• Title/Summary/Keyword: 계층적 분류 방법

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The Latent Class Analysis for adolescent's dependence on smartphone : Mediation Effects of self-determination in the Influence of neglect to adolescent's dependence on smartphone (청소년의 스마트폰의존 변화유형분석과 방임이 자기결정성을 매개로 스마트폰의존에 미치는 영향)

  • Lee, Keung-Eun;Yeum, Dong-Moon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.4
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    • pp.383-394
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    • 2018
  • This study analyzed the latent profile for identifying the difference in the dependence on smartphone use among middle school students in the 1st grade using the Korean Children and Youth Panel Survey (KCYPS). From the result of this study, first the latent class was separated according to the type of dependence on smartphone use. Class 1 included the students (from fifth grade in elementary school) whose level of reliance on smartphone use was low. Class 2 was selected as the group whose level of reliance on smartphone was high. Secondly, in comparing class 2 to class 1, it was found that the students who have a high probability of being in class 1 were those whose fathers are high achievers, have high early self-esteem and less age attachment. Thirdly, the students in class 1 had a higher sense of neglect than those in class 2. Furthermore, the self-determination of the students in class 2 mediated the effect of neglect on the adolescents' dependence on smartphone use both directly and indirectly.

The Research of User Experiences of Participants of Public Comics Festival - In the center of Cosplay Sector of Bucheon International Comics Festival (공공 만화축제 참여자의 사용자경험에 대한 연구 - 부천국제만화축제의 코스프레 부문을 중심으로)

  • Chang, Jun-Do;Yoon, Wn-Ho
    • Cartoon and Animation Studies
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    • s.42
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    • pp.263-291
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    • 2016
  • Recently, by growing of Korean comics/animation markets and number of consumers, the more people have been reproducing culture contents into derived contents. However, user experience of active users who enjoy these cultures have not been accepted well like other local culture festivals in South Korea, though there are high potentials of vitalization comics/animation festivals using the active users. In this study, the experiences of participants of BICOF (Bucheon International Comics Festival) from 2013 to 2014 researched using the method of ethnography, especially using (group) interviews and participant observations. The result from the research indicates that cosplayers have limited range of participation inside of festival. And they have negative experiences during their participation into festivals. Therefore, this study suggests necessity of methodology of continuous reflecting of the user experiences of active users into festival, for the solution of the successful festival, who was objectified in the festival.

A Methodology for Determining Cloud Deployment Model in Financial Companies (금융회사 클라우드 운영 모델 결정 방법론)

  • Yongho Kim;Chanhee Kwak;Heeseok Lee
    • Information Systems Review
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    • v.21 no.4
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    • pp.47-68
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    • 2019
  • As cloud services and deployment models become diverse, there are a growing number of cloud computing selection options. Therefore, financial companies need a methodology to select the appropriated cloud for each financial computing system. This study adopted the Balanced Scorecard (BSC) framework to classify factors for the introduction of cloud computing in financial companies. Using Analytic Hierarchy Process (AHP), the evaluation items are layered into the performance perspective and the cloud consideration factor and a comprehensive decision model is proposed. To verify the proposed research model, a system of financial company is divided into three: account, information, and channel system, and the result of decision making by both financial business experts and technology experts from two financial companies were collected. The result shows that some common factors are important in all systems, but most of the factors considered are very different from system to system. We expect that our methodology contributes to the spread of cloud computing adoption.

Topic Modeling Insomnia Social Media Corpus using BERTopic and Building Automatic Deep Learning Classification Model (BERTopic을 활용한 불면증 소셜 데이터 토픽 모델링 및 불면증 경향 문헌 딥러닝 자동분류 모델 구축)

  • Ko, Young Soo;Lee, Soobin;Cha, Minjung;Kim, Seongdeok;Lee, Juhee;Han, Ji Yeong;Song, Min
    • Journal of the Korean Society for information Management
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    • v.39 no.2
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    • pp.111-129
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    • 2022
  • Insomnia is a chronic disease in modern society, with the number of new patients increasing by more than 20% in the last 5 years. Insomnia is a serious disease that requires diagnosis and treatment because the individual and social problems that occur when there is a lack of sleep are serious and the triggers of insomnia are complex. This study collected 5,699 data from 'insomnia', a community on 'Reddit', a social media that freely expresses opinions. Based on the International Classification of Sleep Disorders ICSD-3 standard and the guidelines with the help of experts, the insomnia corpus was constructed by tagging them as insomnia tendency documents and non-insomnia tendency documents. Five deep learning language models (BERT, RoBERTa, ALBERT, ELECTRA, XLNet) were trained using the constructed insomnia corpus as training data. As a result of performance evaluation, RoBERTa showed the highest performance with an accuracy of 81.33%. In order to in-depth analysis of insomnia social data, topic modeling was performed using the newly emerged BERTopic method by supplementing the weaknesses of LDA, which is widely used in the past. As a result of the analysis, 8 subject groups ('Negative emotions', 'Advice and help and gratitude', 'Insomnia-related diseases', 'Sleeping pills', 'Exercise and eating habits', 'Physical characteristics', 'Activity characteristics', 'Environmental characteristics') could be confirmed. Users expressed negative emotions and sought help and advice from the Reddit insomnia community. In addition, they mentioned diseases related to insomnia, shared discourse on the use of sleeping pills, and expressed interest in exercise and eating habits. As insomnia-related characteristics, we found physical characteristics such as breathing, pregnancy, and heart, active characteristics such as zombies, hypnic jerk, and groggy, and environmental characteristics such as sunlight, blankets, temperature, and naps.

A Cooperative Spectrum Sensing and Dynamic Spectrum Decision Methods for Heterogeneous Cognitive Radio Network (이종 인지 라디오 네트워크에서 협력 스펙트럼 센싱 및 동적 스펙트럼 결정 방법)

  • Kim, Nam-Sun
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37 no.7A
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    • pp.560-568
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    • 2012
  • Spectrum sensing and spectrum decision are the main functions that cognitive radios (CRs) have to perform in order to get the best available spectrum band for the establishment of a wireless communication. These problems are worsened in the presence of users with different demands and spectrum channels with different properties in a heterogeneous network. The primary objective in this work is to design and simulate a new spectrum decision algorithm for heterogeneous cognitive radio system. To this end, first, we consider all cognitive users are separated into different traffic classes according to their Quality of Service (QoS). The cognitive users within one traffic class perform spectrum sensing in centralized group-based cooperative spectrum sensing system and the users of different traffic classes share the sensing results. Second, we propose a novel use of the Analytic Hierarchy Process (AHP) to optimally select available bands according to user requirements and detected spectrum channel characteristics (SCC). In this paper, utility function is used as spectrum decision algorithm. Simulation results demonstrate that the proposed method shows can effectively select the best available spectrum channels with a low complexity.

A Vulnerability Analysis for Armored Fighting Vehicle based on SES/MB Framework using Importance of Component (구성 부품의 중요도를 활용한 SES/MB 프레임워크 기반 전차 취약성 분석)

  • Kim, Hun-Ki;Hwang, Hun-Gyu;Lee, Jang-Se
    • Journal of the Korea Society for Simulation
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    • v.24 no.4
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    • pp.59-68
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    • 2015
  • In this paper, we proposed a methodology of vulnerability analysis for armored fighting vehicle based on modeling and simulation. The SES/MB framework serves hierarchical representation of the structure for a complex systems and is easy to conduct modeling for the armored fighting vehicle which consists of various components. When the armored fighting vehicle is hit by the shots from threat, the vulnerability of the armored fighting vehicle is decreased by damaged or penetrated level of armors and components. The penetration is determined by the result of comparing a penetration energy through penetration analysis equation and defence ability of armor and components. And the defence ability is determined in accordance with type and defined property of normal component and armor component, all components have a weighted values for the degree of importance. We developed a simulation program for verification proposed methodology. Thus, the program analyzes vulnerability for armored fighting vehicle SES/MB framework using importance.

Analysis of Auditory Information Types in Vehicle based on User Experience of Hearing Impaired Drivers (청각장애 운전자의 사용자경험에 기반한 자동차 내 청각정보 유형 분석)

  • Byun, Jae Hyung
    • Smart Media Journal
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    • v.10 no.1
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    • pp.70-78
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    • 2021
  • The auditory information is used for urgent notification or warning in vehicle because it is not restricted by the direction compared to the visual. However, since the hearing impaired drivers cannot recognize sound signal, various methods of visualizing the auditory information have been attempted to replace it. When visualizing auditory information, only important information should be selected and provided to prevent cognitive overload concentrated on the vision. For this purpose, analysis of the type of auditory information in vehicle should be given in advance. In this study, the types of auditory information in vehicle were analyzed based on the user experience of hearing impaired drivers. Through the observation of the driving behavior of hearing impaired drivers, 33 auditory informations experienced in vehicle were collected. The collected auditory informations were classified into 12 groups through open card sorting by an expert group, and the types of auditory information in vehicle consisting of four levels were presented through a relative comparison of importance between groups. The presented type of auditory information in vehicle can be used as a guideline for selecting important information when the auditory information is converted into visual or tactile. This study is meaningful in that the user experience analysis was conducted by observing actual driving in daily life of hearing impaired drivers.

Forecasting and Suggesting the Activation Strategies for Sea & Air Transportation between Korea and China (한·중 간 Sea & Air 물동량 전망 및 활성화 방안에 관한 연구)

  • Jung, Hyun-Jae;Jeon, Jun-Woo;Yeo, Gi-Tae;Yang, Chang-Ho
    • Journal of Navigation and Port Research
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    • v.36 no.10
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    • pp.905-910
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    • 2012
  • In early 1990s, the Sea & Air Transport Cargoes (SATC) was increased annually with more than 50% rate due to the rising trade between Korea and China. However, after that, the increasing rate of the SATC was slowdown from the late 1990s, furthermore, recently it became sluggish and declined. This phenomenon is totally different compared to the skyrocketing trade volumes between two countries. In this respect, to forecast the SATC, draw out the factors for activation, and calculate the weight of priority of these factors are urgently needed. To achieve the research objectives, the ARIMA and Fuzzy-AHP were used as research methodology. The estimated volume of SATC using the data from year 2007 to 2012 on the ARIMA model, will be reached approximately 33,000 tons in year 2015. In the mean time, For drawing out and weighing the activation factors for SATC, the Fuzzy-AHP was adopted. As a result, 'Sea & Air transportation-related information system policies' is the most important factor among the principle criteria, and 'the construction of consolidation logistics center' is the most important factor among the 12 sub-principle criteria.

An Analysis of Determinants of Turnover Intent of Architectural Design Firms (건축 설계사무소 실무자의 이직의도 결정요인 분석)

  • Seo, Hee-Chang;Oh, Jung-Keun;Kim, Jea-Jun
    • Korean Journal of Construction Engineering and Management
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    • v.13 no.5
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    • pp.64-75
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    • 2012
  • Today organizations are making considerable efforts in order to maintain excellent talent, and in particular, they are focusing on understanding their intentions of changing jobs which are most highly correlated with job turnover. In the case of architectural design firms, its intensity of work is very high unlike industrial settings, and it not only takes much time to cultivate new men of talent and but also is characteristic that employees can change livery easily because of the flexible labor market. The turnover rated by National Statistical Office indicates that specialized, scientific and technical service industry including the architectural design firm has a relatively high turnover rate compared to the average of the turnover rate of the overall industries. However, studies on intentions of changing jobs until now were conducted focused on employees engaged in other industrial areas, and it is true that studies regarding intentions of changing jobs of practitioners of architectural design firms are very insufficient. In this context, the present study aimed to draw determinants affecting intentions of changing jobs of practitioners of architectural design firms, to objectively understand the practitioners' intentions of changing jobs through importance analysis by each factor based on this and to make a comparative analysis of differences between the large scale architectural design firms and the small and medium sized architectural design firms.

A Study on the Implementation of Law Information Retrieval System (법령 정보검색 시스템 구현에 관한 연구)

  • Min, Jae-Hong;Cho, Pyung-Dong;Yang, Jin-Hyuk;Park, Pyung-Koo;Chung, In-Jeong
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.11S
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    • pp.3702-3713
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    • 2000
  • Telecommunications standards have two different types of regulations: one is a law. enacted by government which all telecommunications related industries must observe. The other is a recommendatory standards. formulated by either government agency or some standardization organizations. Observation of these standards is not obligatory. However, technical standards are strict laws and ordinances based on common judgement and various conditions for evaluation of levels and limits. This paper deals with enhancing productivity of enactment and revision of technical standards. Through database of above related information we secure information continuity and public property of cyber space for the public. In this paper. we also classify recent data within the website in and out of the country offering four different methods of information retrieval and management system. The four retrieval methods suggested in this paper are itemized keyword retrieval. hierarchical retrieval, regulatory keyword retrieval and chronological keyword retrieval. These various retrieval methods provide the public with information of enactment and amendment of laws and regulations in the cyber space. thereby guarantees the sharing of information. Finally the important feature of the information retrieval system implemented in this paper is the online updating capability of law and regulations through the internet.

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