• Title/Summary/Keyword: 판별분석함수

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A Study on the discriminating of the hospitals based on the efficient insurance conversion factor by AHP and DEA (효율적 건강보험수가에 기반을 둔 병원 그룹화에 관한 연구 -AHP와 DEA를 이용한 분석-)

  • O, Dong-Il
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.10 no.6
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    • pp.1304-1316
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    • 2009
  • This study is for the pursuit of the basic application of the efficient conversion factor in the fee contract. This aims to investigate the effects of DEA efficiency index and conversion factors to identify and group the 60 hospitals with intern and residents education. To achieve the aims, AHP was used to select the inuput and output variables for DEA. It was found that the more inefficient in the technical and scale side, the higher the conversion factors were. Conversion factor and DEA efficiency index can be used very effectively to group and discriminant hospitals into a specialized general hospital and a general hospital. Even if the variables used to calculate DEA efficiency are applied to discriminant analysis, The conversion factor and DEA efficiency index have a significant power to make a function modeling. So, if we can make a more conclusive proof based on the large number samples, We can imagine to introduce a efficiency concept in the insurance fee contracts about a conversion factor in Korea Health Insurance System.

Performances analysis of football matches (축구경기의 경기력분석)

  • Min, Dae Kee;Lee, Young-Soo;Kim, Yong-Rae
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.1
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    • pp.187-196
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    • 2015
  • The team's performances were analyzed by evaluating the scores gained by their offense and the scores allowed by their defense. To evaluate the team's attacking and defending abilities, we also considered the factors that contributed the team's gained points or the opposing team's gained points? In order to analyze the outcome of the games, three prediction models were used such as decision trees, logistic regression, and discriminant analysis. As a result, the factors associated with the defense showed a decisive influence in determining the game results. We analyzed the offense and defense by using the response variable. This showed that the major factors predicting the offense were non-stop pass and attack speed and the major factor predicting the defense were the distance between right and left players and the distance between front line attackers and rearmost defenders during the game.

Processing Method of Unbalanced Data for a Fault Detection System Based Motor Gear Sound (모터 동작음 기반 불량 검출 시스템을 위한 불균형 데이터 처리 방안 연구)

  • Lee, Younghwa;Choi, Geonyoung;Park, Gooman
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2022.06a
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    • pp.1305-1307
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    • 2022
  • 자동차 부품의 결함은 시스템 전체의 성능 저하 및 인적 물적 손실이 발생할 수 있으므로 생산라인에서의 불량 검출은 매우 중요하다. 따라서 정확하고 균일한 결과의 불량 검출을 위해 딥러닝 기반의 고장 진단 시스템이 다양하게 연구되고 있다. 하지만 제조현장에서는 정상 샘플보다 비정상 샘플의 발생 빈도가 현저히 낮다. 이는 학습 데이터의 클래스 불균형 문제로 이어지게 되고, 이러한 불균형 문제는 고장을 판별하는 분류 모델의 성능에 영향을 끼치게 된다. 이에 본 연구에서는 모터의 동작음으로부터 불량 모터를 판별하는 불량 검출 시스템 설계를 위한 데이터 불균형 해결 방법을 제안한다. 자동차 사이드 미러 모터의 동작음을 학습 및 테스트를 위한 데이터 셋으로 사용하였으며 손실함수 계산 시 학습 데이터 셋의 클래스별 샘플 수 가 반영되는 label-distribution-aware margin(LDAM) loss 와 Inception, ResNet, DenseNet 신경망 모델의 비교 분석을 통해 불균형 데이터를 처리할 수 있는 가능성을 보여주었다.

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조직문화, 구조 그리고 경영지원 정책이 중소기업 경영혁신작업에 미치는 영향

  • 이재정;황현숙;김창대;박철
    • Journal of Korea Society of Industrial Information Systems
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    • v.3 no.1
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    • pp.217-233
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    • 1998
  • 조직 전반에 걸쳐 급격한 변화를 초래하는 경영혁신작업의 성공요인을 대기업에 비해 상대적으로 자금력, 기술력, 인적자원이 부족한 중소기업을 대상으로 실증적인 검증과정을 거쳐 성공요인을 분석하였다. 본 연구에서는 두 가지 목적이 있다. 첫째, 경영혁식작업을 성공적으로 이끄는 조직.관리적인 요인들을 조사했다. 분석대상요인들은 조직구조, 문화, 최고경영자의 의지 그리고 경영혁신작업을 지원하기 위한 관리제도상의 변화 등이 포함된다. 두 번째의 목적은 "상대적인 성공"과 "상대적인 실패" 집단으로 분류하여 조사된 성공요인 중에서 어느 요인이 핵심 성공요인인지를 나타내고자 한다. 또한 , 핵심성공요인으로 판별함수를 도출한 후 성공과 실패집단분류에 대한 적중률이 얼마나 되는지를 조사하였다. 한국의 44개 중소기업을 대상으로 한 연구결과, 성공요인으로는 자율적인 기업문화, 최고 경영자의 의지 그리고 관리제도상의 변화로 나타났다. 특히,최고 경영자의 의지와 관리제도상의변화가 핵심성공요인으로 확인되었다.의변화가 핵심성공요인으로 확인되었다.

Electron-Morphometric Classification of the Native Honeybees from Korea Part V. Cluster Analysis by Canonical Function Score (한국산 재래꿀벌의 전자계량형태학적 분류 V. 정준판별함수값을 이용한 군분석)

  • Kwon Yong Jung;Huh Eun Yeop
    • Animal Systematics, Evolution and Diversity
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    • v.8 no.2
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    • pp.189-200
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    • 1992
  • In the present investigation, some cluster analyses were done for each population of the native honeybee workers(Apis cerana), which were selected for 15 different localities in spring and 16 in summer from Korea. In this analysis, the seasonal segregation was perfectly revealed by both Ward's and the average linkage between groups methods, whereas, it did not necessarily revealed any systematic relationship between geographical groups.

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Development of Traffic Accident Safety Index under Different Weather Conditions (기상특성에 따른 교통사고 안전성 평가지표 개발 (고속도로를 대상으로))

  • Park, Jun-Tae;Hong, Ji-Yeon;Lee, Su-Beom
    • Journal of Korean Society of Transportation
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    • v.28 no.1
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    • pp.157-163
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    • 2010
  • It is well known that weather conditions are closely related with the number and severity of traffic accidents. At present, installation of safety countermeasures including systems is common approach to reduce the damage of traffic accidents at expressways. In this study, the differences of causation factors to influence traffic accidents considering road alignment characteristics and weather conditions. In order to identify the relationship between road and weather conditions, discriminant analysis has been performed with 500 traffic accident data at expressways. Weather conditions are divided into several categories such as snow, sunny, rain, fog, and cloud. Also, road conditions such as types of pavements, grades are analyzed. As the results, major impacting road conditions to traffic accidents are concrete pavement and 3% or more down grades. In these road conditions, visible distance will be reduced and actual braking distances will be increased. This study shows that the expressway sections under concrete pavement and down grades should be more cautious than other sections. It also shows that fog condition is the mose dangerous situation in terms of traffic accidents.

A USEFULNESS OF KEDI-INDIVIDUAL BASIC LEARNING SKILLS TEST AS A DIAGNOSTIC TOOL OF LEARNING DISORDERS (학습 장애아 진단 도구로 기초 학습 기능 검사의 유용성에 관한 연구)

  • Kim, Ji-Hae;Lee, Myoung-Ju;Hong, Sung-Do;Kim, Seung-Tai
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • v.8 no.1
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    • pp.101-112
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    • 1997
  • The purpose of this study was to examine usefulness of KEDI-Individual Basic Learning Skills Test as a diagnostic tool of learning disorders(LD). Learning disorder group consisted of two subgroups, verbal learning disorder group(VLD, n=34) and nonverbal learning disorder group(NVLD, n=14). Comparison group consisted of Dysthymia Disorder subgroup(n=11) and Normal subgroup(n=20). Performance of intelligence test and achievement test was examined in all 4 subgroups. In KEDI-WISC, VLD subgroup revealed primary problems in vocabulary, information and verbal-auditory attention test. NVLD group revealed primary problems in almost all performance tests such as visual acuity, psycho-motor coordination speed and visual-spatial organizations ability subtest. In KEDI-Individual Basic Learning Test, VLD group revealed primary problems in phonological coding process, word recognition and mathematics. For successful classification of LD children, the importance of achievement test and intelligence test was discussed by discriminant analysis and factor analysis. The results indicate that KEDI-Individual Basic Learning Skills is of considerable usefulness in diagnosing LD, but must be used in subtests, and additional tests must be conducted for thorough exploration of LD.

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Geochemical Characteristics of Groundwater in Korea with Different Aquifer Geology and Temperature -Comparative Study with Granitic Groundwater (대수층 지질 및 온도에 따른 국내 지하수의 지구화학적 특징 -화강암질암내 지하수와의 비교연구)

  • 이종운;전효택;전용원
    • Journal of the Korean Society of Groundwater Environment
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    • v.4 no.4
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    • pp.212-222
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    • 1997
  • Geochemistry of metasedimentary groundwaters and spar waters has been studied in comparison with that of granitic groundwaters in Korea. Metasedimentary groundwaters show $Ca^{2+]$-${HCO_3}^-$ type at depth and low sodium concentrations compared with granitic groundwaters, which is due to the lack of plagioclase in their aquifer mineralogy and, therefore, the predominant reaction of calcite dissolution. According to factor analysis, metasedimentary groundwaters at 100~300 m depth are represented by 1) the dissolution of calcite and Mg-carbonates, 2) transformation of kaolinite to illite, and 3) the presence of sodium as not the product of plagioclase dissolution but a artificial pollutant. Discriminant function between the granitic and metasedimentary groundwaters shows a good discriminating ability with 81.8%, and groundwaters of volcanic aquifer, which has abundant plagioclase, are included in the granitic group by this function. Spa water samples show the result of active water-rock interaction due to high temperature.

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Performance Enhancement of Face Detection Algorithm using FLD (FLD를 이용한 얼굴 검출 알고리즘의 성능 향상)

  • Nam, Mi-Young;Kim, Kwang-Baek
    • Journal of the Korean Institute of Intelligent Systems
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    • v.14 no.6
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    • pp.783-788
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    • 2004
  • Many reported methods assume that the faces in an image or an image sequence have been identified and localization. Face detection from image is a challenging task because of the variability in scale, location, orientation and pose. The difficulties in visual detection and recognition are caused by the variations in viewpoint, viewing distance, illumination. In this paper, we present an efficient linear discriminant for multi-view face detection and face location. We define the training data by using the Fisher`s linear discriminant in an efficient learning method. Face detection is very difficult because it is influenced by the poses of the human face and changes in illumination. This idea can solve the multi-view and scale face detection problems. In this paper, we extract the face using the Fisher`s linear discriminant that has hierarchical models invariant size and background. The purpose of this paper is to classify face and non-face for efficient Fisher`s linear discriminant.

Analytical Approach for the Noise Properties and Geometric Scheme of Industrial CR Images according to Radiation Intensity (산업용 CR영상의 방사선 강도에 따른 잡음특성과 기하학적 구도형성의 해석적 접근)

  • Hwang, Jung-Won;Hwang, Jae-Ho;Park, Sang-Ki
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.46 no.1
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    • pp.56-62
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    • 2009
  • In this paper we investigate an analytical approach for noise properties and geometric structure in Computed Radiography(CR) images of industrial steel-tubes. Over thirty diverse radiographic images are sampled from industrial radiography measurements according to radiation intensity. Each image consists of three regions; background, thickness and inner-tube. Among these the region of inner-tube is selected for the object of analysis. Geometric structure which includes the noise generation is analyzed by the statistical and functional methodology. The analysis is carried on spacially and line by line. It verifies the geometrical transfigure from the circle configuration of steel-tube and noise variation. The estimation of fitting function and its error are the geometric factors. The statistics such as standard deviation, mean and signal-to-noise ratio are noise parameters for discrimination. These factors are considered under the intensity variation which is the penetrative strength of radiation. The analysing results show that the original geometry of circle is preserved in the form of elliptic or short/long diameter circle, and the noise deviation has increased inverse proportional to the radiation intensity.