• International Journal of Advanced Culture Technology
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• v.9 no.2
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• pp.86-90
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• 2021

Sentiment refers to a person's thoughts, opinions, and feelings toward an object. Sentiment analysis is a process of collecting opinions on a specific target and classifying them according to their emotions, and applies to opinion mining that analyzes product reviews and reviews on the web. Companies and users can grasp the opinions of public opinion and come up with a way to do so. Recently, natural language processing models using the Transformer structure have appeared, and Google's BERT is a representative example. Afterwards, various models came out by remodeling the BERT. Among them, the Facebook AI team unveiled the XLM-R (XLM-RoBERTa), an upgraded XLM model. XLM-R solved the data limitation and the curse of multilinguality by training XLM with 2TB or more refined CC (CommonCrawl), not Wikipedia data. This model showed that the multilingual model has similar performance to the single language model when it is trained by adjusting the size of the model and the data required for training. Therefore, in this paper, we study the improvement of Korean sentiment analysis performed using a pre-trained XLM-R model that solved curse of multilinguality and improved performance.

• The Journal of the Korea institute of electronic communication sciences
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• v.18 no.4
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• pp.693-700
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• 2023

Sentiment analysis, a branch of natural language processing that classifies and identifies subjective opinions and emotions in text documents as positive or negative, can be used for various promotions and services through customer preference analysis. To this end, recent research has been conducted utilizing various techniques in machine learning and deep learning. In this study, we propose an optimal language model by comparing the accuracy of sentiment analysis for movie, product, and game reviews using existing RNN-based models and recent Transformer-based language models. In our experiments, LMKorBERT and GPT3 showed relatively good accuracy among the models pre-trained on the Korean corpus.

• Proceedings of the Korean Society of Broadcast Engineers Conference
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• 2020.07a
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• pp.587-590
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• 2020

최근, 디지털 콘텐츠 산업이 폭발적으로 성장됨에 따라 고객 유치를 위한 개인화 추천 기술들이 많은 주목을 받고 있다. 개인화 추천 방식들을 큰 갈래로 나누어 본다면 협업 필터링 기술과 내용 기반 기술로 나눌 수 있다. 협업 필터링의 경우 개인화 추천에는 적합하지만 사용자 평가 데이터의 양이 방대해야 하며 초기에 평가자가 없는 콘텐츠에 대해 추천할 수 없는 초기 평가자 문제가 존재한다. 따라서 매일 방대한 양의 콘텐츠가 편입되는 분야에서 사용하기에 큰 결점이 될 수 있다. 본 논문에서는 영화들의 정보가 담긴 데이터 셋과 사용자 평가 데이터, 그리고 사용자의 선호 기준을 의미하는 메타 가중치를 활용한 내용 기반의 맞춤형 영화 추천 시스템을 제안한다. 논문에서는 먼저, 영화를 고를 때 일반적으로 중요시 보는 속성들을 활용하여 영화의 특징 벡터를 구성하고, 이를 사용자 평가와 결합하여 개인의 선호에 대한 특징 벡터를 구성하는 방법을 제안하며, 구성된 데이터와 코사인 유사도, 메타 가중치를 활용하여 사용자 선호와 유사한 영화들을 도출하는 방법을 제안한다. 또한, 평가데이터를 활용하여 구현된 추천시스템의 검증 프로세스를 구성하고, 검증 프로세스를 활용한 손실 함수를 설계하여 적합한 메타 가중치를 학습하는 방법을 제시한다. 본 논문에서 제안하는 시스템은 다수의 속성을 조합하여 활용하므로 추천 결과가 과도하게 특수화 되지 않을 수 있으며, 메타 가중치라는 요소를 통해 더욱 개인화 된 추천을 제공할 수 있다.

• Proceedings of the Korean Society of Broadcast Engineers Conference
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• 2022.06a
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• pp.568-571
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• 2022

2007년에 '메타버스 로드맵(Metaverse Roadmap)보고서가 발표된 이후, 메타버스 로드맵에 축이 되는 라이프 로깅, 증강현실, 거울세계, 가상세계의 의미와 활용내용에 대한 연구 역시 활발히 이루어지고 있으며, 이것이 갖는 산업적·경제적 영향에 대해 다양한 방송매체·미디어 등을 통해 접할 수 있다. 또한 메타버스를 활용한 사회적 기능으로는 ①경제(메타버스 활용 산업 생태계 육성), ② 교육(메타버스 기반 체감형 학습지원), ③문화관광(시공간 제약 없는 온택트 문화마케팅), ④소통(시민 중심의 맞춤형 열린 소통), ⑤도시(현실과 가상을 결합한 XR기반 도시혁신), ⑥행정(현실보다 편리한 신개념 가상 행정), ⑦인프라('메타버스 서울'의 안정적인 인프라 조성)를 통해 메타버스의 순기능을 극대화하기 위한 전략으로 활용되고 있음을 확인할 수 있다. 이에 본 논문은 메타버스에 대한 기술 및 활용에 관한 관심에 비교해 메타버스 윤리에 대한 논의가 부족한 상황이라는 점에 주목한다. 그래서 메타버스에 대한 사회적 기능에 대해서 살펴보고, 메타버스에서 발생할 수 있는 사회·윤리적 문제를 영화 '레디 플레이어 원(Ready Player One)'을 통해 살펴보았다.

• Journal of The Korean Association For Science Education
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• v.28 no.7
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• pp.768-778
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• 2008

The most important factor in students' growth and development is the teacher. Therefore in-service science teacher education to develop the professionality is important as well as the selection of new excellence teachers. Our research is on the development and application of new education program on science experiments where in-service teachers become the lecturers in the program and provide information that is bound to the context of real lessons. This program is consisted of following 10 steps of work, which was implemented in 5 months: sharing the philosophy of the program, selecting science experiments, first application of the experiments, discussion on the first application, learning how to edit the movie clips of the lesson, second application of the experiments, in depth discussion on the second application, developing the experiment package, giving lecture to other science teachers, and evaluating the program. We describe the process of the program developed and implemented in detail to suggest a model of science teacher education program on science experiments and discuss educational implications. This program is characterized by the emphasis of the context closely linked to the real lessons, the problem solving in a real situation, and the collaboration of teachers, professors and science education researcher in a teacher education.

• Science of Emotion and Sensibility
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• v.9 no.spc3
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• pp.225-234
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• 2006

Car Navigation market is rapidly emerging in Korea recently. And it adds the multiple functions which are various traffic and travel information, DMB(Digital Multimedia Broadcasting) TV, game, movie and music. It is evolving as a killer application device of Car Infotainment (Information & Entertainment). On the other hand, the technical barrier which is pushing into the market is low and the competition is intense in process of time. In the market situation, the design differentiation is embossed with important element. In this case study, focused on inkel which specialized in Audio/Video launching into the Car Navigation market with the new brand 'WideTouch', we tried to provide successful product design strategy based on proactive research on the market for the design differentiation through the target segmentation of the new generation, middle-aged and a woman consumer.

• Journal of Fashion Business
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• v.14 no.1
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• pp.163-175
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• 2010

This study is a part of the integrated investigation of the design of Yves Saint Laurent, and aims at examining the background of the appearance of art inspiration which the artistic quality and originality are particularly seen. And also, I would like to examine the source of the power that transcends periods, dealing with issues in the design. From the mid 1960 to 1970, Yves Saint Laurent who leaded the global fashion trend, displayed the Art Inspiration works with the innovation of fashion in Paris, rediscovery of the trends and colors in Modern Art, and background of Entourage and so forth. He brought in the various artistic genres to the fashion, and his Haute Couture collections which were created by the passion for the movie and theater art, expressed the freedom through his strong identity in the Modern Art & Culture and the atmosphere of that period. Eventually his works are reappeared transcending the generations as the fundamental power of Modernity, through the restricted line of his own, strong contrast of colors, and insight for the future.

• Journal of Power System Engineering
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• v.16 no.1
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• pp.24-29
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• 2012

Recently, in the movie theater, the special chair is installed to maximize the viewing effect of movies. It is structured to convey a vibrational stimulus to a specially-designated parts of human body by attaching a vibration transducer to a existing theater chair. This paper describes the analysis of the vibration transfer characteristic of a foaming sponge seat for the design of the special chair. We could not apply the structural analysis S/W because it is difficult to obtain the mechanical properties and damping coefficients of the various type sponges. And then we computed the transfer functions by the global curve fitting program based on experimental modal analysis. The experimental response results comparatively coincide with those by the global curve fitting program. We also could obtain the natural frequencies, the modal damping coefficient ratio, the modal vectors and the whole transfer functions. Therefore we could analyze the dynamic characteristic for design of foaming sponge seat.

• Journal of Fashion Business
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• v.9 no.1
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• pp.99-112
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• 2005

The purpose of this study is to create party wear of heroine Satine's image. This study analyzed the costume and its image of the film "Moulin Rouge" which the director Baz Luhrmann filmed the club 'Moulin Rouge' has existed in Paris, France. Catherine Martin, who got the Academy awards in movie costume and art director with this film, made the costume which was added more gorgeous and modern sense for the image beauty for costume in film from the costume design which appeared in the art work of Toulouse-Lautrec painted Moulin Rouge. In the costume form, S-silhouette robe with gored skirt was appeared as usual garment and gorgeous corset style costume which was outer garment like underwear exposed of the body, pleasant apolaustic and decorated excessively was appeared for costume design. Based on the above study, this study created the party wear of the graceful eroticism image and the prostitute eroticism image of heroine Satine. The costume design of Satine's image was planned along the character which was analyzed through this study.

• The Journal of the Korea Contents Association
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• v.8 no.1
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• pp.356-366
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• 2008

In the past, design used to be known as graphic design for printing medium. However, these days, through video media or multimedia, it has expanded to convey information thanks to the innovative development of the computer, which is digital civilization. Now design, through elaborate plans and projects, is acknowledged as creative work for communications appealing to emotion comprehensively and to transmit information effectively. This thesis presented a new methodology of mess communication using various elements such as video typography. Furthermore, reflecting feedback from hearing-unpaired people, theological background well grounded and the way to proceed in the future were also addressed.