• Title/Summary/Keyword: Unhappiness

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A Topic Modeling Approach to the Analysis of Happiness and Unhappiness (토픽모델링 기반 행복과 불행 이슈 분석 및 행복 증진 방안 연구)

  • Yang, Seung-Joon;Lee, Bo-Yeon;Kim, Hee-Woong
    • Knowledge Management Research
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    • v.17 no.2
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    • pp.165-185
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    • 2016
  • Though Korea has received attention through an exceptional economic growth and the big K-POP fever all over the world, its happiness level is not so high. Therefore, this research aims to find not only the Korean' s condition of the happiness and unhappiness, but also the way to enhance their happiness. We collected various web data(89,127 cases from 2013/01 to 2014/12) through searching our own 26 keywords based on Alderfer's ERG Theory. Also, we tried to analyze the subjects related to happiness and unhappiness by using LDA topic modeling. As the result, the condition of happiness and unhappiness were the top topics extracted from each field. We conducted the second detailed analysis based on the data of condition of the happiness and unhappiness which are the top topics of the previous analysis. From the second analysis result, we proposed several ways to enhance happiness from the perspective of government, corporate, family, education, social welfare.This paper is meaningful because it catches the condition of happiness and unhappiness based on a real web data as well as transform the data into the knowledge. Also, this paper provides the practical methods from the view from all walks of life that may enhance happiness and relieve unhappiness.

An Exploratory Study of Happiness and Unhappiness Among Koreans based on Text Mining Techniques (텍스트마이닝 기법을 활용한 한국인의 행복과 불행 탐색연구)

  • Park, Sanghyeon;Do, Kanghyuk;Kim, Hakyeong;Park, Gaeun;Yun, Jinhyeok;Kim, Kyungil
    • The Journal of the Korea Contents Association
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    • v.18 no.7
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    • pp.10-27
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    • 2018
  • The purpose of this study is to explore the meaning of happiness and unhappiness in Korean society through text mining analysis. Similar words with keywords(happiness/unhappiness) from online news portal are extracted using Word2Vec and TF-IDF method. We also use the K-LIWC dictionary to perform the sentiment analysis of words associated with happiness and unhappiness. In TF-IDF analysis, happiness and unhappiness are highly related to social factors and social issues of the year. In Word2Vec analysis, 'Hope' has been similar with happiness for six years. In K-LIWC analysis, 'money/financial issues', 'school', 'communication' is highly related with happiness and unhappiness. In addition, 'physical condition and symptom' is highly related to unhappiness. Implications, limitations, and suggestions for future research are also discussed.

A Topic Modeling Approach to the Analysis of Seniors' Happiness and Unhappiness in Korea (토픽 모델링 기반 한국 노인의 행복과 불행 이슈 분석)

  • Dong ji Moon;Dine Yon;Hee-Woong Kim
    • Information Systems Review
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    • v.20 no.2
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    • pp.139-161
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    • 2018
  • As Korea became one of the oldest countries in the world, successful aging emerged as an important issue to individuals as well as to society. This study aims to determine not only the Korean seniors' happiness and unhappiness factors but also the means to enhance their happiness and deal with unhappiness. We collected news articles related to the happiness and unhappiness of seniors with nine keywords based on Alderfer's ERG Theory. We then applied a topic modeling technique, Latent Dirichlet Allocation, to examine the main issues underlying the seniors' happiness and unhappiness. According to the analysis, we investigated the conditions of happiness and unhappiness by inspecting the topics based on each keyword. We also conducted a detailed analysis based on the main factors from topic modeling. We proposed specific ways to increase and overcome the happiness and unhappiness of seniors, respectively, in terms of government, corporate, family, and other social welfare organizations. This study indicates the major factors that affect the happiness and unhappiness of seniors. Specific methods to boost happiness and relief unhappiness are suggested from the additional analysis.

Comparative Analysis of Happiness and Unhappiness using Topic Modeling: Korea, U.S., U.K., and Brazil (토픽모델링을 이용한 국가간 행복과 불행 토픽 비교 분석 : 한국, 미국, 영국, 브라질)

  • Lee, So-Hyun;Lee, Yun-Kyung;Song, Eui-ryung;Kim, Hee-Woong
    • Knowledge Management Research
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    • v.18 no.3
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    • pp.101-124
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    • 2017
  • Recently, 'happiness' has become a major issue of national level, exceeding the matter of personal issue. Especially, Korea has actually increased its GDP by focusing on the economic growth for decades, and now it has achieved the economic/technical development as an IT power. However, Korean people's satisfaction with life called 'happiness index' is moving back every year. Even though there have been continuous efforts to enhance the national happiness by mentioning it as an essential issue in the national level, there are not many researches related to it. This study drew measures to enhance happiness by extracting happiness factors and unhappiness factors of Korea through social network service. Especially, it aims to analyze, compare, and apply happiness factors and unhappiness factors of three countries such as the US, UK, and Brazil with higher happiness indexes than Korea. For this, through the topic modeling of text mining technique, postings including keywords about happiness and unhappiness were collected/analyzed from Twitter of Korea, the US, UK, and Brazil. The significance of this study is to discuss measures to increase happiness and to decrease unhappiness by mining/analyzing the actual public opinions about happiness and unhappiness in four countries like Korea, the US, UK, and Brazil by using the topic modeling. Through this, the quality of life of Korean people could be improved by suggesting measures to enhance happiness and to decrease unhappiness in the level of individual, family, society, and government.

Longitudinal and Complex Influence of Academic Strain on Unhappiness and Mobile Phone Dependency among Adolescents using Latent Growth Model (잠재성장모형을 사용한 청소년의 학업긴장이 불행감과 휴대전화 의존에 미치는 종단적·복합적 영향 분석)

  • Jun, Sang-min
    • Journal of Digital Convergence
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    • v.14 no.12
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    • pp.293-302
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    • 2016
  • The study explores how academic strain, unhappiness, and mobile phone dependency among adolescents have changed over time. And we conducted the longitudinal and complex analysis on the influence of academic strain on unhappiness and mobile phone dependency in order to search the ways to prevent a vicious circle among them. We used general strain theory as a conceptual research frame and analysed the data of 1,589 respondents of the 2nd~4th Korean Children and Youth Panel with latent growth modeling. It was found that the levels of academic strain, unhappiness, and mobile phone dependency among adolescents were linearly increased across time. Academic strain initial status positively affected unhappiness initial status and both the initial status and change rate of mobile phone dependency. The change rate of unhappiness positively affected that of mobile phone dependency. Academic strain change rate positively influenced that of mobile phone dependency mediated by unhappiness change rate. We provided useful implications to academic activities, negative emotions, and mobile phone dependency for adolescents and suggested future studies about reasons of the changes of those variables.

Relationship between Health Behavior and Subjective Unhappiness in High School Students (고등학생의 건강행태와 주관적 불행감의 상호관련성)

  • Park, Sunu;Kim, Sang-A;Park, Woong-Sub
    • Journal of agricultural medicine and community health
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    • v.42 no.2
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    • pp.87-96
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    • 2017
  • Objectives: We studied the relationship between health behavior and subjective unhappiness in high school students. Methods: Using 27,097 responses from the 2015 Korea Youth Risk Behavior Web-based Survey for general high school students. we analyzed by multiple logistic regression based on the complex sample design Results: Unhappiness was positively related with the low economic status, smoking, drinking, fast foods intake, and negatively related with fruit intake in results of multiple logistic regression. Conclusion: Health behaviors have a significant impact on the unhappiness of high school students. Therefore, in-depth research and policies to decrease unhappiness of high school students through health promotion are required.

Video image analysis algorithms with happy emotion tree (영상 이미지 행복 감성 트리를 이용한 분석 알고리즘)

  • Lee, Yean-Ran;Lim, Young-Hwan
    • Cartoon and Animation Studies
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    • s.33
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    • pp.403-423
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    • 2013
  • Video images of emotional happiness or unhappiness, stress or emotional division of tranquility in the form of a tree is evaluated by weighting. Representative evaluation of the video image brightness contrast sensitivity ratings 1 car happy, unhappy or nervous, calm and refined with two car dependency, sensitivity to visual images are separated. Emotion Recognition of four compared to the numerical data is measured by brightness. OpenCV implementation through evaluation graph the stress intensity contrast, tranquility, happiness, unhappiness with changes in the value of four, separated by sensitivity to computing. Contrast sensitivity of computing the brightness according to the input value 'unhappy' to 'happy' or 'stress' to 'calm' the emotional changes are implemented. Emotion computing the regularity of the image to calculate the sensitivity localized computing system can be controlled according to the emotion of the contrast value of the brightness changes are implemented. The future direction of industry on the application of emotion recognition will play a positive role.

Happiness and subjective well-being among Korean students and adults: Indigenous psychological analysis (한국인의 행복 경험에 대한 토착문화심리학적 접근)

  • Jaisun Koo;Uichol Kim
    • Korean Journal of Culture and Social Issue
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    • v.12 no.2
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    • pp.77-100
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    • 2006
  • This study investigates happy life experiences and their emotional responses to these experiences with a sample of Korean students and adults. A total of 489 Korean university students and adults completed an open-ended questionnaire developed by the present researchers. Three sets of results have been found. First, while experiences of achievement and failure affect the strength of feelings of happiness or unhappiness, social relationships with family members and friends affect the frequency of feelings of happiness or unhappiness. Second, while strong positive affects are aroused by sense of achievement and pride, frequent positive affects are aroused by feeling of calmness and positive relational emotions (such as Jung - deep affection and attachment). Third, while strong negative affects are aroused by sense of frustration and sadness, frequent negative affects are aroused by anxiety and negative relational emotions (such as the sense of indebtedness and shame). These results indicate that the interpersonal relationships with family members and friends and personal achievements and failures influence the subjective well-being of feeling happy or unhappy with people's lives.

A New study on place attachment and elderly housing culture as a viewpoint of self-identity's concept (자아정체성 개념으로 본 장소애착과 노인주거문화의 새로운 고찰)

  • Park, Jung-Hun;Yoo, Jea-Woo;Chang, You-Kyoung;Son, Jun-Hyuk
    • Proceeding of Spring/Autumn Annual Conference of KHA
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    • 2011.04a
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    • pp.65-68
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    • 2011
  • The average increase in life expectancy obtained as a gift of modern science cannot hold itself responsible for extended life's happiness. It admits of no argument that the necessity of social preparation for minimizing bad health and longevity of unhappiness to aged people who are in the state of these continuous growth. Recently, because of an aging trend, targeting on elderly housing expected continuous increased demand in housing market, this study is to comprehend it's characteristic and offer implications. For the characteristic of elderly housing, firstly it needs scientific analysis of related theory and analysis of statistical data. Also this study aims to look through and suggest an alternative included the special matters of Korean society with advanced foreign country's analysis of an alternative. And judging from economic characteristics of elderly housing to be presented as an important factor, choices of housing according to economic level are anticipated to show different forms. In future, to supply elderly housing, therefore, the introduction of the concept of housing providing various opportunity of choice is necessary. If studies proceed through expanded alternative, it is judged to be able to draw more varied results in elderly housing. Also, if going along with political dimension study, it is expected to offer more specific and effective solutions of the problem of elderly housing.

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Study on Relevance of High-Caffeine Drink Intake Frequency to Mental Health of Adolescents (청소년 고카페인 음료 섭취빈도와 정신건강의 관련성 연구)

  • Kim, Nayeon;Shin, Woo-kyoung;Kim, Yookyung
    • Journal of the Korean Society of Food Culture
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    • v.32 no.1
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    • pp.66-74
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    • 2017
  • This study was conducted to investigate the correlation between frequency of high-caffeine energy drink intake in adolescents and their mental health status using data from the Korean adolescent health behaviors online survey (2014-15). Mental health was classified by the five categories: Perception of stress (PS), Insufficient relief of fatigue after sleep (IRFS), Experience of sadness despair (SD), Suicidal ideation (SI), and Subjective unhappiness (SU). Regarding general characteristics, higher age, height, and body weight of subjects were associated with higher frequency of high-caffeine energy drink (HCED) intake (p< .0001). In the OR analysis, when the lowest group (${\leq}2/wk$) and highest group ($1{\geq}day$) were compared, the highest group showed significantly higher OR in all five categories of mental health. According to gender, males did not show better PS, SD, and SI than females who had a high frequency of HCED (p for trend<.0001). According to school level, middle school students showed a higher risk rate than high school students in PS, IRFS, and SD (p for trend< .0001). Based on the above results, higher frequency of HCED intake among adolescents was associated with more adverse effects on mental health.