• Title/Summary/Keyword: Training Cost

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신용카드 사기 검출을 위한 비용 기반 학습에 관한 연구 (Cost-sensitive Learning for Credit Card Fraud Detection)

  • 박래정
    • 한국지능시스템학회논문지
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    • 제15권5호
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    • pp.545-551
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    • 2005
  • 사기 검출의 주목적은 사기 거래로 인해 발생하는 손실을 최소화하는 것이다. 하지만, 사기 검출 문제의 특이한 속성, 즉 불균형하고 중첩이 심한 클래스 분포와 비균일한 오분류 비용으로 인해, 실제로 희망하는 거절율 동작 영역에서의 분류비용 측면의 최적 분류기를 생성하는 것이 용이하지 않다. 본 논문에서는, 특정 동작 영역에서의 분류기의 분류 비용을 정의하고, 진화 탐색을 이용하여 이를 직접적으로 최적화함으로써, 실제 신용카드 사기 검출에 적합한 분류기를 학습할 수 있는 비용 기반 학습 방법을 제시한다. 신용카드 거래 데이터를 사용한 실험을 통해, 제시한 방법이 타 학습 방법에 비해 비용에 민감한 분류기를 학습할 수 있는 효과적인 방법임을 보인다.

가속도 센서를 이용한 사격 훈련 시스템 개발 (Development of a Shooting Training System using an Accelerometer)

  • 주효성;우민정;우지환
    • 한국융합학회논문지
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    • 제12권7호
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    • pp.263-271
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    • 2021
  • 거총부터 격발까지 총구 움직임의 궤적을 추적하여, 사격의 정확성을 향상시킬 목적으로 광전자 기반 사격 훈련 시스템이 사격 훈련 현장에서 활용되어 왔다. 광전자 기반 시스템은 설치가 복잡하고, 표적의 파손 위험이 존재하며, 고가의 장비로 선수들의 접근성이 떨어진다는 단점이 있다. 이에 본 연구는 저비용의 가속도 센서 모듈을 이용하여 체위 떨림을 측정하고 피드백할 수 있는 사격 훈련 시스템을 개발하고, 이의 활용성을 검증하였다. 가속도 센서 모듈은 총기의 에어 실린더에 부착할 수 있도록 제작되었다. 체위 떨림은 가속도 센서 데이터를 이용하여 진폭, 주파수, 공간적 패턴 지표로서 분석되었다. 가속도 센서와 기존의 광전자 기반 시스템에서 측정된 사격시 체위 떨림 진폭 지표 간에는 높은 상관관계(좌우 방향: r=0.76; 상하 방향: r=0.70)가 나타났다. 또한, 사격 선수를 대상으로 진행한 시스템의 유효성 평가에서는 선수의 사격 점수(최상, 최하 격발)에 따라 계산된 체위 떨림 지표가 유의한 차이(p<0.05)가 있음을 독립 표본 t-검증을 이용하여 검증하였다.

Numerical evaluation of gamma radiation monitoring

  • Rezaei, Mohsen;Ashoor, Mansour;Sarkhosh, Leila
    • Nuclear Engineering and Technology
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    • 제51권3호
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    • pp.807-817
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    • 2019
  • Airborne Gamma Ray Spectrometry (AGRS) with its important applications such as gathering radiation information of ground surface, geochemistry measuring of the abundance of Potassium, Thorium and Uranium in outer earth layer, environmental and nuclear site surveillance has a key role in the field of nuclear science and human life. The Broyden-Fletcher-Goldfarb-Shanno (BFGS), with its advanced numerical unconstrained nonlinear optimization in collaboration with Artificial Neural Networks (ANNs) provides a noteworthy opportunity for modern AGRS. In this study a new AGRS system empowered by ANN-BFGS has been proposed and evaluated on available empirical AGRS data. To that effect different architectures of adaptive ANN-BFGS were implemented for a sort of published experimental AGRS outputs. The selected approach among of various training methods, with its low iteration cost and nondiagonal scaling allocation is a new powerful algorithm for AGRS data due to its inherent stochastic properties. Experiments were performed by different architectures and trainings, the selected scheme achieved the smallest number of epochs, the minimum Mean Square Error (MSE) and the maximum performance in compare with different types of optimization strategies and algorithms. The proposed method is capable to be implemented on a cost effective and minimum electronic equipment to present its real-time process, which will let it to be used on board a light Unmanned Aerial Vehicle (UAV). The advanced adaptation properties and models of neural network, the training of stochastic process and its implementation on DSP outstands an affordable, reliable and low cost AGRS design. The main outcome of the study shows this method increases the quality of curvature information of AGRS data while cost of the algorithm is reduced in each iteration so the proposed ANN-BFGS is a trustworthy appropriate model for Gamma-ray data reconstruction and analysis based on advanced novel artificial intelligence systems.

Development of Educational Components of Managerial Cost Accounting for Nurses

  • Lim, Ji Young;Noh, Wonjung
    • 가정간호학회지
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    • 제26권1호
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    • pp.81-90
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    • 2019
  • Purpose: In accordance with changes in the healthcare environment, it is necessary to understand managerial cost accounting for nurses. This study aimed to develop educational components of managerial cost accounting for nurses. Methods: This study is comprised of a comprehensive literature review, nominal group technique using focus group interview, audit by an expert group, and priority analysis. Results: The comprehensive literature review identified 15 educational components of managerial cost accounting. In the nominal group technique, the participants finally agreed on eight educational components of managerial cost accounting for nurses. The average content validity index of these components was 0.99. "Activity-based costing" scored the highest for relative importance (15.7%). Conclusions: These results can be used to develop an education program to strengthen nurses' managerial cost accounting competencies. Furthermore, it will be helpful to use a basis for the development of cost management curricula for nursing students and on-the-job training courses of nurse managers and executives.

Force Control of a Arm of Walking Training Robot

  • Shin, Ho-Cheol;Kim, Seung-Ho
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.171.2-171
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    • 2001
  • This paper presents a force control of a arm of walking training robot. The current gait training apparatus in hospital are ineffective for the difficulty in keeping constant unloading level and constraining patients to walk freely. The proposed walking training robot is designed to unload body weight effectively during walking. The walking training robot consists of unloading manipulator and mobile platform. The manipulator driven with a electro-mechanical linear mechanism unloads body weight in various level. The mobile platform is wheel type, which allows to patients unconstrained walking. Unloading system with electro-mechanical linear mechanism has been developed, which has advantages such as low noise level, light weight, low manufacturing cost and low power consumption. A system model for the manipulator ...

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The Chicken Aorta as a Simulation-Training Model for Microvascular Surgery Training

  • Ramachandran, Savitha;Chui, Christopher Hoe-Kong;Tan, Bien-Keem
    • Archives of Plastic Surgery
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    • 제40권4호
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    • pp.327-329
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    • 2013
  • As a technically demanding skill, microsurgery is taught in the lab, in the form of a course of variable length (depending on the centre). Microsurgical training courses usually use a mixture of non-living and live animal simulation models. In the literature, a plethora of microsurgical training models have been described, ranging from low to high fidelity models. Given the high costs associated with live animal models, cheaper alternatives are coming into vogue. In this paper we describe the use of the chicken aorta as a simple and cost effective low fidelity microsurgical simulation model for training.

차세대 항공전문인력 양성을 위한 인력양성체계의 평가 (Evaluation on the Personnel training system for the Next Generation of Aviation Professionals)

  • 김웅이;노건수
    • 한국항공운항학회지
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    • 제21권2호
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    • pp.85-91
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    • 2013
  • The NGAP and TRAINAIR PLUS programme goal is to improve the safety and efficiency of air transport through the establishment, maintenance and monitoring of high standards of training and competency of aviation personnel on a world-wide basis and in a cost-effective manner. According to the trend, the approval of training organization must be change. In this study, personnel training system and certification mechanism were studied.

한국의 민항공조종사 교육의 활성화 방안에 관한 연구 (A study on the enocouraging policies for civil aviation pilots training in Korea)

  • 김인철;은희봉;장민식
    • 한국항공운항학회지
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    • 제7권1호
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    • pp.57-64
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    • 1999
  • The air transportation industry in Korea has grown very fast in aspect of the transportation scale as much as entering within the tenth in the world. However, as compared with the air transportation industry, the civil aviation pilots training has been performed at very low level in quantity and quality because of the high cost of pilots training, nation security, limited airspace use and falling behind of the science technology in relation to the aviation industry. In result, the number of airline pilots became lower than actual demands of both airlines, KAL and ASIANA. This produced many foreign captains employed, airline pilots overloaded and finally affected flight safety. In this paper, it was studied the actual reality and problems of civil aviation pilots training and presented the encouraging policies for civil aviation pilots training in Korea.

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6시그마 그린벨트 교육 프로그램의 비교 연구 (A Comparative Study of Six Sigma Green Belt Training Programs)

  • 홍성훈;송재웅
    • 산업공학
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    • 제16권spc호
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    • pp.7-13
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    • 2003
  • This paper is concerned with a six sigma green belt training program. Comparative studies of existing training programs for three major companies (Samsung Electronics Company, Hyundai Motor Company, and LG Chemical Ltd.) and two consulting firms (Korean Standards Association and Korea Management Association) are made. Based on the comparative studies, a new green belt training program is proposed. The main focus of this program is on manufacturing, specially on cost and waste reductions, yield improvement, and operations with opportunity to improve capacity without major capital expenditure. The green belts take up to 4 or 5 days of intensive, highly quantitative training, roughly corresponding to the five macro phases of the six sigma methodology: define, measure, analyze, improve, and control. The six sigma tool sets for each phase are also specified.

우리나라 판매원의 성과요인과 이직의도에 관한 실증적 연구 (An Empirical Study of the Relationship between Salesperson's Performance Factors and Turnover Intention)

  • 이선규;한욱상
    • 산업경영시스템학회지
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    • 제17권32호
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    • pp.27-42
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    • 1994
  • In the view point of accomplishing salesperson's management effectively, this study aims to find the relationship between salesperson's performance factors(Motivation, Role Perception, Ability) and turnover intention. The lowering of the turnover rate through this finding can reduce sales cost or marketing cost including the salesperson's education/training cost. Here, this study is researched empirically under the following hypothesis ; salesperson's turnover intention is affected by the performance factors originally This empirical research is based on theoritical background by Walker, Churchill, Ford and Jackofsky.

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