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A GA-based Binary Classification Method for Bankruptcy Prediction (도산예측을 위한 유전 알고리듬 기반 이진분류기법의 개발)

  • Min, Jae-H.;Jeong, Chul-Woo
    • Journal of the Korean Operations Research and Management Science Society
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    • v.33 no.2
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    • pp.1-16
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    • 2008
  • The purpose of this paper is to propose a new binary classification method for predicting corporate failure based on genetic algorithm, and to validate its prediction power through empirical analysis. Establishing virtual companies representing bankrupt companies and non-bankrupt ones respectively, the proposed method measures the similarity between the virtual companies and the subject for prediction, and classifies the subject into either bankrupt or non-bankrupt one. The values of the classification variables of the virtual companies and the weights of the variables are determined by the proper model to maximize the hit ratio of training data set using genetic algorithm. In order to test the validity of the proposed method, we compare its prediction accuracy with ones of other existing methods such as multi-discriminant analysis, logistic regression, decision tree, and artificial neural network, and it is shown that the binary classification method we propose in this paper can serve as a premising alternative to the existing methods for bankruptcy prediction.

A Basic Method for Composite Power System Expansion Planning under Security Criteria (안전도 제약을 고려한 복합전력계통의 확충계획에 관한 기초연구)

  • Kwon, Jung-Ji;Tran, TrungTinh;Choi, Jae-Seok
    • Proceedings of the KIEE Conference
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    • 2005.07a
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    • pp.557-559
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    • 2005
  • This paper proposes a method for choosing the best composite power system expansion plan considering a contingency security criterion. The proposed method minimizes the investment budget fer constructing new transmission lines subject to contingency criterion. it models the power system expansion problem as an integer programming one. The method solves for the optimal strategy using a branch and bound method that utilizes a network flow approach and the maximum flow-minimum cut set theorem. Although the proposed method is applied to a simple sample study, the test results demonstrate that the proposed method is suitable for solving the power system expansion-planning problem subject to practical future uncertainties.

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Cognitive Model-based Evaluation of Traffic Simulation Model (교통 시뮬레이션 모텔의 인지공학적 평가에 관한 연구)

  • 강명호;차우창
    • Proceedings of the Korea Society for Simulation Conference
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    • 2002.05a
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    • pp.163-168
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    • 2002
  • The road sign in dynamic traffic system is an important element which affects on human cognitive performance on driving. Web-based vision system simulator was developed to examine the cognition time of the road sign in dynamic environment. This experiment was designed in within-subject design with two factors; vehicle speed and the amount of information of the traffic sign. It measured the cognition time of the road sign through two evaluation methods; the subjective test with vision system simulator and computational cognitive model. In these two evaluations of human cognitive performance under the dynamic traffic environment, it demonstrated that subject's cognition time was affected by both the amount of information of traffic sign and driving speed.

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The Effect of Behavior Fatigue Crack Propagation on 2-Axle Load Frequency (2축 하중주파수가 피로균열진전거동에 미치는 영향)

  • Kim, Sang-Hee;Li, Jing-Hua;Choi, Seong-Dae
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.14 no.1
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    • pp.78-84
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    • 2015
  • The stress state acting on mechanical parts and structures is generally mixed stress. This complex stress state, which is subject to changes in the environment, will produce many. Cars running on roads with different road conditions will subject the automotive parts to combined stress state. In the x direction and the y direction, a different amplitude and frequency of the fatigue load can be present. However, the load amplitude for Mode I and Mode II in a 2-axis fatigue test is limited to a constant ratio; the load frequency is always the same for any mode. In this paper, it is verified how the variation of the load frequency for mode II affects the behavior of fatigue crack propagation under mixed mode.

The Impression Formation of Man's Body Revealing Casual Clothes by Male and Female University Student (신체노출을 달리한 남성 캐주얼 복장에 대한 남.녀대학생의 인상형성)

  • 김인숙;신소진
    • Journal of the Korean Society of Clothing and Textiles
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    • v.18 no.4
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    • pp.501-514
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    • 1994
  • The purpose of this study was to identify the constructing factors of impression formation on man's body revealing casual clothes by university students, and to investigate the effect of revealing clothing styles and perceiver's gender on each factors of impression. The stimuli consisted of 12 color photogrphs including various styles of body revealing casual tops and bottoms; subject consisted of 310 male and female university student; subject observed 2 photographs each, ramdomly chosen from a pool of 12 and answered 37 semantic differention questions. Statistics applied for analysis were Factor Analysis, ANOVA and post hoc test. Results were; 1. Important factors constructing the impresstion of a male dressed in body revealing casual clothes were modesty, sexual stimulation and individuality 2. The styles of the body exposure and perceiver's gender had partial significant influence on impression formation.

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A On-site Monitoring Device of Work-related Musculoskeletal Disorder Risk Based on 3D-Camera (3D 카메라 기반 직업성 근골격계 부담 작업 모니터링 장치)

  • Loh, Byoung Gook
    • Journal of the Korean Society of Safety
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    • v.30 no.6
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    • pp.110-116
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    • 2015
  • A 3D camera-based on-site work-related musculoskeletal disorder risk assessment(WMDs) tool has been developed. The device consists of Kinect a 3D camera manufactured by Microsoft, a servo-motor, and a mobile robot. To complement inherent narrow field of view(FOV) of Kinect, Kinect is rotated according to PID servo-control algorithm by a servo-motor attached underneath, to track movement of a subject, producing skeleton-based motion data. With servo-control, full 360 degrees tracking of a test subject is possible by single Kinect. It was found from experimental tests that the proposed device can be successfully employed for on-site WMDs risk assessing tool.

A research on the implementation of home economics education by home economics majored and other subject majored Teachers (남녀공통필수 과목으로의 전환에 따른 중학교 가정전공 교사와 비전공 지원교사에 의한"가정"교과교육 운영 현황에 대한 조사연구)

  • 김효순
    • Journal of the Korean Home Economics Association
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    • v.35 no.5
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    • pp.33-48
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    • 1997
  • The purpose of this study was to examine the differences of self-confidence and satisfaction level in teaching home economics between home economics majored teachers(HET) and other subject majored teachers(OST). The subjects of this study were 192 home economics teachers randomly selected from 96 middle schools all over the country. The data was collected from 16, september to 12, October, 1996, and was analyzed with descriptive statistics, crosstables, and t-test using SAS program. The major finding were as follows: 1) In general, home econimics is taught mostly by OST in boy' middle school. 92% of OST is employed in boy' middle school and 89.13% of them is employed in private boy' middle school. 2) OST had less in-service experiences than HET on sixth revised curriculum, and had lower recognition than HET on the goal, content, teaching method, evaluation of home economics. 3) There were significant difference on the level of self-confidence and satisfaction in teaching home economics between HET and OST.

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Effect of Power Grasping on Muscle Activity of Trunk during One Leg Stance

  • Kong, Yong-Soo;Hwang, Yoon-Tae
    • The Journal of Korean Physical Therapy
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    • v.29 no.2
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    • pp.91-94
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    • 2017
  • Purpose: This study investigated the effects of trunk muscle activity with power grasping during one leg stance. Methods: Twenty-eight subjects participated in this study. Subjects were divided into two groups, one that performed power grasping, and another that did not. An investigator measured the activities of a subject's trunk muscle such as internal oblique (IO), external oblique (EO), erector spinae (ES), and gluteus medius (GM) while a subject was doing one leg stance. Results: An independent t-test was used to analyze trunk muscle activities with power grasping during one leg stance between the experimental group and the control group. Only the EO activity differed significantly between groups (p<0.05). Conclusion: The results indicate that one leg stance with power grasping affected trunk muscle activity. Therefore, this is a useful method for providing lumbar spine stability.

TFD Device with Symmetrical Structure of Flexible Electrode Subject to Flexible Substrate

  • Lee, Chan-Jae;Hong, Sung-Jei;Kim, Won-Keun;Han, Jeong-In
    • Transactions on Electrical and Electronic Materials
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    • v.3 no.4
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    • pp.32-35
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    • 2002
  • In this work, we test electrode material of TFD (Thin Film Diode) device subject to flexible substrate. Al, that is ductile metal, was proper for flexible electrode to fabricate flexible display. The fabricated devices had symmetric electrode structure on both sides of insulation layer. The electrode was made of ductile Al so as to reduce the mismatch of properties between the electrode and substrate. The TFD device was successfully fabricated applying our own etch-free process. Electrical properties were improved by post-annealing.

Java programming lecture design considering NCS-based SW Qualification Design (NCS 기반 SW 신자격 설계를 고려한 자바프로그래밍 강의 설계)

  • You, EungGu
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.15 no.4
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    • pp.131-136
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    • 2019
  • As the NCS(National Competency Standards) classification system continued to be developed and supplemented, NCS became widespread. Qualifications were redesigned to actively reflect industry demands, reduce the burden of redundant acquisition of unnecessary qualifications, and to evaluate objective capacities of the workforce. In addition to the learning modules to be developed in the future, previously developed NCS-based learning modules and lectures should be reorganized based on the new qualification design. In this paper, the Java programming subject designed based on NCS was redesigned according to SW new qualification design. Since the redesigned Java programming subjects consider the qualification design direction or qualification roadmap, not only can they be recognized as a test subject in qualification assessment through course evaluation, but also can be used as individual qualification data.