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Optimal Threshold from ROC and CAP Curves (ROC와 CAP 곡선에서의 최적 분류점)

  • Hong, Chong-Sun;Choi, Jin-Soo
    • The Korean Journal of Applied Statistics
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    • v.22 no.5
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    • pp.911-921
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    • 2009
  • Receiver Operating Characteristic(ROC) and Cumulative Accuracy Profile(CAP) curves are two methods used to assess the discriminatory power of different credit-rating approaches. The points of optimal classification accuracy on an ROC curve and of maximal profit on a CAP curve can be found by using iso-performance tangent lines, which are based on the standard notion of accuracy. In this paper, we offer an alternative accuracy measure called the true rate. Using this rate, one can obtain alternative optimal threshold points on both ROC and CAP curves. For most real populations of borrowers, the number of the defaults is much less than that of the non-defaults, and in such cases the true rate may be more efficient than the accuracy rate in terms of cost functions. Moreover, it is shown that both alternative scores of optimal classification accuracy and maximal profit are the identical, and this single score coincides with the score corresponding to Kolmogorov-Smirnov statistic used to test the homogeneous distribution functions of the defaults and non-defaults.

Comparison of subjective video quality assessment methods for multimedia applications (멀티미디어 응용을 위한 주관적 동영상 품질평가 방법의 비교분석)

  • Choe, Ji-Hwan;Jeong, Tae-Uk;Choi, Hyun-Soo;Lee, Eun-Jae;Lee, Sang-Wook;Lee, Chul-Hee
    • Journal of Broadcast Engineering
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    • v.12 no.2
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    • pp.177-184
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    • 2007
  • In this paper, we compared two subjective assessment methods DSCQS(Double Stimulus Continuous Quality Scale method) and ACR(Absolute Category Rating). These methods are widely used in order to evaluate video quality for multimedia application. We performed subjective quality tests using DSCQS and ACR methods. The subjective scores obtained by the DSCQS and ACR methods show that these methods are highly correlated in terms of MOS(Mean Opinion Score) and have slightly lower correlation in terms of DMOS(Difference Mean Opinion Score). The results indicate that ACR method is an effective subjective quality assessment method, which shows compatible performance with DSCQS method and can evaluate a larger number of video sequences.

Video Ranking Model: a Data-Mining Solution with the Understood User Engagement

  • Chen, Yongyu;Chen, Jianxin;Zhou, Liang;Yan, Ying;Huang, Ruochen;Zhang, Wei
    • Journal of Multimedia Information System
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    • v.1 no.1
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    • pp.67-75
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    • 2014
  • Nowadays as video services grow rapidly, it is important for the service providers to provide customized services. Video ranking plays a key role for the service providers to attract the subscribers. In this paper we propose a weekly video ranking mechanism based on the quantified user engagement. The traditional QoE ranking mechanism is relatively subjective and usually is accomplished by grading, while QoS is relatively objective and is accomplished by analyzing the quality metrics. The goal of this paper is to establish a ranking mechanism which combines the both advantages of QoS and QoE according to the third-party data collection platform. We use data mining method to classify and analyze the collected data. In order to apply into the actual situation, we first group the videos and then use the regression tree and the decision tree (CART) to narrow down the number of them to a reasonable scale. After that we introduce the analytic hierarchy process (AHP) model and use Elo rating system to improve the fairness of our system. Questionnaire results verify that the proposed solution not only simplifies the computation but also increases the credibility of the system.

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A Rehabilitation for Ankle Fracture in Korean Medicine: A Report of 4 Cases (발목 골절 수술 후 한방 재활치료 프로토콜 적용의 임상적 효과: 증례 보고)

  • Ha, Won-Bae;Lee, Jong-Ha;Lee, Yoon-Seung;Jo, Dong-Chan;Lee, Jin-Hyun;Lee, Jung-Han
    • Journal of Korean Medicine Rehabilitation
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    • v.27 no.4
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    • pp.171-184
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    • 2017
  • The objective of this study was to propose a rehabilitation protocol for ankle fracture in Korean Medicine and to report its effectiveness. Four patients who had undergone ankle fracture by car accident were treated using the rehabilitation protocol in Korean Medicine. We estimated the outcome evaluating physical examination findings of the ankle joint, numeric rating scale, Olerud-Molander score, and walking state. After the treatment, we observed that ankle movement and muscular strength were improved. Moreover numeric rating scale, Olerud-Molander score, and walking state of patients were improved. A rehabilitation in Korean Medicine can be effectively used for ankle fracture patients. The limitation of this study was the insufficient number of cases. Further studies are needed to design a rehabilitation protocol in Korean Medicine.

The Effects of Follow-Up with Peer Group Meetings after Self-Help Program for Arthritis Patients (관절염 환자 자조관리과정 후 환우모임을 통한 추후관리 효과에 대한 연구)

  • Lee, In-Ok;Suh, Moon-Ja;Lee, Kyung-Sook
    • Journal of muscle and joint health
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    • v.8 no.1
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    • pp.109-121
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    • 2001
  • The purpose of this study was to find out the long-term effects of the self-help program through the follow-up with peer group meetings of arthritis patients. In order to fulfil the purposes, the follow-up program with peer group meetings was developed by researchers with consisting of monthly health contract, group discussion, group counseling, recreation, and exercise. This program was carried out 2-3 hours once in a month for 5 months (1999-2000) and evaluated in a nonequivalent control group pretest-posttest quasi-experimental design. The subjects were 34 patients of experimental group and 24 of control group. The measurement tools of this study are pain rating scale(Lee & Song), KHAQ(Bae), rating scale of fatigue, and goniometer. The results of this study revealed no significant differences on number of pain site, fatigue, physical functioning, flexibility of the shoulder joints, and level of the extension of the knee joints between experimental group and control group. Whileas pain reaction of the control group was significantly high. However, the peers expressed very much their satisfaction and appreciations with the follow-up program with Peer group meetings. Actually, they wanted to have this peer group meeting continuously. This results suggested that the follow-up program with peer group meeting could be recommended as good nursing intervention to help the arthritis patients after having the Self Help Program in the community setting.

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Some Problems and Their Solutions of Maximum Requirements of Animation Broadcasting (애니메이션 총량제의 문제점 및 개선방안)

  • Ko, Jeong-Min;Kim, Young-Jae
    • The Journal of the Korea Contents Association
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    • v.10 no.1
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    • pp.256-266
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    • 2010
  • This study is to suggest the solutions about the problems of maximum requirements of animation broadcasting. About 10 experts of broadcasting, animation production, animation related professor and researcher and government take part in this study and discuss problems and their solutions of maximum requirements of animation broadcasting from January to march in 2009. This policy introduced 4 years ago had the positive effects such as the increase of animation production and the number of animation production company, but also the negative effects such as continuous decrease of rating in terrestrial broadcasting and transferring to low rating time slot of animation, downward equalization of animation and changing to minimum securement method. This study suggested the solutions as follows; first the enlargement of this policy to cable and satellite broadcasting, second introducing incentive policy in prime time, third the subsidy of media oriented investment. Finally this study stressed that this solutions should not be compulsory order but voluntary system.

Case Study of Derivation of Input-Parameters for Ground-Structure Stability on Foliation-Parallel Faults in Folded Metamorphic Rocks (단층 발달 습곡지반 상 구조물 안정성을 위한 설계정수 도출 사례 연구)

  • Ihm, Myeong Hyeok
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.2
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    • pp.467-472
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    • 2020
  • Methods for deriving design input-parameters to ensure the stability of a structure on a common ground are generally well known. Folded metamorphic rocks, such as the study area, are highly foliated and have small faults parallel to the foliation, resulting in special research methods and tests to derive design input parameters, Etc. are required. The metamorphic rock ground with foliation development of several mm intervals has a direct shear test on the foliation surface, the strike/dip mapping of the foliation, the boring investigation to determine the continuity of the foliation, and the rock mass rating of the metamorphic rock. etc. are required. In the case of a large number of small foliation-parallel faults developed along a specific foliation plane, it is essential to analyze the lineament, surface geologic mapping for fault tracing, and direct shear test. Folded ground requires additional geological-structural-domain analysis, discontinuity analysis of stereonet, electrical resistivity exploration along the fold axis, and so on.

Estimation of Carrying Capacity on the Mountainous National Park Using the Impact Rating Class of Trail (I) -In the case study of Bukhansan National park- (등산로의 환경피해도를 활용한 산악형 국립공원의 수용능력 추정(I) -북한산국립공원을 사례로-)

  • 권태호;최송현;오구균
    • Korean Journal of Environment and Ecology
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    • v.15 no.3
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    • pp.257-266
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    • 2001
  • Trail might be the primary recreational space to appear the use impact by visitors on ecological space in National park. On the basis of this concept, the carrying capacity was estimated on the trail. Impact rating class and pattern of passersby were surveyed on the 22 valid trails in Bukhansan National Park. Using two variables, the width of trail and amount of passersby, the correlation coefficient was analysed and the regression model was derived by raising x to a higher power. And carrying capacity estimation equation was devised by considering the pay fee visitors and average passersby in a trail section. With carrying capacity estimation equation to apply Bukansan National Park, it is desired that maximum carrying capacity is about 3 million persons a year under conditions of trail width 2.2m when National Park Authority wants to keep the existing management level. If they strengthen the management goal far resource conservation like that they want to keep the trail width 2.0m, the number of visitors might be decreased to about 2 million persons a year.

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Boarding Environment of Training Ship KAYA to the Noise during the Voyage (실습선 가야호의 항해 중 선내 소음에 대한 승선환경)

  • Kim, Min-Son;Shin, Hyeon-Ok;Kim, Min-Seok;Hwang, Bo-Kyu
    • Journal of Fisheries and Marine Sciences Education
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    • v.22 no.2
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    • pp.218-230
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    • 2010
  • This study was conducted to determine the effect of the noise level on the boarding environment in a stern trawl ship, KAYA(GT: 1,737 tons, Pukyong National University). We measured the noise level at a working, an accommodation and a teaching area, and an engine space on January 9, 2010 while the KAYA was sailing on a liner sea route. At the working area, the ranges of the noise rating number(NRN) and the NRN determination frequency(FNRN) were from 44 to 73 and from 1000 to 2000Hz, respectively. The results were generally satisfied the criteria of the International Maritime Organization(IMO). The noise level at the area, except the radio room(w2), was exceeded the criteria(50dB(A)) for the efficient studying and working. The noise level at the engine control room and the machine workshop was respectively exceeded 1.2dB and 9.5dB than the criteria caused the conversation disturbance (70dB(A)). At the accommodation, NRN and FNRN were from 49 to 54 and from 1000 to 4000Hz, respectively. The noise level was below the criteria of IMO, but above 40dB(A) caused the sleep disturbance. At the teaching area, NRN and FNRN were from 44 to 63 and from 500 to 2000Hz, respectively. The noise level was exceeded than the criteria(50dB(A)) for the efficient studying. At the engine space, NRN and FNRN were from 95 to 100 and from 2000 to 4000Hz, respectively. The noise level was above the criteria of IMO(90dB(A)) for the residence, while it was not exceeded 110dB(A) for the transient.

A Study on Health Promoting Behavior and Disease Preventive Behavior of a Community Residents - Koje area- (일 지역주민의 질병예방 행위 및 건강증진행위에 관한 연구 -거제지역 중심으로-)

  • Kim, Keum-Ee;Im, Mee-Young
    • Research in Community and Public Health Nursing
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    • v.12 no.1
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    • pp.168-174
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    • 2001
  • This study was conducted to investigate the disease preventive behavior and health promoting behavior of a community residents. The subjects were selected by convenient sampling and the total number was 300(Female, 170, Male, 130). The data were collected by face to face interviews during the period of Sep. 15-30, 1999. The measurement tool for this study was the rating score for disease preventive behavior and health promoting behavior. The instrument was developed by the researcher based on the tool of Korea Institute for Health and Social Affairs. The data were analyzed by percentage, mean, t-test, ANOVA. $x^2-test$ by Windows SPSS/PC program(v7.5). The results were as follows: 1. In the comparison of disease preventive behavior rates between male and female, there was a statistically significant difference in physical examination, measuring the blood pressure and vaccination for B type hepatitis. In the comparison of disease preventive behavior rates among the age, there was a statistically significant difference in physical examination, measuring the blood pressure. 2. The rating score for the health promoting behavior of the men subjects was lower than that of the women subjects. In the comparison of health promoting behavior scores between male and female, there was a statistically significant difference in smoking, drinking, regular exercise, breakfast eating, vegetable consumption and teeth brushing. In the comparison of promoting Behavior scores among the age, there were significant difference, there was a statistically significant difference in smoking, sleeping, seat belt use, breakfast eating and salty eating.

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