• Title/Summary/Keyword: Sadness

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Facial Expression Recognition by Combining Adaboost and Neural Network Algorithms (에이다부스트와 신경망 조합을 이용한 표정인식)

  • Hong, Yong-Hee;Han, Young-Joon;Hahn, Hern-Soo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.20 no.6
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    • pp.806-813
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    • 2010
  • Human facial expression shows human's emotion most exactly, so it can be used as the most efficient tool for delivering human's intention to computer. For fast and exact recognition of human's facial expression on a 2D image, this paper proposes a new method which integrates an Discrete Adaboost classification algorithm and a neural network based recognition algorithm. In the first step, Adaboost algorithm finds the position and size of a face in the input image. Second, input detected face image into 5 Adaboost strong classifiers which have been trained for each facial expressions. Finally, neural network based recognition algorithm which has been trained with the outputs of Adaboost strong classifiers determines final facial expression result. The proposed algorithm guarantees the realtime and enhanced accuracy by utilizing fastness and accuracy of Adaboost classification algorithm and reliability of neural network based recognition algorithm. In this paper, the proposed algorithm recognizes five facial expressions such as neutral, happiness, sadness, anger and surprise and achieves 86~95% of accuracy depending on the expression types in real time.

The Development of a Simple Evaluation Questionnaire for Screening the Overweight-type Dietary Pattern in 30 to 49 Year Old Adults (한국 장년 성인의 과체중 예방을 위한 식생활 간이평가표 개발)

  • 박영숙;한재라;이정원;조한석;구재옥;김정희;윤진숙
    • Korean Journal of Community Nutrition
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    • v.7 no.4
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    • pp.495-505
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    • 2002
  • A study was performed to develop as a screening tool the Simple Evaluation Questionnaire for Screening the Over-weight-type Dietary Pattern in 30 to 49 Year Old Adults. We used the data from the 30 to 49 year old subjects who participated in the three surveys - the health behavior survey, the dietary habit survey and the food intake survey - as the National Health and Nutrition Survey 1998. The 3,598 adults were classified into to two body fatness groups of normal (including underweight) and overweight (including obese) on the basis of their relative body weight (RBW) When comparing variables between the two groups, significant differences were found in gender, education, job, employment status, perceived health status, sadness / depression state, stress level, age, number of diseases, age when overweightedness started, maximum body weight, sleep length, drinking pattern (yes/no) , amount of alcoholic drinks, frequency of intoxication or drunkeness, amount of alcoholic drinks when drunk, intensity of exercise, frequency of exercise, exercise duration, skipped meals, small meals and drug supplements. In terms of food intake, there were significant differences in the daily food intake in terms of breakfast, dinner, daily kimchi and dairy products. In terms of mealtimes, we found differences in the amount of cooked rice at breakfast, kimchi at lunch, soup / kuk at dinner, fresh vegetables for snacks, fried foods for snacks between breakfast and lunch, and fruits /juices for snacks between lunch and dinner. After developing questions with indicators and analyzing the indicators by logistic regression analysis three times, we chose 10 questions for a simple evaluation of dietary patterns for the overweight-type category in order to give one point each. Among them we selected two questions to add one additional point and one question to add two additional points. The average scores of the overweight and normal groups, as shown by the developed questionnaire, were $5.97 \pm 2.36 \pm 7.36 \pm 2.21$, respectively. A score of seven points was selected as the cut-off point. We examined the sensitivity, specificity and positive predictive value of the questionnaire to the results of 67%, 59% and 62%, respectively.

A Study on Theoretical Background Relationship of Blood Vessel Pressure Massage and Skin and Management Method of Blood Vessel Pressure Massage for Skin Care (피부미용과 관련된 한방미용경락의 이론적 배정 연구)

  • Choi, Jong-Mi;La, Young-Sun
    • Journal of the Korean Society of Fashion and Beauty
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    • v.2 no.1 s.1
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    • pp.5-13
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    • 2004
  • This study was analyzed on relationship of blood vessel pressure massage and skin and management method on blood vessel pressure for skin care with Yin-yang 5 factors theory, Yin-yang 5 factors theory of blood vessel pressure massage with related Korean medicine is essential for descriptions of the physiology of human body and disease. Six elements(wind, heat, fire, dryness, wetness, and cold) and seven emotions(anger, happiness, thought, worry, sadness, surprise, and fear) effected on skin care and the five viscera and the six stomach. Blood vessel pressure massage related with skin consists of the five viscera and the six stomach and is improved blood circulation and is retarded aging of skin by controls of hormone and free nerve system. Blood vessel pressure massage for skin care improved in the intestine system and blood circulation and got healthy. The blood vessel pressure massage treatment of beauty art can aid the function of bio-rhythm of a human body and make our body health by healing the problems of the five viscera organs and the six stomach. It also help circulate of the blood flow and vigor. The study expects the related researches to improve the various treatments through this treatment. The researcher encountered many problems with the lack of concerned materials and former studies but expects this study to be a study to retard aging the skin and prevent the diseases through the study of the blood vessel pressure massage.

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Real-time Recognition System of Facial Expressions Using Principal Component of Gabor-wavelet Features (표정별 가버 웨이블릿 주성분특징을 이용한 실시간 표정 인식 시스템)

  • Yoon, Hyun-Sup;Han, Young-Joon;Hahn, Hern-Soo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.19 no.6
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    • pp.821-827
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    • 2009
  • Human emotion can be reflected by their facial expressions. So, it is one of good ways to understand people's emotions by recognizing their facial expressions. General recognition system of facial expressions had selected interesting points, and then only extracted features without analyzing physical meanings. They takes a long time to find interesting points, and it is hard to estimate accurate positions of these feature points. And in order to implement a recognition system of facial expressions on real-time embedded system, it is needed to simplify the algorithm and reduce the using resources. In this paper, we propose a real-time recognition algorithm of facial expressions that project the grid points on an expression space based on Gabor wavelet feature. Facial expression is simply described by feature vectors on the expression space, and is classified by an neural network with its resources dramatically reduced. The proposed system deals 5 expressions: anger, happiness, neutral, sadness, and surprise. In experiment, average execution time is 10.251 ms and recognition rate is measured as 87~93%.

Study on Heart Rate Variability and PSD Analysis of PPG Data for Emotion Recognition (감정 인식을 위한 PPG 데이터의 심박변이도 및 PSD 분석)

  • Choi, Jin-young;Kim, Hyung-shin
    • Journal of Digital Contents Society
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    • v.19 no.1
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    • pp.103-112
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    • 2018
  • In this paper, we propose a method of recognizing emotions using PPG sensor which measures blood flow according to emotion. From the existing PPG signal, we use a method of determining positive emotions and negative emotions in the frequency domain through PSD (Power Spectrum Density). Based on James R. Russell's two-dimensional prototype model, we classify emotions as joy, sadness, irritability, and calmness and examine their association with the magnitude of energy in the frequency domain. It is significant that this study used the same PPG sensor used in wearable devices to measure the top four kinds of emotions in the frequency domain through image experiments. Through the questionnaire, the accuracy, the immersion level according to the individual, the emotional change, and the biofeedback for the image were collected. The proposed method is expected to be various development such as commercial application service using PPG and mobile application prediction service by merging with context information of existing smart phone.

The Goth Style Expressed on Costumes of Tim Burton's Films (팀 버튼 영화 의상에 나타난 고스(Goth) 스타일)

  • Jung, Eunyoung;Lee, Younhee
    • Journal of the Korean Society of Costume
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    • v.64 no.8
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    • pp.20-36
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    • 2014
  • This research aims to identify and analyze the expression elements and features of Goth style observed in clothing of unique characters in movies directed by Tim Burton, and to build the database on diverse features movie costumes, so that such data can be used to develop new fashion design. The research-classified features of Goth style into romanticism overturns Satanism, grief, and sensuality. The results are as follow; First, Goth expressed romanticism by reminding the gloom and fear of medieval times through the image of clowns, medieval knights, werewolves and vampires. Second, The costumes in Tim Burton's movies overthrew the rules in reality using flexible changes, ambiguity of gender, distorted human beings, half-man-half-beasts, and ghost images. Furthermore, the positive expression on characters in gloomy and fearful costumes showed the overturn of common idea and value system in a society. Third, Tim Burton created fear using the image of a live dead body, shape of a devil, shape of death. Also, accessories suddenly changed into arms in his movies. He expressed Satanism by positively describing satanic shapes and shapes meaning death. Next, characters in Tim Burton's movies are mainly losers, aliens or outsiders. Sorrow, alienation and darkness inside them expressed the sadness through embodiment of mean animals in darkness, masks, veils and extreme black costumes. Finally, Sensuality was rarely shown in Tim Burton's movies, but expressed in various ways including pursuit of new beauty in excessive exposure, skintight silhouette, suggestion on sexualized violence and frightfulness.

A Convergence Study on Difference of Health Behaviors depending on wether Sexual Experiences of Adolescents (청소년의 성경험 유무에 따른 건강행태 차이에 대한 융복합 연구)

  • Lee, Han Na;Cho, Haeryun
    • Journal of the Korea Convergence Society
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    • v.11 no.3
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    • pp.145-152
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    • 2020
  • This study investigated the differences in health behaviors of adolescents depending on their sexual experiences. Secondary data analysis was conducted using the data of 61,861 respondents from the 2017 adolescents' health behavior online survey in Korea. Adolescents with sexual experience were typically male, in high school, from a boy's school, had low academic performance, lived apart from their parents, and of either high or low economic status; their health behaviors were characterized by more physical activity, stress, sadness and hopelessness, thought/planned/attempted suicide, drinking, and smoking. Almost half of adolescents with sexual experience (48.9%) did not use contraception. The results of this study are significant and can contribute to the development of sex education programs when considering the characteristics of Korean adolescents and their sexual health.

A Classification and Selection Method of Emotion Based on Classifying Emotion Terms by Users (사용자의 정서 단어 분류에 기반한 정서 분류와 선택 방법)

  • Rhee, Shin-Young;Ham, Jun-Seok;Ko, Il-Ju
    • Science of Emotion and Sensibility
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    • v.15 no.1
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    • pp.97-104
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    • 2012
  • Recently, a big text data has been produced by users, an opinion mining to analyze information and opinion about users is becoming a hot issue. Of the opinion mining, especially a sentiment analysis is a study for analysing emotions such as a positive, negative, happiness, sadness, and so on analysing personal opinions or emotions for commercial products, social issues and opinions of politician. To analyze the sentiment analysis, previous studies used a mapping method setting up a distribution of emotions using two dimensions composed of a valence and arousal. But previous studies set up a distribution of emotions arbitrarily. In order to solve the problem, we composed a distribution of 12 emotions through carrying out a survey using Korean emotion words list. Also, certain emotional states on two dimension overlapping multiple emotions, we proposed a selection method with Roulette wheel method using a selection probability. The proposed method shows to classify a text into emotion extracting emotion terms from a text.

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A study on the origin and the images of violet (보라색의 유래 및 이미지의 고찰)

  • 김은경;김영인
    • Archives of design research
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    • no.16
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    • pp.225-234
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    • 1996
  • The purpose of this study is to provide and suggest useful data in use of kinds of violet that is resulted from general color images of violet. The origin, history, and general images of kinds of violet were studied, and were classified vased on documcntary reviews. Findings are as follows: 1) The kinds of violet were used purple, violet, mauva, and magenta in the order of appearance of its color names and the categories of violet had been extended from dark reddish violet to affilicated colors of bright violet by development in synthetie dyestuff. 2) The kinds of violet has neutral characters due to the combination of two extreme colors, red and blue, and thereby revealing voth attreibutes in terms of symbolic, emotional, and spychological features of colors. The positive images in kinds of violet can be classified as nobleness, holiness, mysteriousness, sleep/sedation, sensuality, femininity, fragrance, and the negatibely classified images are weakness, sadness, maelancholiness, death(for example, the mourner's gard in royal families), symbols of moral corruption, and superstition.

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Interpretation of Excess and Deficiency Syndromes(有餘不足證) Described in "Somun . Jogyongron(素問.調經論)" ("소문(素問).조경론(調經論)"의 유여(有餘).불족증(不足證)에 대(對)한 연구(硏究))

  • Bang, Jung-Kyun
    • Journal of Korean Medical classics
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    • v.20 no.3
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    • pp.49-56
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    • 2007
  • The "Somun Jogyongron(素問 調經論)" describes excess and deficiency syndromes. The study suggests that excess syndrome(實證) is caused by vigorous pathogenic fire(火邪)(the spirit(神)), pathogenic dryness(燥邪)(Gi(氣)), pathogenic wind(風邪)(blood(血)), pathogenic dampness(濕邪)(physique(形)) or pathogenic coldness(寒邪)(will(志)). When pathogenic fire is dominant within the body, Gi and blood becomes excessive and come out of the body, but the body cannot take them back, leading to the symptom in which the patient cannot stop laughing. When pathogenic dryness prevails, the lung(肺) cannot function properly. This means that the convergence(收斂) function of the clearing the lung and descending Gi(肅降) is deteriorated, and the patient shows symptoms of dyspnea and cough. Strong pathogenic wind increases the ascencling Gi in the liver(肝氣) and fuel angry emotion when the patient becomes upset. When pathogenic dampness is dominant, spleen(脾) function drops due to lumping effects, and the patient will experience abdominal distention(腹脹), which will disturb urination and defecation. When pathogenic coldness prevails, abdominal distention occurs due to condensating effects, and Yang Gj(陽氣) in the kidney(腎) is disturbed, leading to digestion disorders and eventually water-grain dysentery. Deficiency syndrome is caused by the lack of essential Gi(精氣) in the five viscera(五藏). Deficiency of sprit means the lack of Gi in the heart(心氣), so the patient becomes vulnerable to sadness. Deficiency of Gi means the lack of Gi in the lung(肺氣), so the patient may have breathing disorders. Deficiency of blood means the lack of Gi in the Liver(肝氣), so the patient can be easily scared. Deficiency of physique means the lack of Gi in the spleen(脾氣), making it difficult to use arms and legs. Deficiency of will means the lack of Gi in the kidney(腎氣), so Gowl syndrome(厥證) can ensue.

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