the highest relevance to ergonomics. The keywords observed in the abstract of ergonomic studies using t-SNE were classified into four groups. Ergonomics studies registered with MEDLINE have investigated the risk factors associated with workers performing an operation or task using tools, and in this study, ergonomics studies were identified by the relationship between keywords using word embedding. The results of this study will provide useful and diverse insights on future research direction on ergonomic studies.

A Study on the Communicative Functions of Prosodic Contours: in Children with Single Word Sentences (억양의 의사소통적 기능에 대한 연구: 일어문 시기의 아동을 대상으로)

  • Ahn, Mi-Lee;Kim, Tae-Kyung
    • Speech Sciences
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    • v.11 no.2
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    • pp.151-164
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    • 2004
  • This study examined the use of intonation in children with single word sentences and investigated the communicative functions of pitch range and pitch direction. Two children aged 13months were observed in interaction with their mothers for 10 months. The vocalizations were coded separately for communicative function and for prosodic feature. Results show that level tones are used most frequently, and pitch range is higher for request than declaration or answer and lower for answer than request or declaration. And trends in prosodic contours were observed in request, declaration, and answer respectively. For one child, rising tones were frequently associated with request whereas rising-falling tone with declaration. For the other child, rising-level tones were more frequently associated with request whereas falling-level appeared more often in conjunction with declaration. These trends appeared more distinct in proportion as they grow in months. This result indicate that the way to express communicative functions transfer gradually from differentiating pitch range to diversify pitch direction.

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Phrase positional effects on F0 peak timing in Tokyo Japanese

  • Cho, Hye-Sun
    • Phonetics and Speech Sciences
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    • v.3 no.3
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    • pp.69-75
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    • 2011
  • This paper investigates phrase positional effects on the timing of F0 (pitch) peaks in Tokyo Japanese disyllabic words with varying accent type (HL or LH) and phrase position (final or non final). The F0 peak timing was normalized by the total word duration ('normalized H timing'). The normalized H timing was significantly affected by accent type and phrase position. The H timing was later in the LH accent type than in the HL accent type, and in non final positions than in final positions. In addition, to examine the validity of the quantitative results, different models of phrase position effects were compared by measuring H timing in two approaches: normalization versus relative distance measures. For the normalization measures, the H timing was measured as the time of the F0 peak divided by the total word duration or by the duration of the tone bearing syllable. For the relative distance measures, the H timing was measured as the distance in milliseconds from the end of the word or from the end of the associated syllable. The best model was the normalization by the total word duration, rather than by the duration of the tone bearing syllable. This means that phrase positional effects on the timing of F0 peaks in Japanese disyllabic words are best modeled in terms of proportion of the total word duration.

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Empirical Analysis of Participation and Word of Mouth Intention of Reward-based Crowdfunding: Focusing on Platform Trust (크라우드펀딩 참여와 구전의도에 대한 실증적 분석 : 플랫폼 신뢰를 중심으로)

  • Kim, Bo Ra;Park, Hyun Sun;Kim, Sang Hyun
    • The Journal of Information Systems
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    • v.30 no.2
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    • pp.1-27
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    • 2021
  • Purpose Even if many startups firms have developed innovative items and a potential for success, they often have a limited financial resources, which makes them difficult to do business. To overcome this financial difficulty, startups have used one of fintech services, called crowdfunding that can be a good alternative to solving the difficulty of financing. The purpose of this study is to empirically validate the proposed research model that investigates the reasons of trusting crowdfunding platform, which positively leads to two outcomes - intention to participate and word-of-mouth for reward-based crowdfunding project. Design/methodology/approach We proposed several factors categorized as trust, information quality, and platform traits that have a positive impact on trust of crowdfunding platform, which positively leads to intention to participate and word-of-mouth of crowdfunding. The collected(n=285) from individuals who have participated in crowdfunding project was analyzed with SmartPLS 3.0 to test proposed hypotheses. Findings The results showed that all proposed variables (website reputation, crowdfunding familiarity, digital storytelling, information quality, and interaction) had a significant impact on crowfunding platform trust with exception of product differentiation. In addition, crowfunding platform trust was positively associated with participating intention and word-of-mouth. Based on findings, we discussed the research results and implication alone with a direction for future studies.

Brainstorming using TextRank algorithms and Artificial Intelligence (TextRank 알고리즘 및 인공지능을 활용한 브레인스토밍)

  • Sang-Yeong Lee;Chang-Min Yoo;Gi-Beom Hong;Jun-Hyuk Oh;Il-young Moon
    • Journal of Practical Engineering Education
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    • v.15 no.2
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    • pp.509-517
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    • 2023
  • The reactive web service provides a related word recommendation system using the TextRank algorithm and a word-based idea generation service selected by the user. In the related word recommendation system, the method of weighting each word using the TextRank algorithm and the probability output method using SoftMax are discussed. The idea generation service discusses the idea generation method and the artificial intelligence reinforce-learning method using mini-GPT. The reactive web discusses the linkage process between React, Spring Boot, and Flask, and describes the overall operation method. When the user enters the desired topic, it provides the associated word. The user constructs a mind map by selecting a related word or adding a desired word. When a user selects a word to combine from a constructed mind-map, it provides newly generated ideas and related patents. This web service can share generated ideas with other users, and improves artificial intelligence by receiving user feedback as a horoscope.

A Study on the Relationship between Sleep Quality and Cognitive Function in Community Elderly (지역사회 노인에서의 수면의 질과 인지기능의 관련성에 대한 연구)

  • Oh, Youn-Kyoun;Kim, Bong-Jo;Park, Chul-Soo;Lee, Cheol-Soon;Cha, Bo-Seok;Lee, So-Jin;Lee, Dong-Yun;Seo, Ji-Yeong;Choi, Jae-Won;Lee, Young-Ji;Lee, Jae-Hon;Lee, Youn-Jung
    • Sleep Medicine and Psychophysiology
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    • v.27 no.1
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    • pp.16-23
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    • 2020
  • Objectives: Sleep disturbance in the elderly is associated with cognitive decline. Sleep quality is known to deteriorate with age, and prospective studies seldom have examined the relationship between sleep quality and cognitive function. This study investigates the relationship between early sleep quality and cognitive function based on six-year follow-up data of community individuals older than 60 years. Methods: The participants included 622 community elderly people older than 60 years from Jinju-Si. The final analysis comprised 322 elderly people. Pittsburgh sleep quality index (PSQI) and the Korean version of Consortium to Establish a Registry for Alzheimer's Disease (CERAD-K) were used to assess early sleep quality and cognitive function after six years. Multiple linear regression analysis was performed to investigate the association between early sleep quality and cognitive function in the elderly. Results: Early sleep quality (PSQI) was significantly associated with the results of the digit span test, clock drawing test (clox 1), and word recall test after six years. Sleep quality (PSQI) decreased significantly after six years, and lower quality of sleep (PSQI) score was associated with higher digit span test score (β = -0.167, p = 0.026) and higher clock drawing test score (β = -0.157, p = 0.031). Lower quality of sleep (PSQI) score was associated with higher word recall test (β = -0.140, p = 0.039). Conclusion: The digit span test, word recall test, and clock drawing task (CLOX 1) shown to be significantly associated to sleep quality can be performed fast and easily in clinical practice. It is important to assess early cognitive function in the elderly with poor sleep quality, and further studies could suggest that these tests may be useful screening tests for early dementia in elderly with poor sleep quality.

A Study on Creation of Kansei-Vocabulary Relation associated with color in WordNet (WordNet상에서 컬러기반 감성어 관계 생성에 관한 연구)

  • 백선경;조미영;김판구
    • Proceedings of the Korean Information Science Society Conference
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    • 2004.10b
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    • pp.568-570
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    • 2004
  • 기존의 컬러 기반 감성시소러스 구축에서는 감성 어휘 관계 생성을 위해 IRI에서 개발한 단색이미지 스케일을 사용하여 컬러를 표현하였다. 그리고 컬러에 따라 연상되는 형용사를 단색 이미지 스케일에 배치하여 형용사 이미지 스케일의 공간관계를 생성하였다 즉, 컬러를 보고 연상되는 이미지를 형용사로 표현하고 색의 고유한 관계를 공간상에 배치하여 컬러 값에 따른 형용사를 매핑하였다. 이는 단순히 컬러의 관계만을 이용한 설정으로 의미적 감성어 표현에는 한계가 있었다. 이에 본 논문에서는 HP사의 'The Meaning of Color'표를 이용하여 컬러에 따른 감성 이미지를 정의하고, 정의된 어휘간의 의미적 표현을 위해 유의어, 동의어 관계 등을 포함한 WordNet 구조를 기반으로 새로운 감성어 관계 생성 방안을 제안한다. 방안을 제안한다.

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Implementing an Inflection Analyzer Program for English Verbs in a Word-and-Paradigm Morphology. (낱말.패러다임 형태이론에 입각한 영어동사 굴절 해석 프로그램의 구현)

  • No, Yong-Kyoon
    • Language and Information
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    • v.2 no.2
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    • pp.121-154
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    • 1998
  • The morphological analyzer is expected to tell attested word forms from imaginable yet unattested ones. An account of the inflectional morphology of English verbs is given in the framework of Word-and-Paradigm morphology, developed mainly by Matthews (1972, 1974, 1991) and further by Aronoff (1994) and Zwicky (1985, 1988), which is free of overrecognition. Thirteen inflectional classes are identified according to the patterns each of them exhibits in filling the slots in the paradigm. Peculiarity in orthography is also considered in assigning each verb lexeme to a class. Modules of a C program which gives associated morphosyntactic properties to all and only attested verb forms are written so that details of this framework can be evaluated explicitly. This program is shown to be superior to existing programs in economy and in the generality it achieves.

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Collection and Extraction Algorithm of Field-Associated Terms (분야연상어의 수집과 추출 알고리즘)

  • Lee, Sang-Kon;Lee, Wan-Kwon
    • The KIPS Transactions:PartB
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    • v.10B no.3
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    • pp.347-358
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    • 2003
  • VSField-associated term is a single or compound word whose terms occur in any document, and which makes it possible to recognize a field of text by using common knowledge of human. For example, human recognizes the field of document such as or , a field name of text, when she encounters a word 'Pitcher' or 'election', respectively We Proposes an efficient construction method of field-associated terms (FTs) for specializing field to decide a field of text. We could fix document classification scheme from well-classified document database or corpus. Considering focus field we discuss levels and stability ranks of field-associated terms. To construct a balanced FT collection, we construct a single FTs. From the collections we could automatically construct FT's levels, and stability ranks. We propose a new extraction algorithms of FT's for document classification by using FT's concentration rate, its occurrence frequencies.

The Acoustic Characteristics of Focus Associated with the Korean Particle' -man' (한국어 특수조사 ‘-만’에 연계된 초점의 음향음성학적 특성)

  • Choe, J.W.;Jeon, Y.S.;C., Y.;Park, S.B.;Kim, K.H.
    • Speech Sciences
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    • v.5 no.2
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    • pp.77-91
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    • 1999
  • The purpose of this paper is to investigate the phonetic characteristics of the 'focus' phrases associated with the particle '-man' in Korean. The particle '-man' is a bound morpheme which, like other postpositions such as the subject marker '-ka' and the object marker '-lil', the so-called 'case markers' in Korean, typically attaches to a noun (phrase). The semantics of '-man' roughly corresponds to that of only, its counterpart in English, and is thus classified as a 'delimiter' (Yang 1973). It is assumed in this paper that '-man', like only in English, should have a 'focus' associated with it (von Stechow 1991, Rooth 1992). In general, '-man' attached phrases get the focus, but sometimes the association is not clear-cut, especially in the cases of emphatic use of '-man' or when the context strongly favors other phrase as the focus (Choe 1996). In this paper, we compare the phonetic characteristics of the '-man' marked phrases with those to which '-ka'/'-lil' is attached, and conclude that the focused '-man' phrases show higher fundamental frequencies than their equally focused 'case' -marked counterparts. However, when the context clearly forces the focus to fall on phrases other than the '-man' or '-ka'/'-lil' attached ones, there is no meaningful difference in fundamental frequency between the '-man' and '-ka'/'-lil' attached phrases. We also compare the phonetic characteristics of the regular use of '-man' with those of the emphatic '-man'. According to our experiments, the emphatic '-man' does not bring forth its phonetic effects, namely, higher fundamental frequencies, on the' -man' attached words or phrases but rather in various other ways such as higher fundamental frequencies in '-man', lengthening of the following word-initial syllable, or the inclusion of the following word in the same accentual phrase. Finally, it is claimed that '-man' associated focus phenomena, especially the emphatic use of '-man', show some typical acoustic characteristics of the other well-known focus phenomena, namely, wh-interrogatives.

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