• Title/Summary/Keyword: 심층성

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Generative Korean Inverse Text Normalization Model Combining a Bi-LSTM Auxiliary Model (Bi-LSTM 보조 신경망 모델을 결합한 생성형 한국어 Inverse Text Normalization 모델)

  • Jeongje Jo;Dongsu Shin;Kyeongbin Jo;Youngsub Han;Byoungki Jeon
    • Annual Conference on Human and Language Technology
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    • 2023.10a
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    • pp.716-721
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    • 2023
  • Inverse Text Normalization(ITN) 모델은 음성 인식(STT) 엔진의 중요한 후처리 영역 중 하나이며, STT 인식 결과의 가독성을 개선한다. 최근 ITN 모델에 심층신경망을 활용한 연구가 진행되고 있다. 심층 신경망을 사용하는 대부분의 선행연구는 문장 내 변환이 필요한 부분에 토큰 태깅을 진행하는 방식이다. 그러나 이는 Out-of-vocabulary(OOV) 이슈가 있으며, 학습 데이터 구축 시 토큰 단위의 섬세한 태깅 작업이 필요하다는 한계점이 존재한다. 더불어 선행 연구에서는 STT 인식 결과를 그대로 사용하는데, 이는 띄어쓰기가 중요한 한국어 ITN 처리에 변환 성능을 보장할 수 없다. 본 연구에서는 BART 기반 생성 모델로 생성형 ITN 모델을 구축하였고, Bi-LSTM 기반 보조 신경망 모델을 결합하여 STT 인식 결과에 대한 고유명사 처리, 띄어쓰기 교정 기능을 보완한 모델을 제안한다. 또한 보조 신경망을 통해 생성 모델 처리 여부를 판단하여 평균 추론 속도를 개선하였다. 실험을 통해 두 모델의 각 정량 성능 지표에서 우수한 성능을 확인하였고 결과적으로 본 연구에서 제안하는 두 모델의 결합된 방법론의 효과성을 제시하였다.

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A Study on the change of documentary background music according to the digitalization of broadcasting (방송의 디지털화와 텔레비전 다큐멘터리 배경음악의 변화 -생산자의 심층인터뷰를 중심으로)

  • Lee, Hee Chung;Na, Misu
    • Journal of Digital Convergence
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    • v.12 no.9
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    • pp.297-312
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    • 2014
  • By employing in-depth interviews with a total of 14 television producers, the study seeks to investigate how the use of documentary background music has changed in the rapidly evolving media technology. This study reveals two major findings. First, the use of traditional compositional background music in TV documentary has been decreased for the last 20 years, while library music with various sound sources has been more likely to be used due to its artistic value, its digitalized formats, and its convenience. Second, the popularity of the library music use has changed the cooperative relationship between TV documentary producers and music directors, and their views on background music. Overall, compared to the past, the new media technology (e.g., much easier, faster editing process and communication through e-mails) has helped to come up with the current trend of using more library music. This trend however implies that the dependency of library music only may lose the unique value of television documentary as a work of creative art and eventually downgrade the quality of the programs. Further practical implications are discussed.

An In-depth Survey Analysis Applying Data Mining Techniques (데이터마이닝을 이용한 설문조사의 심층 분석)

  • Kim, Wan-Seop;Lee, Soo-Won
    • Journal of Engineering Education Research
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    • v.9 no.4
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    • pp.71-82
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    • 2006
  • To accomplish the educational objectives of a department, a system for CQI(Continuous Quality Improvement) is necessary. Improving the educational system by survey analysis is one of the most important factors for accomplishing the educational objectives. In general, survey analysis is carried out by using statistical distribution on an attribute or correlation analysis between two attributes. However, these analysis schemes have a limitation that they cannot find relations among various attributes. In this paper, an in-depth survey analysis method applying data mining techniques is presented. Data mining is a technique for extracting interesting knowledges from a large set of data. Survey from undergraduate students in the School of Computing of Soongsil University is analyzed in this paper by using a data mining tool, called Clementine. Results of Clementine analysis show the relationship between 'grade', and other attributes hierarchically, and provide useful information that can be applied in student consulting and program improvement.

Arrangement of Disposal Holes According to the Features of Groundwater Flow (지하수 유동 특성을 이용한 심층처분의 처분공 배치 방안)

  • Ko, Nak-Youl;Baik, Min-Hoon
    • Journal of Nuclear Fuel Cycle and Waste Technology(JNFCWT)
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    • v.14 no.4
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    • pp.321-329
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    • 2016
  • Based on the results of groundwater flow system modeling for a hypothetical deep geological repository site, quantitative and spatial distributions of groundwater flow rates at the positions of deposition holes, groundwater travel length and time from the positions to the surface environment were analyzed and used to suggest a method for determining locations of deposition holes. The hydraulic head values at the depth of the deposition holes and a particle tracking method were used to calculate the ground-water flow rates and groundwater travel length and time, respectively. From the results, an approach to designing a layout of deposition holes was suggested by selecting relatively favorable positions for maintaining performance of the disposal facility and screening some positions of deposition holes that did not comply with specific constraints for the groundwater flow rates, travel length and time. In addition, a method for determining a geometrical direction for extension of the disposal facility was discussed. Designing the layout of deposition holes with the information of groundwater flow at the disposal depth can contribute to secure performance and safety of the disposal facility.

Improvement of Local Broadcasting Service in the Age of Digital Media: Focusing on KBS (디지털 미디어 시대 지역방송 서비스 개선 방안: KBS를 중심으로)

  • Do, Gi-Tae;Jung, Hoe-Kyung
    • Journal of Digital Convergence
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    • v.18 no.4
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    • pp.381-388
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    • 2020
  • Based on local viewers' awareness of locality and consideration of desired local broadcasting service, this study explored the direction of service policy and specific service strategy of local broadcasting. The research method is a secondary analysis using three regional audience surveys and in-depth interview data conducted by KBS. For local audience, the concept of localism is being narrowed down to the city/county/district where they live. In order to reinforce the identity of local broadcasting and improve local broadcasting services, first, the function and role should be expanded to the local mega platform. Second, regional programs such as in-depth coverage and discussion of local issues should be strengthened. Third, in order to communicate with local audience, viewer analysis ability and communication education of local broadcasting members are required. Fourth, it is necessary to create an ecosystem in which local people participate as producers of local broadcasting.

A Study on Social Perception on the Regulatory Information Service Diffusion of Traffic Facilities (교통안전시설 정보개방 서비스 확산을 위한 인식 조사 연구)

  • Im, I-Jeong;Kim, Youngmin
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.19 no.2
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    • pp.1-17
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    • 2020
  • This Study aims to change and expand present traffic regulation from the human driver to Automated Vehicle(AV), we conducted an in-depth interview(IDI) into the traffic regulation service's strategy for an AV-related information consumer group(AVs and service developers) and a manager group (an information service management agency). The IDI results confirmed several important opinions and requirements for an information service by regulatory information manager groups (enough for AV development), such as a systematic need for dynamic regulatory information and a unified information management system. Also, we find out implications about adopting the Internet of Things (IoT) technology in traffic safety facilities to provide dynamic regulation information on the roads.

A Study on the Educational Smart Contents of Adolescents' Gatekeeper Program (청소년 자살예방을 위한 게이트키퍼 교육 콘텐츠 연구)

  • Ko, Ki-Sook;Lee, Jee-Sook;Park, Chang-hoon
    • Journal of the Korea Convergence Society
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    • v.8 no.6
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    • pp.181-197
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    • 2017
  • This study combined gatekeeper programs with the information technology to develop the educational smart contents of a suicide prevention program for youth. The study analyzed various evidence-based gatekeeper programs and extracts essential educational elements from these programs in order to apply to the smart contents. Sixteen adolescents participated in a quantitative(pre-post test) study and 8 of them participated in a focus group interview. In addition to youth participants, youth experts were also interviewed to evaluate the effectiveness of the educational smart contents of a suicide prevention program. The results included: (1) higher post-test scores were attained for knowledge of youth suicide; (2) youth participants indicated better understandings of youth suicide and sympathy; (3) on a focused group interview with youth experts, participants also indicated that the program helped youth to interact better with other youth with suicide ideation. They also indicated that this program was user-friendly. Recommendations for further research are also discussed.

A Study on the Form Analysis Tools Based on the User's Emotional Response (사용자의 감성반응에 기초한 형태 분석 도구에 대한 연구)

  • Choi, Min-Young
    • Science of Emotion and Sensibility
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    • v.12 no.2
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    • pp.233-242
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    • 2009
  • Recently the studies on user-centered design and form-development have become issues of general interest as the key methods for successful design. For form analysis on user it is important needs that an integrated approach of existing methods and development of expert tool for designer. Moreover analysis methods and tools have to meet with the designers needs of visual result, clear direction, concrete formative factor, user's emotional response and designer-friendly interface. This study proposed the main concepts of form analysis tool based on the user's emotional response ; integrated management, variables set-up, visual result of analysis, in-depth analysis with data mining and correlation, and reinforcement of user-centered analysis. Specific analysis tool consists of 5 functions: Project Management, Analysis Frame Set-up, Data Input-output, Basic Analysis, and In-depth Analysis. The feasibility of proposed tool was verified by a case study of mobile phone design in under-graduate class.

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A Phenomenological Study on the Field Practice Experience of Beauty College Students (미용전문대학생들의 현장실습 경험에 관한 현상학적 연구)

  • LIM, SOONJA
    • The Journal of the Convergence on Culture Technology
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    • v.7 no.2
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    • pp.69-76
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    • 2021
  • This study was analyzed in a phenomenological way to identify the depth of the experience from the perspective of students who participated in field trips and to understand in-depth the practical knowledge and meaning of the process. The subjects of the study were nine people with experience in field training for beauty college students, and they were in-depth stories from October to December 2020. The collected data were analyzed by Colaizzi method. The results of this study showed four essential topic vowels: "Expectation on Field Practice," "Necessity of Practical Education," "Difficulties Experienced in Field Practice," and "The Endurance of Field Practice." Based on the results of this study, the importance of being designed more systematically to enhance the effectiveness of learning experiences so that the effectiveness of learning experiences can be improved with confidence to cope with field practice.

Fisherina Activation Plan for the Development of Marine Leisure (해양레저 발전을 위한 피셔리나 활성화 방안)

  • Kim, Sung-Gil
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.28 no.2
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    • pp.224-234
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    • 2022
  • This study is conducted to propose an activation plan for fisherinas by analyzing in depth the needs for fisherina development. For this purpose, the result is derived through the analysis of literature, in-depth interviews and Delphi methods. As a result, the need for fisherina development is shown as follows: first, the saturation due to the increase of maritime recreational vessels; second, the possibility of economic development; third, the activation of the fishing village economy. Accordingly, the problems of the fisherina are derived, first, the conflicts with fishermen and recreational vessel users, second, the financial difficulties, third, the lack of infrastructure. The activation plans for fisherinas are as follows: first, forming a consultative body centered on stakeholders; second, ensuring financial soundness; third, building infrastructure by linking businesses; and fourth, systematic supplementary plans. These results will play an important role in expanding the underdeveloped domestic fisherina business and will be another step in activating the maritime leisure industry.