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Korean Head-Tail POS-Tagger by using Transformer (Transformer를 이용한 한국어 Head-Tail 품사 태거)

  • Kim, Jung-Min;Suh, Hyun-Jae;Kang, Seung-Shik
    • Annual Conference on Human and Language Technology
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    • 2021.10a
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    • pp.544-547
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    • 2021
  • 한국어의 품사 태깅 문제는 입력 어절의 형태소 분석 후보들로부터 통계적으로 적절한 품사 태그를 가지는 후보들을 찾는 방식으로 해결하여 왔다. 어절을 형태소 단위로 분리하고 품사를 부착하는 기존의 방식은 품사태그 정보를 딥러닝 feature로 사용할 때 문장의 의미를 이해하는데 복잡도를 증가시키는 요인이 된다. 본 연구에서는 품사 태깅 문제를 단순화 하여 한 어절을 Head와 Tail이라는 두 가지 유형의 형태소 토큰으로 분리하여 Head와 Tail에 대해 품사를 부착한다. Head-Tail 품사 태깅 방법을 Sequence-to-Sequence 문제로 정의하여 Transformer를 이용한 Head-Tail 품사 태거를 설계하고 구현하였다. 학습데이터로는 KCC150 말뭉치의 품사 태깅 말뭉치 중에서 788만 문장을 사용하고, 실험 데이터로는 10만 문장을 사용하였다. 실험 결과로 토큰 정확도는 99.75%, 태그 정확도는 99.39%, 토큰-태그 정확도는 99.31%로 나타났다.

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Leisure Riding Activation Plan of the Jeju Horse designated industrial zones (말 산업특구 지정에 따른 제주도 레저승마 활성화 방안)

  • Choi, Cheol-Young
    • Journal of the Korea Convergence Society
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    • v.8 no.8
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    • pp.355-363
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    • 2017
  • Jeju-do was designated as the 'first horse industry special zone' in 2014, followed by additional designation of horse industry special zones in Icheon, Yongin of Gyeonggi-do and Gyeongsangbuk-do in 2015. As a result, horses have become no more synonymous with Jeju-do. Jeju-do may see its competitive edge becoming blunt, compared to other local governments, due to its environmental characteristics and accessibility. The Korean proverb, "Send people to Seoul and horses to Jeju-do", has become an old saying that does not match reality. However, Jeju-do, designated as the first horse industry special zone, is expected to play a leading role in cultivation of domestic horse industry and faces a challenge of creating exemplary cases of success in transforming horse industry into the senary (6th) industry. In addition, KRW 114.2 billion is planned to be invested into 35 projects covering 9 sectors, including supply of elite domestic racing horses, expansion of demand basis for horse-riding, cultivation of horse meat industry, etc., by 2017 as envisioned by the horse industry special zone promotion plan. Despite expansion of facilities and demand base for horse-riding, those at the sites point out that government support at policy level has not come home to their hearts and criticism has been mounting that project efficiency remains low. Factors hindering the growth of horse industry, which have come to the fore, include inadequate supply of horse-riding facilities, limitation to expansion of demand for horse-riding, etc., due to excessive regulation. Advancement of horse industry requires wide-ranging deregulation on investment related to horse industry, including horse breeding and horse-riding facility installation, etc. Regulation which is deemed to be the biggest stumbling block to advancement of horse industry is related to the regulation requiring formation of farmland at horse-riding facilities in farming and fishery villages. Along with improvement in such regulations, horse-riding facilities without license should be legalized to promote qualitative growth of horse-riding industry. Moreover, efforts should be made to develop and deploy instructors with horse-riding license in order to develop horse-riding into a full-fledged leisure beyond simple experience auxiliary to tourism, thus ensuring that people can enjoy leisure style horse-riding regularly in safe and healthy manners. It would be necessary to add fresh momentum into efforts to turn Jeju-do into the hub of well-being leisure horse-riding by pooling our wisdom.

Audience and Media Predictors for Digital Content Purchases: A Multilevel Approach (디지털 콘텐츠 구매를 위한 고객 및 미디어 요인: 다층수준 접근 방식)

  • Bo-Ram Kwon;HanByeol Stella Choi;Junyeong Lee
    • Information Systems Review
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    • v.22 no.4
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    • pp.115-134
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    • 2020
  • Previous studies on willingness to pay for digital content have mainly focused on audience factors and individual level. To complement the limitation of previous research, this study conducts a multilevel analysis to find the factors influence digital content purchases considering two axes: audience/media factors and individual/household levels. Using a sample of 10,172 individuals within 4,313 households, the analysis results show individual media factors including theater-going, experience with cloud services, and multi-screen service usage have the greatest effects on digital content purchases. At the household level, the media ownership factors that the number of laptops, wireless routers, and tablets have a greater influence than audience factors such as household size or household income. Our findings help scholars to enhance the understanding of individuals' media use considering household environmental factors and shed light on the importance of multi-screen service usage, and content providers to improve their digital content sales using multi-screen environment.

Detecting a deceptive attitude in non-pressure situations using K-LIWC (K-LIWC를 이용한 비압박 상황의 거짓 태도 탐지)

  • Kim, Young-il;Kim, Youngjun;Kim, Kyungil
    • Korean Journal of Cognitive Science
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    • v.27 no.2
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    • pp.247-273
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    • 2016
  • Previous studies about lying were mainly executed in pressure situations, such as interviews or crime statements, which made people stressed. This study analyzed deceptive and non-deceptive writings in non-pressure situation through K-LIWC program, in which lies are rarely disclosed and hardly damage the liar even upon disclosure, Also, we compared these results with existing studies on lying. On both writing tasks, there were fewer first-person singular pronouns in deceptive writings than in the non-deceptive writings. The variables indicating cognitive complexity were less used by deceptive writings than by non-deceptive writings in first topic, but in the second topic, more were used by deceptive writings than true writings. In particular, previous studies claim that lies contain more negative emotional words while this report shows that lies in non-pressure situations contains more positive and fewer negative emotional words compared to truth. This finding implies that a situation influences the liar's psychological statement, which changes the contents of the lie.

The Communication study of The Tactical Communication Curriculum for Petty Officer in Community college (전문대학 부사관과의 전술적 의사소통을 통한 말하기 교육방안 연구)

  • Yu, Yong-tae
    • Convergence Security Journal
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    • v.17 no.4
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    • pp.53-62
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    • 2017
  • The goal of this study is to seek an educational method that bring major improvements of the tactical communication through setting a definition on the tactical communication and developing ways of the communication methods to petty officer majoring students in community college level. The study is formed a concept of the tactical communication based on the tactical soften influence and, set up three steps; Goal - Act - Achieving the purpose. The study clarifies that the tactical communication is formed by repeating three steps of 'Recognition - Understanding - Regarding - Act.' To suggest an efficient way of the tactical communication by reducing the repeating communication steps, the study proposes 'OODA loop' communication. The curriculum of Petty officer major students has three steps, Change - Apply - Present steps, with using the concept of 'OODA loop.' The curriculum method offers a way of improvement state on interpersonal and problem-solving abilities. This education method presents variety developed OODA loop situations to minimize the act step on conversing informations through objective perspective and helping faster decision making process.

A study on relationships between the Initial Food Consumption Ability of Articulation Production and Intelligibility in Children with Spastic Cerebral Palsy (경직형 뇌성마비 아동의 초기 섭식능력과 조음기관 구조평가 및 말 명료도와의 관련성 연구)

  • Lee, Hye-Jung;Kim, Wha-Soo
    • Journal of Digital Convergence
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    • v.12 no.5
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    • pp.281-293
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    • 2014
  • This study is to help fine some factors of how the Initial food consumption ability affects articulation production and intelligibility in children at aged 4-15 with cerebral palsy. According to the factor analysis of articulation production, here are some positive articulation productions; the ability of mumbling and swallowing food, biting and swallowing and liquid diet, the experience of food consumption therapy, the use of specific methods or tools for food consumption, the behavior-problem during a meal and the beginning of the neck control. Therefore, the study finds that the Initial food consumption ability in children with spastic cerebral palsy may affect articulation production and intelligibility.

Association between systemic disease activity restriction and oral health

  • Jung, Yu Yeon
    • Journal of the Korea Society of Computer and Information
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    • v.26 no.12
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    • pp.187-193
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    • 2021
  • The purpose of this study was to analyze the responses of 5,824 adults(2,574 males and 3,250 females over the age of 19 years) using raw data from the 7th period of the National Health and Nutrition Examination Survey to investigate the relationship between systemic disease activity restriction and oral health. There were many systemic disease activity restrictions in adults with oral chewing and speaking problems, and it was statistically significant(p<.001). Factors influencing activity restriction due to systemic disease include age(odds ratio 1.03), Male(odds ratio 0.84), education level(odds ratio 0.57, 0.45, 0.31), drinking(odds ratio 1.38), chewing(odds ratio 1.86) and speaking(odds ratio 1.84) problems. There was a higher probability of activity restriction due to systemic disease when they received treatment for periodontal disease(odds ratio 1.27) and broken teeth(odds ratio 2.1). Also, it was statistically significant that the quality of life decreased when there was chewing and speaking problems.

Transition of vowel harmony in Korean verbal conjugation: Patterns of variation in a spoken corpus (구어 말뭉치를 통한 한국어 용언활용에서의 모음조화 변이 및 변화 추이 연구)

  • Hijo Kang
    • Phonetics and Speech Sciences
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    • v.15 no.2
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    • pp.21-29
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    • 2023
  • This study investigates the transitional aspect of vowel harmony in Korean verbal conjugation. By observing the patterns of harmonic and disharmonic tokens of 42 verbal stems searched for in the National Institute of Korean Language (NIKL) Korean Dialogue Corpus 2020/2021, I found that disharmonic tokens appeared less than 0.1% of time, most of which consisted of an /a/-stem with a monosyllabic sentence-final suffix. It was noted that disharmonic pattern started to spread to other suffixes and possibly to /o/-stems. A simple perception test showed that the disharmonic forms might have originated from vowel reduction or undershoot. These results suggest that the ongoing change is accounted for from both the articulatory and perceptual perspectives.

Empirical Study on the Factors Impacting on Supervisee's Satisfaction in Coaching Supervision (코칭 슈퍼비전에 있어 슈퍼바이지의 만족도에 영향을 미치는 요인에 관한 실증연구)

  • Kim, Yong-Ku;Chae, Myung-Sin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.10
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    • pp.6102-6113
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    • 2014
  • This is an empirical study of the factors impacting on supervisee's satisfaction on coaching and supervision in Korea. The study set four independent variables (supervisor, supervisee, contents, and organization), a moderator variable (relationship between the supervisor and supervisee) and a dependent variable (supervision satisfaction) based on the theoretical background on supervision. The data was collected from a survey of 112 certified coaches who had experienced supervision. As a results of the hypotheses tests, the supervisor and organization factors affected the supervision satisfaction. The relationship between the supervisor and supervisee moderates the impact of the supervisor and supervisee on the supervision satisfaction. They reported that the effectiveness of the coaching supervision in Korea was strongly dependent on the supervisors. These results were attributed to the short history of the coaching supervision and the lack of experience related to it. They also suggested that a great deal of research on coaching supervision will be needed to develop a clear identity/framework of coaching supervisor and its methods.

The Changes and Determinants of Cash Holdings of Korean Manufacturing Firms (한국제조기업의 현금보유의 변화와 결정요인에 관한 연구)

  • Shin, Dong-Ryung
    • The Korean Journal of Financial Management
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    • v.25 no.3
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    • pp.1-32
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    • 2008
  • This study examines the changes and determinants of cash to assets ratios(cash ratios) by analyzing 14,016 Korean manufacturing firms sample for the period of $1999{\sim}2004$. The major findings can be summarized as follows. First, the average cash ratios for Korean manufacturing firms have increased from 4.7 percent of 1999 to 5.2 percent of 2004. In addition, the average cash holdings per firm also have increased from 4.3 billion Won to 8.0 billion Won during the same period. However, the capital expenditures relative to cash ratios or operating cash flow have decreased significantly, confirming the notion that physical investment of Korean manufacturing sector has been shrinking recently. Second, in regression tests with panel data, the coefficients of target adjustment variables show the expected negative signs, but coefficients of the deficit of fund variables show the unexpected positive signs. Thus, the evidence seems to be supportive of static tradeoff model of cash holdings. Third, in regression tests to find the determinants of cash ratios, most of the variables show similar results as the previous studies. However, in terms of adjusted coefficient of determination and F-statistic, the firm-characteristic variables suggested by static trade-off theory have more explanatory power than the variables suggested by pecking order theory.

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