• Title/Summary/Keyword: Experience Based Method

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The effect of residential environment satisfaction on elderly depression: The mediating role of physical activity (주거환경만족도가 노년기 우울에 미치는 영향: 신체활동의 매개효과를 중심으로)

  • Koo, Bon Mi;Chai, Choul Gyun
    • 한국노년학
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    • v.39 no.4
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    • pp.781-800
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    • 2019
  • The purpose of this paper is to investigate the association between residential environment satisfaction and elderly depression with a focus on the mediating effect of physical activity. The survey of Living Conditions and Welfare Needs of Korean Older Persons performed in 2017 was used for analysis. Among total 10,299 who aged 65 years or above and participated in survey, only 10,059 people who answered the survey questions by themselves without missing main questions were included in this analysis. Mediation effects were tested with Baron & Kenny(1986) method and Sobel test(Sobel, 1982). As results, first, residential environment satisfaction was negatively associated with elderly depression. Second, residential environment satisfaction was positively related to physical activity. Lastly, it was found that physical activity mediated the relationship between residential environment satisfaction and elderly depression. The results showed that older adults who satisfied in residential environment were more likely to participate in physical activity, and older people who participated in physical activity were less likely to experience depressive symptoms. Based on these results, the paper suggests the importance of subjective satisfaction of residential environment and participation of physical activity for mental health in later life, and some intervention strategies for Aging In Place.

Current Status and Health Empowerment of North Korean Women Defectors (북한이탈여성의 현황 및 건강 임파워먼트)

  • Semi Lim;Kyungmi Lee
    • Journal of Industrial Convergence
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    • v.21 no.12
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    • pp.83-90
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    • 2023
  • The purpose of this study is a descriptive research study to confirm the difference in health empowerment according to the current status and general characteristics of North Korean women defectors residing in South Korea. The subjects of the study were 201 North Korean women defectors living in the local community, and data were collected from September 16 to September 21, 2020 using a structured questionnaire. The collected data were analyzed by descriptive statistics, t-test, ANOVA, pearson's correlation coefficients using the SPSS/WIN 23.0 program. As a result of the study, the domain with the lowest score in the health empowerment of North Korean women defectors was "I know a positive method to cope with stress related to my health care." in the stress management question. Statistically significant differences were found in North Korean repatriation experience(t=3.77, p<.001), education(F=4.56, p=.012), economic status(t=-2.95, p=.004), subjective health status(t=-4.75, p<.001) and subjective stress(t=-2.47, p=.015). Based on the results of this study, alternatives should be prepared to strengthen the health empowerment of North Korean women defectors according to their individual characteristics.

A Study on the Learning Modes of Start-up Accelerating Program: Focusing on Korean Accelerators in the ICT Field Targeting Global Market (액셀러레이터 보육 프로그램이 제공하는 학습방식에 관한 연구: 글로벌 지향 ICT 분야 액셀러레이터를 중심으로)

  • Shin, Seung Yong;Lee, Jonghyun
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.18 no.1
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    • pp.31-46
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    • 2023
  • This study classified and confirmed the learning modes about start-ups that are based on the accelerator's program which was focusing on the Korean accelerators in the ICT field targeting global market. Eight accelerator practitioners were interviewed who were in charge of operating programs for accelerators, qualitatively analyzing method of the interview was conducted. The interview results to identify various learning modes that accelerators provide to startups through programs. In order to identify and classify learning modes, the researcher reviewed various prior documents and using categories of experience accumulation, observation, experimentation, trial and error, and improvisation as a priori code for the qualitative analysis. The interview results were analyzed through a subject analysis. As the result of the study, the learning modes offered by the accelerator's programs to startups were confirmed, with two subcategories identified for each of the five categories: experiential, learning from others, experimental, trial and error, and improvisation. Given the limited research on accelerator programs and their main function, the main function of accelerators, this study identified the types of learning modes that offered by the accelerator's programs to startups from the perspective of learning. This study provides important insights into the types of learning modes that offered by the accelerator programs, which can help to improve our understanding of how accelerators support organizational learning for startups. Additionally, this information can be useful for startups considering in participating in the accelerator programs, as it can help them making informed decisions about their involvement.

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Optimizing Clustering and Predictive Modelling for 3-D Road Network Analysis Using Explainable AI

  • Rotsnarani Sethy;Soumya Ranjan Mahanta;Mrutyunjaya Panda
    • International Journal of Computer Science & Network Security
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    • v.24 no.9
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    • pp.30-40
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    • 2024
  • Building an accurate 3-D spatial road network model has become an active area of research now-a-days that profess to be a new paradigm in developing Smart roads and intelligent transportation system (ITS) which will help the public and private road impresario for better road mobility and eco-routing so that better road traffic, less carbon emission and road safety may be ensured. Dealing with such a large scale 3-D road network data poses challenges in getting accurate elevation information of a road network to better estimate the CO2 emission and accurate routing for the vehicles in Internet of Vehicle (IoV) scenario. Clustering and regression techniques are found suitable in discovering the missing elevation information in 3-D spatial road network dataset for some points in the road network which is envisaged of helping the public a better eco-routing experience. Further, recently Explainable Artificial Intelligence (xAI) draws attention of the researchers to better interprete, transparent and comprehensible, thus enabling to design efficient choice based models choices depending upon users requirements. The 3-D road network dataset, comprising of spatial attributes (longitude, latitude, altitude) of North Jutland, Denmark, collected from publicly available UCI repositories is preprocessed through feature engineering and scaling to ensure optimal accuracy for clustering and regression tasks. K-Means clustering and regression using Support Vector Machine (SVM) with radial basis function (RBF) kernel are employed for 3-D road network analysis. Silhouette scores and number of clusters are chosen for measuring cluster quality whereas error metric such as MAE ( Mean Absolute Error) and RMSE (Root Mean Square Error) are considered for evaluating the regression method. To have better interpretability of the Clustering and regression models, SHAP (Shapley Additive Explanations), a powerful xAI technique is employed in this research. From extensive experiments , it is observed that SHAP analysis validated the importance of latitude and altitude in predicting longitude, particularly in the four-cluster setup, providing critical insights into model behavior and feature contributions SHAP analysis validated the importance of latitude and altitude in predicting longitude, particularly in the four-cluster setup, providing critical insights into model behavior and feature contributions with an accuracy of 97.22% and strong performance metrics across all classes having MAE of 0.0346, and MSE of 0.0018. On the other hand, the ten-cluster setup, while faster in SHAP analysis, presented challenges in interpretability due to increased clustering complexity. Hence, K-Means clustering with K=4 and SVM hybrid models demonstrated superior performance and interpretability, highlighting the importance of careful cluster selection to balance model complexity and predictive accuracy.

Estimation of Strain for Large Deformation in SMA-textile Actuator Using Nonlinear Geometry Analysis (비선형 기하해석을 이용한 SMA 섬유 액츄에이터의 대변형에 대한 변형률 추정)

  • Muhammad Umar Elahi;Jaehyun Jung;Salman Khalid;Heung Soo Kim
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.37 no.4
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    • pp.259-265
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    • 2024
  • Shape memory alloy (SMA)-textile actuators have attracted significant attention across various fields, including soft robotics and wearable technology. These smooth actuators are developed by combining SMA and simple textile fibers and then knitting them into two loop patterns known as the knit (K-loop) and plain (P-loop) patterns. Both loops are distinguished by opposite bending characteristics owing to loop head geometry. However, the knitting processes for these actuator sheets require expertise and time, resulting in high production costs for knitted loop actuation sheets. This study introduces a novel method by which to assess the strain in SMA textile-based actuators, which experience large deformations when subjected to voltage. Owing to the highly nonlinear constitutive equations of the SMA material, developing an analytical model for numerical analysis is challenging. Therefore, this study employs a novel approach that utilizes a linear constitutive equation to analyze large deformations in SMA material with nonlinear geometry considerations. The user-defined material (UMAT) subroutine integrates the linear constitutive equation into the ABAQUS software suite. This equivalent unit cell (EUC) model is validated by comparing the experimental bending actuation results of K-loops and P-loops.

The Impact of Moving to Opportunity Across Life Stages on College Graduates' Wage Performance (생애주기별 기회로의 이동이 대졸 청년 임금 소득에 미치는 영향)

  • Ho Kwon Choi;In Kwon Park
    • Journal of the Korean Regional Science Association
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    • v.40 no.3
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    • pp.75-93
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    • 2024
  • This study examines the impact of moving to an opportunity-rich area on an individual's wage income to identify the relationship between regional disparities in opportunities throughout a person's life cycle and life outcomes. Based on the Graduate Occupational Mobility Survey (GOMS) provided by the Korea Employment Information Service, individuals with similar life experience prior to regional mobility were selected and analyzed using the Propensity Score Matching (PSM) method. Specifically, the life cycle was classified into stages such as pre-high school, university entrance period, and employment period. Then, a path model was established to analyze regional mobility, education, employment, and wage income by life cycle stage. The analysis results indicate that the life cycle stage where regional mobility had the greatest impact on an individual's economic performance, that is, the stage where the impact of opportunity disparities was most unequal, was the university entrance period. Additionally, moving to an opportunity-rich area was a critical factor that cumulatively affected subsequent life. Hence, pre-high school mobility was also noteworthy as it induced life in the central area later on. Lastly, while parental income itself was influential, but when combined with regional mobility, it could act as a means of transferring wealth to the next generation. These results suggest that the state should strive to alleviate the regional imbalance around universities by fostering universities outside the capital region and reduce the possibility of the influence of parents' socio-economic background on regional mobility.

Through Taekwondo Class International Students' Adaptation to Korean Society and Culture through Experiences of Korean Traditional Culture (태권도 수업을 통한 외국인 유학생들의 한류문화경험과 사회문화적응)

  • Kim Jae-Eun
    • The Journal of Learner-Centered Curriculum and Instruction (JLCCI)
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    • v.18 no.24
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    • pp.1443-1465
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    • 2018
  • This study aimed at analyzing what meaning international students' experiences of Taekwondo carry in the process of their understanding of Korean society and culture and their adaption to life in Korea, thereby exploring the educational value of Taekwondo in their adaption to Korean society and culture. The study was carried out for 15 weeks with the application of the method of case study. The subjects of the study included a total of 15 international students who had participated in Taekwondo class offered by the international interchange center of A University. Based on questions of the international students' reasons for studying in Korea, various aspects of life in Korea, reasons to participate in Taekwondo class and their participation in Taekwondo class and adaption to Korean society and culture, in-depth interviews, Participant observation and the collection of document materials were carried out. The international students decided to study in Korea because they expected to acquire various vocational opportunities in Korea, a developed nation, and they were interested in Korean system for studying abroad, which was more systematic than those of other nations, and in K-culture. While studying in Korea, they felt foreign about Korean society and culture, which were different from the societies and cultures of their nations, and had difficulty in communicating in Korean. While participating in Taekwondo class, the international students had the aesthetic experience of feeling the beauty of body movements and controlled their insides through mediation and improved their health, which in turn increased their self-confidence. Taekwondo class helped them to understand Korean society and culture, to merge Korean society and culture with those of their nations and to adapt to Korean society and culture through selective acception. They made acquaintances with Korean students through interchanges in Taekwondo class, which alleviated the loneliness they felt while studying abroad and helped them to continue their study in Korea with satisfaction.

An Interactive Cooking Video Query Service System with Linked Data (링크드 데이터를 이용한 인터랙티브 요리 비디오 질의 서비스 시스템)

  • Park, Woo-Ri;Oh, Kyeong-Jin;Hong, Myung-Duk;Jo, Geun-Sik
    • Journal of Intelligence and Information Systems
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    • v.20 no.3
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    • pp.59-76
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    • 2014
  • The revolution of smart media such as smart phone, smart TV and tablets has brought easiness for people to get contents and related information anywhere and anytime. The characteristics of the smart media have changed user behavior for watching the contents from passive attitude into active one. Video is a kind of multimedia resources and widely used to provide information effectively. People not only watch video contents, but also search for related information to specific objects appeared in the contents. However, people have to use extra views or devices to find the information because the existing video contents provide no information through the contents. Therefore, the interaction between user and media is becoming a major concern. The demand for direct interaction and instant information is much increasing. Digital media environment is no longer expected to serve as a one-way information service, which requires user to search manually on the internet finding information they need. To solve the current inconvenience, an interactive service is needed to provide the information exchange function between people and video contents, or between people themselves. Recently, many researchers have recognized the importance of the requirements for interactive services, but only few services provide interactive video within restricted functionality. Only cooking domain is chosen for an interactive cooking video query service in this research. Cooking is receiving lots of people attention continuously. By using smart media devices, user can easily watch a cooking video. One-way information nature of cooking video does not allow to interactively getting more information about the certain contents, although due to the characteristics of videos, cooking videos provide various information such as cooking scenes and explanation for each recipe step. Cooking video indeed attracts academic researches to study and solve several problems related to cooking. However, just few studies focused on interactive services in cooking video and they still not sufficient to provide the interaction with users. In this paper, an interactive cooking video query service system with linked data to provide the interaction functionalities to users. A linked recipe schema is used to handle the linked data. The linked data approach is applied to construct queries in systematic manner when user interacts with cooking videos. We add some classes, data properties, and relations to the linked recipe schema because the current version of the schema is not enough to serve user interaction. A web crawler extracts recipe information from allrecipes.com. All extracted recipe information is transformed into ontology instances by using developed instance generator. To provide a query function, hundreds of questions in cooking video web sites such as BBC food, Foodista, Fine cooking are investigated and analyzed. After the analysis of the investigated questions, we summary the questions into four categories by question generalization. For the question generalization, the questions are clustered in eleven questions. The proposed system provides an environment associating UI (User Interface) and UX (User Experience) that allow user to watch cooking videos while obtaining the necessary additional information using extra information layer. User can use the proposed interactive cooking video system at both PC and mobile environments because responsive web design is applied for the proposed system. In addition, the proposed system enables the interaction between user and video in various smart media devices by employing linked data to provide information matching with the current context. Two methods are used to evaluate the proposed system. First, through a questionnaire-based method, computer system usability is measured by comparing the proposed system with the existing web site. Second, the answer accuracy for user interaction is measured to inspect to-be-offered information. The experimental results show that the proposed system receives a favorable evaluation and provides accurate answers for user interaction.

Social Worker's Experience of NEET Youth Support Project : Focusing on the Vision Plan (청년니트(NEET) 지원 사업에 대한 종합사회복지관 사회복지사의 경험 : 희망플랜 사업을 중심으로)

  • Noh, Hyejin;Lee, Bongjoo;Park, Mihee;Park, Hojun
    • Korean Journal of Social Welfare Studies
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    • v.49 no.2
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    • pp.125-157
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    • 2018
  • In the reality that the seriousness and concern about the youth problem is increasing, this study focuses on the vision plan project supporting the NEET youth in the social welfare field. Therefore, this study analyzed how the social workers recognized the NEET problem before participating in the project, what difficulties they experienced in the process of the project, and how they coped with these difficulties. The results of the study are as follows. Social workers were saddened by the seriousness of the youth problem before their participation, but they recognized that there was no way to solve it and many social workers were not fully aware of the youth or NEET issues. In this context, in the course of running a project with NEET youth, social workers experienced difficulties due to the nature of the NEET youth, difficulty in forming a relationship with NEET youth, and difficulties for young people not to spend time in the program. And social workers also faced difficulties due to the lack of know-how in the project, difficulties in operating the center alone, and difficulty in achieving employment goals. In the process of coping with these difficulties, social workers have actively sought, persuaded and supported the NEET youths to participate in the project, adapted the time, place and method to the youth, and removed the stigmatization element in the project. They also worked closely with local residents, local institutions and municipalities, formed networks, and changed the viewpoint of providing work experience rather than getting young people, but seeing long-term outcome. As a result, social workers have experienced not only individual change but also social welfare organization, field, community and local institutional change. Based on these results, this study suggested that the social welfare practice field should provide various activities in the process of supporting the youth gap year policy. In addition, this study suggests that the social workers play a role in connecting various actors rather than suppliers when working with young people, and that the social welfare field should expand the scope of project to include youth.

A qualitative study on the process of maintaining the 'eating alone'(honbob) lifestyle (직장인의 '혼밥' 유지 과정에 대한 질적 연구)

  • Hye Jin Kwon;Younga Ju
    • Korean Journal of Culture and Social Issue
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    • v.24 no.4
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    • pp.657-689
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    • 2018
  • The purpose of this study is to develop a substantive theory on 'eating alone'(honbob)and the process of maintaining the lifestyle of eating alone for the need of a non-judgmental understanding on the new 'honbob' lifestyle. Data were collected through in-depth interviews with 10 male and female workers in Seoul and Gyeonggi-do, who voluntarily eat alone over 70% of their meals per week with the minimum duration of 5 years. Data analysis was performed using grounded theory proposed by Strauss & Corbin (1998) in the qualitative research method. As a result, a paradigm model on the process of maintaining 'honbob' was derived. Based on categorical analysis, the causal condition was 'not trying to tune' and the central phenomenon was 'following the desire to set efficiency as the top priority. Contextual conditions were 'the atmosphere of fierce competition', 'weakening of organizational culture', 'diffusion of individualistic culture'. The intervening conditions were 'personal trait and emotional experience', 'job characteristics of less organization culture'. The action/interaction strategies were 'accepting internal conflicts', 'acting in autonomy', 'finding relationship through media', and 'distancing from superficial relationship'. The consequences were 'enjoying time for self-exploration', 'valuing self-care', 'becoming a epicurean conventionalist', and 'becoming aware of the need for balance'. The core category has been shown as 'self-oriented in accordance to priority of efficiency and being able to appreciate the importance of social group'. The Such phenomenon passes through four different stages - first, the stage of weighing time efficiency while beginning hon-bob; second, the stage of conflict when one feels nervous and not free from others' view; third, the stage of adjustment to justify his/her 'hon-bob'; and the final stage of balance to perceive the importance of social group while going on 'honbob'. The study had the aim of increasing the understanding and acceptance of the new 'honbob' lifestyle through an in-depth exploration of office worker's 'honbob' experience and the process of maintaining 'honbob' so the society can better accept it and, further, to embrace co-existence of various cultures.