• Title/Summary/Keyword: data analysis: surveys

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Mobile Gamer Categorization with Archetypal Analysis and Cognitive-Psychological Features from Log Data (로그 데이터의 유형분석 및 인지심리적 속성 추출을 이용한 모바일 게이머 유형화 연구)

  • Jeon, Jihoon;Yoon, Dumim;Yang, Seongil;Kim, Kyungjoong
    • Journal of KIISE
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    • v.45 no.3
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    • pp.234-241
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    • 2018
  • The study of classifying gamer types or analyzing the characteristics of gamers is a field of interest for data analysis researchers. From the past to the present, much research has been done on gamer categorization and gamer analysis. However, most studies use surveys or bio-signals, which is not practical because it is difficult to obtain large amounts of data. Even if the game log is used, it is difficult to analyze the psychology of the gamer because the gamer is categorized and analyzed by extracting only statistical values. However, if we can extract the cognitive psychology information of the gamer from the basic game log, we can analyze the gamer more intuitively and easily. In this paper, we extracted eight cognitive psychological features representing the behavior and psychological information of the gamer using Crazy Dragon's game log, which is a mobile Role-Playing-Game (RPG). In addition, we classified gamers based upon cognitive psychological features and analyzed them using eight cognitive psychological features. As a result, most gamers were highly correlated with one or two types.

A Study of Middle School Students' Perception regarding Territorial Identity: Assessing their Freehand Sketch Maps of Territory, National Border, and Neighboring Countries (중학생의 영토정체성에 관한 연구 -스케치맵에 나타난 영토, 국경, 이웃한 나라에 대한 인식을 바탕으로-)

  • Chun, Bo Ae
    • Journal of the Korean Geographical Society
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    • v.47 no.6
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    • pp.899-920
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    • 2012
  • The purpose of this study is to examine and better understand student's perception of territory in the deterritorialized world. Students' sketch maps were analyzed to investigate the way of which they recognized the form of national territory, border, geographic location, and neighboring countries. In addition, students' values, attitudes, and affection for their homeland and other countries were observed through the awareness of North Korea, DMZ, and Dok-do island. Scrutinizing students' sketch maps and follow-up interviews provided much more in-depth context for understanding students' narratives about territorial identity than did the analysis of structured surveys since they can freely draw and sketch their cognition. A qualitative data analysis builded a code list with 67 codes generated from 626 quotations. These data were exported to CSV format to elicit and evaluate differential variances of territorial identity along with student's Social Studies score and Grade Point Average for inferential statistics and quantitative data analysis using SPSS. Based on the results of data analysis and discussion, some suggestions to build a model of territorial education and to develop teaching and learning materials in the domain of geography education were provided.

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A Study on Selection Attributes of Traditional Liquor by Life-style of Eating-out Consumers (외식소비자의 라이프스타일에 따른 전통주 선택속성에 관한 연구)

  • Kwon, Yong-Ju;Lee, Jae-Hoon;Song, Heung-Gyu
    • Culinary science and hospitality research
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    • v.18 no.3
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    • pp.90-107
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    • 2012
  • This research has been conducted to discover the consumer's behavior in the purchase and consumption of korean alcoholic beverages. The intent of these works are to contribute to the growth of the traditional alcoholic beverages markets by giving necessary data for the marketing strategies and the development of favorite beverage to meet the consumer's tastes. The surveys have been conducted against a group of people ranging from their 20's to 60's randomly picked from seoul. The duration of the surveys was from August 1st to September 30th, 2010. We also examined the relationship between the selection attributes of traditional liquor and purchase satisfaction by consumer's life-styles. SPSS 18.0 statistical package was used to process data. Frequency analysis, factor analysis, a reliability test, K-means cluster analysis, one-way ANOVA and multiple regression were executed. As a result, through factor analysis and cluster analysis, authors identified 6 factors in the selection attributes of traditional liquor(characteristics, taste & fragrance, popularity, design, harmony, interest), 4 consumer groups(expert, fan, beginner, indifference), 4 consuming lifestyles(social oriented consuming style, maniac consuming style, pursuit of knowledge consuming style, outsider consuming style). Among the selection attributes of traditional liquor, taste & fragrance and popularity had effects on purchase satisfaction.

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Low Coverage and Disparities of Breast and Cervical Cancer Screening in Thai Women: Analysis of National Representative Household Surveys

  • Mukem, Suwanna;Meng, Qingyue;Sriplung, Hutcha;Tangcharoensathien, Viroj
    • Asian Pacific Journal of Cancer Prevention
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    • v.16 no.18
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    • pp.8541-8551
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    • 2016
  • Background: The coverage of breast and cervical cancer screening has only slightly increased in the past decade in Thailand, and these cancers remain leading causes of death among women. This study identified socioeconomic and contextual factors contributing to the variation in screening uptake and coverage. Materials and Methods: Secondary data from two nationally representative household surveys, the Health and Welfare Survey (HWS) 2007 and the Reproductive Health Survey (RHS) 2009 conducted by the National Statistical Office were used. The study samples comprised 26,951 women aged 30-59 in the 2009 RHS, and 14,619 women aged 35 years and older in the 2007 HWS were analyzed. Households of women were grouped into wealth quintiles, by asset index derived from Principal components analysis. Descriptive and logistic regression analyses were performed. Results: Screening rates for cervical and breast cancers increased between 2007 and 2009. Education and health insurance coverage including wealth were factors contributing to screening uptake. Lower or non-educated and poor women had lower uptake of screenings, as were young, unmarried, and non-Buddhist women. Coverage of the Civil Servant Medical Benefit Scheme increased the propensity of having both screenings, while the universal coverage scheme increased the probability of cervical screening among the poor. Lack of awareness and knowledge contributed to non-use of both screenings. Women were put off from screening, especially Muslim women on cervical screening, because of embarrassment, fear of pain and other reasons. Conclusions: Although cervical screening is covered by the benefit package of three main public health insurance schemes, free of charge to all eligible women, the low coverage of cervical screening should be addressed by increasing awareness and strengthening the supply side. As mammography was not cost effective and not covered by any scheme, awareness and practice of breast self examination and effective clinical breast examination are recommended. Removal of cultural barriers is essential.

Analysis of Characteristics using Geotechnical Investigation on the Slow-moving Landslides in the Pohang-si Area (포항지역 땅밀림지의 지반조사를 통한 땅밀림 특성 분석)

  • Lee, Moon-Se;Park, Jae-Hyeon;Park, Yunseong
    • Journal of Korean Society of Forest Science
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    • v.108 no.2
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    • pp.233-240
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    • 2019
  • The aim of this study was to provide basic data that could identify and help prevent a slow-moving landslide using an analysis of the relationship between below-ground characteristics and water from three slow-moving landslide areas in Pohang, Gyeongsangbuk-do, South Korea. Surface surveys, resistivity, seismic exploration, well logging, and boring surveys were conducted in the three areas. The main direction of discontinuous surface was matched with the slope direction of the three landslides. The results indicatedthat slow-moving landslides might occur in the direction of the slope. Underground water was distributed within the crush zones within the three landslide areas and flowed along the tensile cracks. There was a significant difference (p<0.01) between the mean angle of the tensile cracks and that of the underground waterflow (p=0.8019). These results indicated that the progress of a slow-moving landslide can be forecast by monitoring the location and flow of underground water within a known slow-moving landslide area.

A longitudinal study of the stress factors of parents between psychological maladjustment and the risk of school interruption in multicultural adolescents: The Application of Autoregressive Cross-lagged Model (부모의 스트레스와 다문화청소년의 심리적 부적응, 학업중단위험 간 종단적 인과관계: 자기회귀교차지연모형 적용)

  • Lee, Hyoung-Ha
    • Journal of Digital Convergence
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    • v.19 no.6
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    • pp.373-385
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    • 2021
  • In this study, the Korea Youth Policy Institute applied a self-registering model to verify the patterns of parental stress, multicultural youth psychological maladjustment, and interdependence between three factors by using five-point-time data tracked from middle school to high school. According to the analysis, First, Parent' stress at the time of the five surveys had a significant positive effect on the psychological maladjustment and the risk of academic interruption of multicultural adolescents at that point. Second, the psychological maladaptation of multicultural adolescents at the time of the previous five surveys had a significant positive effect on the risk of academic interruption at that point. Based on these analysis results, various support measures were proposed to cope with the stress of multicultural youth parents, and policy alternatives were proposed to prevent the risk of academic interruption by reducing the psychological maladjustment of multicultural youth.

Association between Secondhand Smoke Exposure and Depressive Symptoms among Korean Adults (한국 성인에서 간접흡연노출과 우울증상 간의 상관관계)

  • Jin, Sunkwon;Han, Kyu-Man;Nam, Min;Chang, Jisoon
    • Korean Journal of Biological Psychiatry
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    • v.27 no.2
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    • pp.101-111
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    • 2020
  • Objectives The aim of this study is to investigate the association between secondhand smoke (SHS) exposure and depressive symptoms among Korean adults. This study also explored the mediating role of self-rated health (SRH) and perceived usual stress (PUS) in the association between depressive symptoms, suicidal ideation and SHS exposure. Methods Data from the Korea National Health and Nutrition Examination Surveys (KNHANES) in 2014 and 2016 was analyzed for 10539 participants aged 19 years or older. Odds ratios (ORs) with 95% confidence intervals (CIs) were calculated in the logistic regression analysis with adjustment for the potential confounding factors. We also adopted the mediation analysis method by Hayes and Preacher. Results After adjusting for the potential confounding factors, SHS at home and at public places were associated with depressive symptoms and suicidal ideation among non-smokers. After adjusting for the potential confounding factors, SHS at home and at public places was associated with depressive symptoms and suicidal ideation among non-smokers. Meanwhile SHS at workplaces was associated with depressive symptoms among former smokers and with suicidal ideation among current smokers. There was an additive effect of SHS on depressive symptoms only among non-smokers. SRH mediated the association between SHS and depressive symptoms and suicidal ideation among non-smokers. We did not observe any significant mediating effect of SRH nor PUS on the association between SHS and depressive symptoms among former and current smokers. Conclusions SHS may be associated with depressive symptoms and suicidal ideation in Korean adults. Our study elucidated how SHS interacted with depressive symptoms among non-smokers through the mediation by SRH.

An Ensemble Classification of Mental Health in Malaysia related to the Covid-19 Pandemic using Social Media Sentiment Analysis

  • Nur 'Aisyah Binti Zakaria Adli;Muneer Ahmad;Norjihan Abdul Ghani;Sri Devi Ravana;Azah Anir Norman
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.18 no.2
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    • pp.370-396
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    • 2024
  • COVID-19 was declared a pandemic by the World Health Organization (WHO) on 30 January 2020. The lifestyle of people all over the world has changed since. In most cases, the pandemic has appeared to create severe mental disorders, anxieties, and depression among people. Mostly, the researchers have been conducting surveys to identify the impacts of the pandemic on the mental health of people. Despite the better quality, tailored, and more specific data that can be generated by surveys,social media offers great insights into revealing the impact of the pandemic on mental health. Since people feel connected on social media, thus, this study aims to get the people's sentiments about the pandemic related to mental issues. Word Cloud was used to visualize and identify the most frequent keywords related to COVID-19 and mental health disorders. This study employs Majority Voting Ensemble (MVE) classification and individual classifiers such as Naïve Bayes (NB), Support Vector Machine (SVM), and Logistic Regression (LR) to classify the sentiment through tweets. The tweets were classified into either positive, neutral, or negative using the Valence Aware Dictionary or sEntiment Reasoner (VADER). Confusion matrix and classification reports bestow the precision, recall, and F1-score in identifying the best algorithm for classifying the sentiments.

The Effect of Beauty Shortform Content Characteristics on Consumer Behavior (뷰티 숏폼 콘텐츠 특성이 소비자행동에 미치는 영향)

  • Ji-Su Yoon;Eun-Jin Yang
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.4
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    • pp.751-760
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    • 2023
  • The purpose of this study was to investigate the impact of the characteristics of beauty short form content on consumer behavior, and to provide academic basic data to beauty and marketing through statistical research related to beauty short form content. A total of 405 effective surveys collected through online surveys of beauty consumers were finally used for statistical analysis. As a result of the analysis, it can be seen that the higher the characteristics of beauty short form content, the higher the purchase intention, recommendation intention, and customer satisfaction. Therefore, it consists of content that can win trust that will appeal to consumers when producing beauty short form content, and it is believed that it will facilitate communication with consumers, facilitate spread in a short period of time, and contribute to sales by inducing positive consumption behavior.

The Hazardous Components and Prevailing Rate of Sarcopenic Obesity in Younger Women : Based on 2008-2011 Korean National Health and Nutrition Examination Surveys

  • Jongseok Hwang;Chang-Ryeol Lee
    • Journal of The Korean Society of Integrative Medicine
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    • v.12 no.2
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    • pp.1-10
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    • 2024
  • Purpose : Sarcopenic obesity is associated with adverse health consequences in females. Nevertheless, there has been limited research on the hazardous components and prevailing rates of sarcopenic obesity among younger women. This study aimed to identify the hazardous components and prevailing rates of sarcopenic obesity in younger females. Methods : This study utilized data based on 2008~2011 from the Korea National Health and Nutrition Examination Surveys by the centers for disease control and prevention. The analysis was concentrated on a subset of 1,520 women aged between 30 and 39 years of age. The participants answered a questionnaire to gather demographic information. They then underwent a physical examination to measure the human detention variables, which was conducted utilizing bioelectrical impedance analysis. The blood pressure and blood laboratory tests were determined using established laboratory protocols for evaluating blood parameters. Results : This study included 1,520 patients aged 30~39 years old. The mean age of the participants was 34.97 (years)±2.74 and the overall prevailing rate was 1.84 %. The hazard components in human dimensions were the height, weight, body mass index (BMI), waist circumference (WC) and skeletal muscle mass index (SMI). The hazard components in biochemical and blood pressure were high fasting glucose, increased triglyceride, elevated total cholesterol, high systolic blood pressure, and increased diastolic blood pressure with p-values <.05. Conclusion : This study examined the hazardous components and prevailing rates of sarcopenic obesity in younger women living in the community. The results contribute to the current body of knowledge on sarcopenic obesity and shed light on possible hazardous components in a younger female population. Based on these findings, there should be increased health and medical attention towards the prevention, management, and health promotion related to reducing risk factors for sarcopenic obesity in younger women.