• Title/Summary/Keyword: Feature Importance Analysis

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Checklist for the application of concurrent engineering in bridge construction (교랑 공사에 동시공학 적용을 위한 체크리스트 도출)

  • Park, Seaman;Park, Taeil;Kim, Hyoungkwan
    • Korean Journal of Construction Engineering and Management
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    • v.14 no.1
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    • pp.3-11
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    • 2013
  • As construction projects became larger and longer, the need for the construction technologies and innovative construction processes has been continuously increased in construction field. In response to this trend, construction industries tried to adopt the concurrent engineering which had been normally applied for manufacturing industries to develop the products with improved quality in a reduced time. However, the application of the concurrent engineering to construction field was limited due to the lack of advanced management system and incomplete theoretical backgrounds. In this regard, this study attempted to develop a checklist for the successful application of concurrent engineering to bridge projects. To this end, this study presents the checklist for the application of concurrent engineering to construction projects. Further, the checklist was modified and updated to reflect the specific feature of the bridge construction using expert interviews. With the help of additional 188 experts, a questionnaire-based survey was also conducted to validate the checklist. In addition, using importance-performance analysis(IPA), the study identified the factors needed for intensive improvement. Consequently, the proposed checklist is expected to be useful, because it improves the applicability of the concurrent engineering in that it enables managers to monitor construction progress and further to protect the project from potential risks.

Analysis of Important Indicators of TCB Using GBM (일반화가속모형을 이용한 기술신용평가 주요 지표 분석)

  • Jeon, Woo-Jeong(Michael);Seo, Young-Wook
    • The Journal of Society for e-Business Studies
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    • v.22 no.4
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    • pp.159-173
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    • 2017
  • In order to provide technical financial support to small and medium-sized venture companies based on technology, the government implemented the TCB evaluation, which is a kind of technology rating evaluation, from the Kibo and a qualified private TCB. In this paper, we briefly review the current state of TCB evaluation and available indicators related to technology evaluation accumulated in the Korea Credit Information Services (TDB), and then use indicators that have a significant effect on the technology rating score. Multiple regression techniques will be explored. And the relative importance and classification accuracy of the indicators were calculated by applying the key indicators as independent features applied to the generalized boosting model, which is a representative machine learning classifier, as the class influence and the fitness of each model. As a result of the analysis, it was analyzed that the relative importance between the two models was not significantly different. However, GBM model had more weight on the InnoBiz certification, R&D department, patent registration and venture confirmation indicators than regression model.

A Study constructing a Function-Based Records Classification System for Korean Individual Church (한국 개(個)교회기록물의 기능분류 방안)

  • Ma, Won-jun
    • The Korean Journal of Archival Studies
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    • no.10
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    • pp.145-194
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    • 2004
  • Church archives are the evidential instruments to remember church activity and important information aggregate which has administrative, legal, financial, historical, faithful value as the collective memory of church community. So it must be managed necessarily and the management orders are based on the Bible. The western churches which have a correct understanding about the importance of church records and management order have taken multilateral endeavor to create, manage church archives systematically. On the other hand, korean churches don't have the records management systems. Therefore, Records created in individual church are mostly managed unsystematically and exist as 'backlogs', finally, they are destructed without reasonable formalities. In those problems, the purpose of this study is to offer the way of records classification and disposition instrument with recognition that records management should be done from the time of creation or previous to it. As a concrete device for them, I tried to embody the function-based classification method and disposal schedule. I prefer the function-based classification and disposal schedule to the organization and function-based classification to present stable classification and disposal schedule, as we can say the best feature of the modern organization is multilateral and also churches have same aspect. For this study, I applied DIRKS(Designing and Implementing Recordkeeping Systems) manual which National Archives of Australia provide and guidelines in ICA/IRMT series to construct the theory of the function-based classification in individual churches. Through them, it was possible to present a model for preliminary investigation, analysis of business activity, records survey, disposal schedule. And I took an example of 'Myong Sung Presbyterian Church' which belong to 'The Presbyterian church in Korea'. I explained in detail codifying process and results of preliminary investigation in 'Myong Sung Presbyterian Church', analysis of business activity based on it, process of presenting the function-based classification and disposal schedule got from all those steps. For establishing disposal schedule, I planned 'General Disposal Schedule' and 'Agency Disposal Schedule' which categorized 'general function' and 'agency function' of an agency, according to DIRKS in Australia and ICA/IRMT. And for estimation of disposal date I had a thorough grasp of important records category presented in 'Constitution of General Assembly', interview to know the importance of tasks, and added examples of disposal schedule in western church archives. This study has significance that it was intended to embody 'the function-based classification' and 'disposal schedule' suitable for individual church, applying DIRKS in Australia and ICA/IRMT on absence of the theory or example which tried to present the function-based classification and disposal schedule for individual church. Also it is meaningful to present a model that can classify and disposal real records according to the function in individual church which has no recognition or way about records management.

Derivation of Engineered Barrier System (EBS) Degradation Mechanism and Its Importance in the Early Phase of the Deep Geological Repository for High-Level Radioactive Waste (HLW) through Analysis on the Long-Term Evolution Characteristics in the Finnish Case (핀란드 고준위방폐물 심층처분장 장기진화 특성 분석을 통한 폐쇄 초기단계 공학적방벽 성능저하 메커니즘 및 중요도 도출)

  • Sukhoon Kim;Jeong-Hwan Lee
    • The Journal of Engineering Geology
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    • v.33 no.4
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    • pp.725-736
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    • 2023
  • The compliance of deep geological disposal facilities for high-level radioactive waste with safety objectives requires consideration of uncertainties owing to temporal changes in the disposal system. A comprehensive review and analysis of the characteristics of this evolution should be undertaken to identify the effects on multiple barriers and the biosphere. We analyzed the evolution of the buffer, backfill, plug, and closure regions during the early phase of the post-closure period as part of a long-term performance assessment for an operating license application for a deep geological repository in Finland. Degradation mechanisms generally expected in engineered barriers were considered, and long-term evolution features were examined for use in performance assessments. The importance of evolution features was classified into six categories based on the design of the Finnish case. Results are expected to be useful as a technical basis for performance and safety assessment in developing the Korean deep geological disposal system for high-level radioactive waste. However, for a more detailed review and evaluation of each feature, it is necessary to obtain data for the final disposal site and facility-specific design, and to assess its impact in advance.

Differences in Eye Movement during the Observing of Spiders by University Students' Cognitive Style - Heat map and Gaze plot analysis - (대학생의 인지양식에 따라 거미 관찰에서 나타나는 안구 운동의 차이 - Heat map과 Gaze plot 분석을 중심으로 -)

  • Yang, Il-Ho;Choi, Hyun-Dong;Jeong, Mi-Yeon;Lim, Sung-Man
    • Journal of Science Education
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    • v.37 no.1
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    • pp.142-156
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    • 2013
  • The purpose of this study was to analyze observation characteristics through eye movement according to cognitive style. For this, developed observation task that can be shown the difference between wholistic cognitive style group and analytic cognitive style group, measured eye movement of university students who has different cognitive style, as given observation task. It is confirmed the difference between two cognitive style groups by analysing gathered statistics and visualization data. The findings of this study were as follows; First, Compared observation sequence and pattern by cognitive style, analytic cognitive style group is concerned with spider first and moving on surrounding environment, whereas wholistic cognitive style group had not fixed pattern as observing spider itself and surrounding area of spider alternately or looking closely on particular part at first. When observing entire feature and partial feature, wholistic cognitive style group was moving on Fixation from outstanding factor without fixed pattern, analytic cognitive style had certain directivity and repetitive investigation. Second, compared the ratio of observation, analytic cognitive style group gave a large part to spider the very thing, wholistic cognitive style group gave weight to surrounding area of spider, and analytic group shown higher concentration on observing partial feature, wholistic cognitive style group shown higher concentration on observing wholistic feature. Wholistic cognitive style group gave importance to partial features in surrounding area, and wholistic feature of spider than analytic cognitive style group, analytic cognitive style group was focus on partial features of spider than wholistic cognitive style group. Through the result of this study, there are differences of observing time, frequency, object, area, sequence, pattern and ratio from cognitive styles. It is shown the reason why each student has varied outcome, from the difference of information following their cognitive style, and the result of this study help to figure out and give direction to what observation fulfillment is suitable for each student.

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Application of Sociodrama for Reducing Burnout of Nurses in General Hospital (종합병원 간호사의 소진개선을 위한 소시오드라마의 활용)

  • Shin, Eun-Hee;Jung, Hyun-Gang;Eun, Hong-Bae;Jung, Kyung-Hee;Lim, Se-Won
    • Korean Journal of Psychosomatic Medicine
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    • v.17 no.2
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    • pp.62-67
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    • 2009
  • Objectives : The aim of this study was to evaluate the effect of sociodrama for reducing burnout among health care workers and to investigate relationship between the job satisfaction, conflict with other professions, and burnout. Methods:15 nurses in general hospital participated in sociodrama directed by psychiatrist. One week after acting sociodrama, they were requested to complete ward organizational feature scale(WOFS) and maslach burnout inventory(MBI). The other twenty nurses in same ward requested to complete questionnaire without participating in sociodrama at the same time. Results : Sociodrama group(N=15) showed significantly lower score in burnout when compared to control group(N=17). Nurse/physician relationship was significantly correlated with job satisfaction and burnout. After controlling for interaction between variables by multivariate regression analysis, only job satisfaction was significant predictive factor to burnout. Conclusion : Our result suggests that the sociodrama can be effective in reducing burnout of health care workers in general hospital. These finding also underline the importance of relationship with physicians in job satisfaction and burnout of healthcare workers in general hospital.

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WQI Class Prediction of Sihwa Lake Using Machine Learning-Based Models (기계학습 기반 모델을 활용한 시화호의 수질평가지수 등급 예측)

  • KIM, SOO BIN;LEE, JAE SEONG;KIM, KYUNG TAE
    • The Sea:JOURNAL OF THE KOREAN SOCIETY OF OCEANOGRAPHY
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    • v.27 no.2
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    • pp.71-86
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    • 2022
  • The water quality index (WQI) has been widely used to evaluate marine water quality. The WQI in Korea is categorized into five classes by marine environmental standards. But, the WQI calculation on huge datasets is a very complex and time-consuming process. In this regard, the current study proposed machine learning (ML) based models to predict WQI class by using water quality datasets. Sihwa Lake, one of specially-managed coastal zone, was selected as a modeling site. In this study, adaptive boosting (AdaBoost) and tree-based pipeline optimization (TPOT) algorithms were used to train models and each model performance was evaluated by metrics (accuracy, precision, F1, and Log loss) on classification. Before training, the feature importance and sensitivity analysis were conducted to find out the best input combination for each algorithm. The results proved that the bottom dissolved oxygen (DOBot) was the most important variable affecting model performance. Conversely, surface dissolved inorganic nitrogen (DINSur) and dissolved inorganic phosphorus (DIPSur) had weaker effects on the prediction of WQI class. In addition, the performance varied over features including stations, seasons, and WQI classes by comparing spatio-temporal and class sensitivities of each best model. In conclusion, the modeling results showed that the TPOT algorithm has better performance rather than the AdaBoost algorithm without considering feature selection. Moreover, the WQI class for unknown water quality datasets could be surely predicted using the TPOT model trained with satisfactory training datasets.

Analysis on the Expression of Theatre of the Absurd in Chris Landreth's 3D Short, Bingo (크리스 랜드레스의 3D 단편 애니메이션 빙고(Bingo)에 나타난 부조리극 표현 분석)

  • Kim, Chee-Hoon
    • The Journal of the Korea Contents Association
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    • v.9 no.1
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    • pp.215-222
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    • 2009
  • The distinguishing feature of 3D animation is a reproduction of a reality. It is able to make the images that would be impossible with the conventional creative methods, and create the great fantasy. The development of creative image put great emphasis on importance of subject matter. Chris Landreth produces the unique 3D animation that has creative subject matter with great techniques. His work, Bingo(1998) describes social problem of mass-media and human being's agony in expression of theatre of the absurd. It is possible to have common interests in a matter with today's artists. The purpose of this study is to investigate how to express the theatre of the absurd in Chris Landreth's animation. A phase of social life is not only revealed with 3D features and his own techniques but communication capacity of 3D animation is also shown.

Universal Design characteristics shown in the Japanese model houses (일본 주택의 유니버설디자인 특성에 관한 연구)

  • Lee, Yeunsook;Lee, Soyoung;Yeo, Wookhyun;Jang, Miseon;Lee, Sunmin;Lee, Yoojin
    • KIEAE Journal
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    • v.7 no.1
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    • pp.5-13
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    • 2007
  • Since aging has become one of most hot and serious issues in the whole global world, universal design as a strategic concept to enable the elderly age in place has received much attention and its importance is getting recognized. Japan has undergone the Aging phenomenon much earlier than Korea and other countries. During that time, through much trials and errors, it accumulated the wisdoms and techniques to precede aging friendly environment and products. Therefore current Japan house is a comprehensive setting which embraces lots of universal design features that has a valuable implication for Korean development that faces fast aging future. The purpose of this study was to delineate characteristics of universal design features appeared in Japanese Model houses. One site of housing park in the city where various model houses of representative housing construction companies was selected as a cluster area for data collecting. Data were collected mainly through field survey at the housing park of Tokyo during November, 2006, and additional data were collected through website and company information of relevant company. Universal design features were extracted for 17 houses of the housing park and sorted and analyzed according to the analysis frame. The frame were made using 2 major clusters; space area, and 8 universal design principle. Results showed a range of universal design feature and its detail universal design principle satisfied. The 8 principle currently developed became to house realistic practical examples and theory became proved its impractical power. The academic, educational and industrial implication were documented.

OECD 국가의 이산화탄소 배출량 분해분석

  • Kim, Gwang-Uk;Gang, Sang-Mok
    • Environmental and Resource Economics Review
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    • v.21 no.2
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    • pp.211-235
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    • 2012
  • This paper presents an alternative decomposition technique to identify the relative importance of factors associated with changes in $CO_2$ emissions by using directional distance function to model the joint production of desirable and undesirable outputs. The key feature of the proposed approach is the introduction of fossil and non-fossil fuel energy input efficiencies, productivity change and emission intensity change. For the 27 OECD countries as a whole, the empirical results indicate that economic growth is the most important contributor to $CO_2$ emissions increase, while efficiency change is the most important component to $CO_2$ emissions reduction between 1980 and 2007. For more extensive insights, this paper divided 3 groups according to the emission growth rate and find out that high emission countries show relatively low production efficiencies and technical changes contributing $CO_2$ emissions increase. The results also provide that more strict environmental regulations are needed to improve the pollution intensity in these countries.

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