• 한국HCI학회논문지
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• 제5권1호
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• pp.11-18
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• 2010

일상에서 휴대전화 사용자들은 익숙하고 친밀하게 문자 메시지와 이모티콘을 함께 사용하고 있지만 수신자가 메시지를 해석함에 있어서 어떠한 정서적 효과가 미치는지는 실험적으로 연구되지 않은 실정이다. 이에 본 연구에서는 다양한 CMC 상황 중에서 휴대전화의 문자 메시지 상황으로 도메인을 한정하여 이모티콘의 정서적 영향을 살펴보고자 하였다. 메시지와 이모티콘 정서가 사이의 다양한 관계를 살펴보았는데, 실험 1에서는 이모티콘의 영향을 증명하였고, 또한 이모티콘의 존재만으로 메시지의 완고성이 낮아지고 친밀성이 높아지는 결과가 나타났다. 실험 2를 통해 메시지의 정서가가 있는 경우에도 이모티콘이 여전히 발신자의 기분과 정서 측정에 있어 영향이 있음을 발견하였다. 또한 상호작용 분석을 통해 두 매체의 정서가 불일치하는 경우 메시지를 빈정댄다고 지각하는 경향이 확인되었다.

• Journal of Information Processing Systems
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• 제17권4호
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• pp.754-771
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• 2021

In the task of continuous dimension emotion recognition, the parts that highlight the emotional expression are not the same in each mode, and the influences of different modes on the emotional state is also different. Therefore, this paper studies the fusion of the two most important modes in emotional recognition (voice and visual expression), and proposes a two-mode dual-modal emotion recognition method combined with the attention mechanism of the improved AlexNet network. After a simple preprocessing of the audio signal and the video signal, respectively, the first step is to use the prior knowledge to realize the extraction of audio characteristics. Then, facial expression features are extracted by the improved AlexNet network. Finally, the multimodal attention mechanism is used to fuse facial expression features and audio features, and the improved loss function is used to optimize the modal missing problem, so as to improve the robustness of the model and the performance of emotion recognition. The experimental results show that the concordance coefficient of the proposed model in the two dimensions of arousal and valence (concordance correlation coefficient) were 0.729 and 0.718, respectively, which are superior to several comparative algorithms.

• 한국컴퓨터정보학회논문지
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• 제19권6호
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• pp.37-48
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• 2014

사회감성은 다양한 사회적 네트워크가 형성됨으로서 우리생활에서 의사소통의 질적 관점에서 중요한 요인으로 대두되고 있다. 이러한 사회감성을 이해하기 위해서 감성의 어휘적 의미와 표현에서 보여 지는 유의성을 검증하고 분석하여 사회감성의 복합적인 의미를 이해하고자 한다. 본 연구에서 의사소통의 대표적인 채널인 SNS(Social Network Service)상에서 감성표현 결과를 이용하여 그 의미와 표현에 대한 척도를 구하고 군집분석을 통해서 그 차이를 깊이 있게 이해하려고 하였다. 분석결과 사회감성요인은 부정적 평가 요인 항목이 긍정적 요인에 비교하여 비중이 높은 반면, 사회감성 표현은 긍정적인 표현이 상당히 많이 제시되는 것으로 나타났다. 사회감성요인에 대한 분류에서 기본 감성이나 유인가로 구분이 가능한 반면에 감성표현에서는 사회감성에서 요구되는 부가적인 내용을 복합적인 의미로 내포하고 있으며 양가적 내용 특성 포함하고 있다.

• 한국멀티미디어학회논문지
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• 제20권10호
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• pp.1646-1654
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• 2017

Pupil size variation can not be controlled intentionally by the user and includes various features such as the blinking frequency and the duration of a blink, so it is suitable for understanding the user's emotional state. In addition, an ocular feature based emotion classification method should be studied for virtual and augmented reality, which is expected to be applied to various fields. In this paper, we propose a novel emotion classification based on CNN with pupil size variation signals which include not only various ocular feature information but also time information. As a result, compared to previous studies using the same database, the proposed method showed improved results of 5.99% and 12.98% respectively from arousal and valence emotion classification.

• 한국감성과학회:학술대회논문집
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• 한국감성과학회 1997년도 한국감성과학회 연차학술대회논문집
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• pp.220-223
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• 1997

The International Affective Picture System (IAPS) developed by Lang and colleagues[1] is widely used in studies relating a variety of physiological indices to subjective emotions. In this study we investigated whether the IAPS can be used for Koreans without significant cultural biases in their subjective emotional reactions. Thirty IAPS picture slides were presented to a group of 52 college students and different 30 slides with similar 3 dimensional emotion ratings to another group of 42 students. Fof each slieds with exposal time of 8sec, subjects were asked to rate on the Semantic Differential Scale (SDS) and Self-Assessment Manikin (SAM) in the 3 dimensions of pleasure valence, arousal, and domensions of pleasure valence, arousal, and dominance. Fnctor analysis was done for SDS ratings, and correlations of SDS and SAM were calculated. Eighteen bipolar adjective were grouped into 3 dimensions of pleasure, arousal, dominance showing good agreement with previous study. SAM were calculated. Eighteen bipolar adjectives were grouped into 3 dimensions of pleasure, arousal, dominance showing good agreement with the previous study. SAM ratings were highly corrlated with two of the 6 SDS adjective pairs associated with the pleasure and dominance dimensions, but not with those associated with arousal dimension suggerting some cultural differences.

• 감성과학
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• 제3권2호
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• pp.29-40
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• 2000

Autonomic and EEG responses were analyzed in 32 college students exposed to visual stimulation with Korean Affective Picture System (KAPS) and 36 students exposed to the International Affective Picture System (IAPS). Cardiac, electrodermal, and electrocortical measures were recorded during 30 sec of viewing affective pictures. The slides intended to elicit basic emotions (fear, anger, surprise, disgust, and sadness) were presented to subjects via Kodak slide-projector. The aim of the study was to differentiate autonomic and EEG responses associated with the same negative valence emotions elicited by KAPS and IAPS stimulation and to identify the influence of cultural relevance on physiological reactivity. The analysis of obtained results revealed significant differences in physiological responsiveness to emotionally negative valence slides from KAPS and IAPS. The typical response profile for all emotions elicited by the KAPS included HR acceleration (except surprise), and increase of electrodermal activity, slow and fast alpha blocking and fast beta power increase in EEG, which was not associated with significant asymmetry (except fast alpha in sadness). Stimulation with the IAPS evoked HR deceleration, specific electrodermal responses with relatively high tonic electrodermal activation, alpha-blocking and fast beta increase, and was accompanied also by theta power increase and marked frontal asymmetry (e.g., fast beta, theta asymmetries in sadness, fast alpha in fear). Physiological responses to fear and anger-eliciting slides from the IAPS were significantly less profound and were accompanied by autonomic and EEG changes more typical for attention rather than negative affect. Higher cardiovascular and electrodermal reactivity to fear emotion observed in the KAPS, e.g., as compared to data with the IAPS as stimuli, can be explained by cultural relevance and higher effectiveness of the KAPS in producing certain emotions such as fear in Koreans.

• Journal of Dental Anesthesia and Pain Medicine
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• 제21권3호
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• pp.237-244
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• 2021

Background: This study aimed to analyze Twitter users' emotional tendencies regarding oral surgery procedures before and after the coronavirus disease 2019 (COVID-19) pandemic worldwide. Methods: Tweets posted in English before and after the COVID-19 pandemic were included in the study. Popular tweets in 2019 were searched using the keywords "tooth removal", "tooth extraction", "dental pain", "wisdom tooth", "wisdom teeth", "oral surgery", "oral surgeon", and "OMFS". In 2020, another search was conducted by adding the words "COVID" and "corona" to the abovementioned keywords. Emotions underlying the tweets were analyzed using CrystalFeel - Multidimensional Emotion Analysis. In this analysis, we focused on four emotions: fear, anger, sadness, and joy. Results: A total of 1240 tweets, which were posted before and after the COVID-19 pandemic, were analyzed. There was a statistically significant difference between the emotions' distribution before and after the pandemic (p < 0.001). While the sense of joy decreased after the pandemic, anger and fear increased. There was a statistically significant difference between the emotional valence distributions before and after the pandemic (p < 0.001). While a negative emotion intensity was noted in 52.9% of the messages before the pandemic, it was observed in 74.3% of the messages after the pandemic. A positive emotional intensity was observed in 29.8% of the messages before the pandemic, but was seen in 10.7% of the messages after the pandemic. Conclusion: Infectious diseases, such as COVID-19, may lead to mental, emotional, and behavioral changes in people. Unpredictability, uncertainty, disease severity, misinformation, and social isolation may further increase dental anxiety and fear among people.

• 감성과학
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• 제17권3호
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• pp.107-116
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• 2014

본 연구에서는 정서를 두 양상(청각, 시각)으로 제시할 시, 두 양상의 정서가 일치 혹은 불일치 할 경우 각성과 재인 기억, 회상 기억에 영향을 미친다는 것을 알아보고자 하였다. 본 연구의 첫 번째 가설은 교차 양상에서의 정서 불일치는 일치 할 때 보다 각성 뿐만 아니라 재인, 회상 기억 모두 높을 것이라는 것이다. 두 번째 가설은 각성이 회상 기억과 재인 기억을 modulate한다는 것이다. 가설을 증명하기 위해 시각과 청각의 정서를 긍정 정서와 부정 정서로 조작하여 일치 조건과 불일치 조건으로 조작하였다. 각 조건에서는 재인 기억과제와 회상 기억 과제의 정확도를 종속 변인으로 측정하였으며, PAD(Pleasure-arousal-dominance) 척도를 이용하여 참가자의 각성 수준을 측정하였다. 또한 8일이 지난 후, 참가자 모두에게 실험 자극으로 쓰인 영상에 대해 재인 기억 과제를 통해 다시 검사하였다. 연구 결과, 각성의 경우 영상을 본 후의 각성 차이는 통계적으로 유의미하게 나타났지만(p<.001), 일치와 불일치 조건 간의 각성 차이는 나타나지 않았다. 또한 정서가 일치하는 조건과 불일치하는 조건에서 재인 기억이 통계적으로 유의미하지는 않았지만, 영상 정서의 주 효과가 통계적으로 유의미하게 나타났다. 이로 인해 두 가지 정서로 나누어 분석한 결과, 부정 정서 영상에 노출된 조건에서만 일치 조건과 불일치 조건에서의 재인 기억이 통계적으로 유의미한 차이를 보였다(p= .044). 사후 분석 결과, 불일치 조건에서 일치 조건 보다 높은 점수를 보였다. 회상 기억의 경우, 영상 정서조건과 일치, 불일치 조건 간의 상호작용이 나타났다(p=.039). 따라서 본 연구에서는 부정 정서에서의 불일치 효과는 증명하였지만, 각성으로 인한 효과는 증명하지 못하였다.

• Journal of Information Technology Applications and Management
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• 제21권4호
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• pp.203-223
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• 2014

This study proposes a novel context-aware recommender system, which is designed to recommend the items according to the customer's responses to the previously recommended item. In specific, our proposed system predicts the user's emotional state from his or her responses (such as facial expressions and movements) to the previous recommended item, and then it recommends the items that are similar to the previous one when his or her emotional state is estimated as positive. If the customer's emotional state on the previously recommended item is regarded as negative, the system recommends the items that have characteristics opposite to the previous item. Our proposed system consists of two sub modules-(1) emotion prediction module, and (2) responsive recommendation module. Emotion prediction module contains the emotion prediction model that predicts a customer's arousal level-a physiological and psychological state of being awake or reactive to stimuli-using the customer's reaction data including facial expressions and body movements, which can be measured using Microsoft's Kinect Sensor. Responsive recommendation module generates a recommendation list by using the results from the first module-emotion prediction module. If a customer shows a high level of arousal on the previously recommended item, the module recommends the items that are most similar to the previous item. Otherwise, it recommends the items that are most dissimilar to the previous one. In order to validate the performance and usefulness of the proposed recommender system, we conducted empirical validation. In total, 30 undergraduate students participated in the experiment. We used 100 trailers of Korean movies that had been released from 2009 to 2012 as the items for recommendation. For the experiment, we manually constructed Korean movie trailer DB which contains the fields such as release date, genre, director, writer, and actors. In order to check if the recommendation using customers' responses outperforms the recommendation using their demographic information, we compared them. The performance of the recommendation was measured using two metrics-satisfaction and arousal levels. Experimental results showed that the recommendation using customers' responses (i.e. our proposed system) outperformed the recommendation using their demographic information with statistical significance.

• 한국감성과학회:학술대회논문집
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• 한국감성과학회 1998년도 추계학술발표 논문집
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• pp.143-147
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• 1998

Autonomic and EEG responses of 38 college students were studied during 60-sec long presentation of International Affective Picture System (IAPS )slides evoking, according to subjective reports, negative (disgust, sadness, surprise) and positive (happiness, exciting) emotional. states. Observed were significant heart rate (HR) deceleration, large skin conductance responses (SCR), moderate respiration frequency slowing, reduction of frontal (F 3, F 4 ) and occipital (O 1, O 2 ) fast alpha, and increases of theta, delta and beta relative spectral power values during the first 30 sec of exposure of IAPS pictures. Analysis carried out to differentiate emotion categories according to autonomic responses indicated that observed HR deceleration was larger in magnitude in surprise and sadness than in disgust, SCR amplitude higher in sadness than in disgust. EEC showed significant differences in theta (F 3, F 4 ) and delta (O 1) power increase in disgust vs. happiness, fast alpha (F 3, F 4 ) power was lower in surprise than in happiness, and slow beta power higher. in happiness than in disgust (0 1). Despite some differences. observed within discrete emotion conditions, overall responses pattern of monitored parameters exhibited similar profiles with few variations, most. obvious. in disgust state, which suggests that affective visual stimulation elicits stereotypical responses in a given passive viewing paradigm. However, the magnitude of physiological responses may vary to certain extent across discrete emotional states making it possible to differentiate among particular experimentally-induced emotional states, e.g., disgust vs. sadness by ANS responses or disgust vs. happiness by EEG measures.