• Title/Summary/Keyword: 감성 예측

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Study on prediction for a film success using text mining (텍스트 마이닝을 활용한 영화흥행 예측 연구)

  • Lee, Sanghun;Cho, Jangsik;Kang, Changwan;Choi, Seungbae
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.6
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    • pp.1259-1269
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    • 2015
  • Recently, big data is positioning as a keyword in the academic circles. And usefulness of big data is carried into government, a local public body and enterprise as well as academic circles. Also they are endeavoring to obtain useful information in big data. This research mainly deals with analyses of box office success or failure of films using text mining. For data, it used a portal site 'D' and film review data, grade point average and the number of screens gained from the Korean Film Commission. The purpose of this paper is to propose a model to predict whether a film is success or not using these data. As a result of analysis, the correct classification rate by the prediction model method proposed in this paper is obtained 95.74%.

Overview of VR Media Technology and Methods to Reduce Cybersickness (가상현실 미디어 기술동향과 VR 멀미저감 방안)

  • Mun, Sungchul;Whang, Mincheol;Park, Sangin;Lee, Dong Won;Kim, Hong-Ik
    • Journal of Broadcast Engineering
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    • v.23 no.6
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    • pp.800-812
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    • 2018
  • In this study, we reviewed recent trends for enhancing human cognitive accessibility to social VR platform. We also proposed a practical method to predict VR sickness and improve the cognitive accessibility. In doing so, we investigated subtle changes in human body sway unconsciously made before, during, and after being exposed to extreme VR experience. The scientific assumption that VR sickness would be correlated with the subtle changes in body sway was validated. We found that participants who showed sensitive changes in the body sway before VR experience, felt more severe VR sickness than others. The findings can be practically applied in predicting susceptibility to VR sickness prior to VR experiences.

'Joy' Promotes Supportive Reactions in Social Interactions ('즐거움'은 지지적 정서 표현을 유발한다)

  • Lim, Nangyeon;Shin, Ji-Eun;Hong, Seongwoo;Suh, Eunkook M.
    • Science of Emotion and Sensibility
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    • v.16 no.2
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    • pp.221-234
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    • 2013
  • Positive affect has beneficial consequences in various life domains including social relational aspect. This study proposes that 'joy,' a highly arousing positive social emotion, promotes emotionally supportive reactions during a social interaction. In Study 1, after controlling for confounding personality characteristics (e.g., extraversion, agreeableness, adult attachment) and cognitive variables (e.g., empathy, self-esteem), positive affect predicted the amount of emotional support and enthusiasm one showed to a person who was describing a positive experience. The arousal dimension of positive emotion appeared to be the key in creating this outcome. Study 2 found that people were most likely to react in supportive ways (e.g., more laughing, emotion sharing, and active-constructive responses) to other's conversation after viewing a joy-inducing (rather than pride, awe, calm) film clip. These results partly explain why happy people are socially popular and suggest that one of the central functions of "joy" is to promote social bonding with others.

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Smart Content Implementation Strategy for PyeongChang Winter Olympics (평창동계올림픽 스마트콘텐츠 구현전략)

  • Weon, Dal Soo
    • The Journal of the Convergence on Culture Technology
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    • v.2 no.4
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    • pp.41-44
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    • 2016
  • Though expandeding rapidly in recent years in smart content market, it has been limited utiliztion of smart contents due to limitations of duration and characteristics in the host country. In the past two Olympics, it tried but is lack of leverage. In this study, we suggest the utilization of smart contents of Pyeong Chang Olympic Winter Games held in South Korea in 2018. It is expected to be a unique opportunity enabled the advent of smart content worldwide coupled with Tokyo, Beijing Olympics.

A Study on the Estimation Possibility of Driver's Stress Degrees with the HRV Analysis (HRV를 통한 운전자 스트레스 정도 추정 가능성 연구)

  • Lee, Jeon
    • Science of Emotion and Sensibility
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    • v.13 no.1
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    • pp.61-68
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    • 2010
  • The objective of this study was to test the estimation possibility of driver's stress degrees with the HRV analysis. For this, first, HRV analysis was applied to the 5 driver's ECG signals which were acquired in 7 different stress situations. From this, the facts that HRV trend was different from that in long-distance driving and 6 parameters - meanRR, sdRR, HF, LF/HF, LFnorm, HFnorm were useful for the stress estimation in stress varying driving situation. Next, we designed 5 personalized linear regression models in which 6 HRV parameters were input and the outcomes were 7 different stress degrees. Finally, we tested each model for 5min-long 16 segments individually. Consequently, the models could not hit the stress degrees exactly in some segments but the correlation coefficients between original stress pattern and estimated stress pattern during entire driving showed reasonably high.

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The Development of Smart Jacket Incorporating MP3 functionality for Commercial Use (MP3 기능 스마트 재킷의 상용화 모형 개발)

  • Cho, Hyun-Seung;Kim, Jin-Hyung;Park, Sun-Min;Ryu, Jae-Hun;Lee, Joo-Hyeon
    • Science of Emotion and Sensibility
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    • v.9 no.4
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    • pp.377-383
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    • 2006
  • The purpose of this research is to develop a design model of a smart jacket incorporating MP3 functionality for commercial use, as one of the digital lines of textile to apply If technology. In order to conduct this study, the previous studies were analyzed and usability and wearability tests were conducted using five prototype design models of smart wear with MP3 functionality. Accordingly, the smart jacket incorporating MP3 functionality for commercial use, for which user-centered interface, usability and wearability were completed, was developed by optimizing the design and location of the input interface, control module, the path of wires and earphone etc., based on textile wire and keypad. The smart jacket targets the female dress market from late-teens to early twenties. It will be a high value commodity considers all aspects of recent fashion trends, consumers' emotional satisfaction and the value of digital wear.

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마직물의 태에 관한 연구 -주관적 태 평가 방법과 객관적 태 측정을 통한 산출식의 개발을 중심으로-

  • 박성혜;유효선
    • Proceedings of the Korean Society for Emotion and Sensibility Conference
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    • 1999.03a
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    • pp.219-219
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    • 1999
  • 마직물은 통기성, 흡수성, 투습성이 좋고 건조가 빠른 편이므로 여름철 직물로 많이 사용되어 왔다. 마직물은 또한 뻣뻣하며 몸에 감기지 않고 촉감이 깔깔하여 시원한 느낌을 주며 다른 직물에 비해 강직하고 표면이 거칠고 드레이프성이 떨어지는 등의 독특한 태를 가지고 있다. KES-F 시험기에 의해 여러 물성량들을 종합적으로 계측할 수 있게 됨에 따라 의복의 착용감에 만족을 주는 소재의 성능에 대한 연구가 종래의 주관적평가에서 KES-F 시스템을 이용하여 객관적으로 태를 예측하는 방법으로 진행되고 있다. 그러나 태를 평가하는 객관적 방법에서는 일반적으로 Kawabata와 Niwa에 의해 만들어진 평가식들이 주로 사용되나 이런 식들은 주로 모직물이나 합성섬유직물들을 평가하기에는 적합하지만 마직물의 독특한 태를 평가하기에는 부족하다고 생각된다. 마직물의 태가 기존의 객관적 평가방법만으로는 규명되지 않기 때문에 주관적 태평가방법을 아울러 실시해야 할 필요가 있다고 생각된다. 따라서 본 연구에서는 마직물의 태를 평가하는 방법의 하나로 주관적 평가척도를 개발하고 이 척도를 사용하여 마직물의 주관적인 태 특성을 살펴보았다. 그리고 KES-FB 시스템을 사용한 객관적인 태를 측정하여 주관적 평가치와 객관적 측정치로부터 태 평가의 산출식을 유도하였다. 실험에 사용된 직물은 혼방률, 밀도, 두께 등이 다양한 암, 저마 그리고 마혼방직물과 한산모시, 중국마, 신합섬 직물 등 총 54종을 사용하였다. 마직물의 주관적 태 평가를 위해 26문항의 형용사쌍으로 구성된 9점의 의미미분척도를 개발하였으며 이 척도를 사용해 주관적 평가를 실시하였다. 또 객관적 평가를 위해 KES-FB 시스템을 통해 역학적 특성치를 구하였다. 주관적 평가를 실시한 결과 마직물의 태에 영향을 미치는 7개의 요인이 추출되었다. 이 요인들은 표면성질, 신축성/드레이프성, 중량감, 강연성, 회복성, 수분특성, 밀도감이었으며, 요인들로 설명되는 누적분산값은 67.18%였다.주관적 평가의 결과와 객관적 평가 결과를 이용해 마직물의 태를 평가하는 산출식을 제시하였다. 태 평가치의 경우 16가지 특성치를 모두 넣는 방법과 stepwise 방법, 또 Kawabatark 사용한 순차적 군 회귀법의 세가지 방법의 회귀식 중 16가지 특성치를 모두 넣는 방법의 결정계수가 가장 높았다.

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A Development of Design Prototype of Smart Battle Jacket for the Future Soldier System-Part I (미래병사체계를 위한 스마트 전투복의 프로토타입 디자인-제1보)

  • Woo Seung-Jung;Lee Young-Shin;Choi Eu-Jung;Kim Hyun-Jun;Lee Joo-Hyeon;Park Seon-Hyung
    • Science of Emotion and Sensibility
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    • v.8 no.3
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    • pp.277-290
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    • 2005
  • The purpose of this study is to develope a design prototype of 'Smart Battle Jacket' for the future soldier system. Future battle field is supposed to be the place where the information is the most important. Future soldiers are also supposed to get digital devices to have more possibility of survival in the battle field. To design the smart battle jacket that has digital devices inside, it's needed to forecast the body sizes and shape of the future soldiers, to research the human bodies and movements, and to study the functions of the digital devices and the relationship between the bodies and the devices. The usability of the 1st model for the Smart battle jacket had been tested, and the model had been corrected by the results from the test. After all, a smart battle jacket design prototype for the future soldier system has been developed.

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Does a Good Night's Sleep Increase Peer Intimacy Among Adolescents? (청소년 수면의 질은 또래 친밀감을 높이는가?)

  • Shin, Ji-eun;Kim, Jung Ki
    • Science of Emotion and Sensibility
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    • v.21 no.1
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    • pp.129-142
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    • 2018
  • We spend about one-third of our life sleeping. Although the influence of sleep on various cognitive and affective functioning is recognized, relatively less is known about its consequences on interpersonal relationships. The present study examines whether sleep contributes to adolescent's peer intimacy; specifically, given the role of sleep in memory consolidation, it was assumed that a good sleep will enhance social relationships by positively refurbishing memories of social episodes. As predicted, young teenagers' sleep quality predicted increased peer intimacy, partly through the positive memory of social events, in a sample of middle school (Study 1) as well as high school participants (Study 2). To investigate the causal link, in Study 2, memory recollections were repeatedly measured for a week. Sleep quality during the week predicted how social, but not non-social episodes were positively remembered. The function and importance of sleep quality are discussed in the context of interpersonal relationships.

Classification of ratings in online reviews (온라인 리뷰에서 평점의 분류)

  • Choi, Dongjun;Choi, Hosik;Park, Changyi
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.4
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    • pp.845-854
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    • 2016
  • Sentiment analysis or opinion mining is a technique of text mining employed to identify subjective information or opinions of an individual from documents in blogs, reviews, articles, or social networks. In the literature, only a problem of binary classification of ratings based on review texts in an online review. However, because there can be positive or negative reviews as well as neutral reviews, a multi-class classification will be more appropriate than the binary classification. To this end, we consider the multi-class classification of ratings based on review texts. In the preprocessing stage, we extract words related with ratings using chi-square statistic. Then the extracted words are used as input variables to multi-class classifiers such as support vector machines and proportional odds model to compare their predictive performances.