• 제목/요약/키워드: Rating Methods

검색결과 2,090건 처리시간 0.028초

신경망 분리모형과 사례기반추론을 이용한 기업 신용 평가 (Corporate Credit Rating using Partitioned Neural Network and Case- Based Reasoning)

  • 김다윗;한인구;민성환
    • Journal of Information Technology Applications and Management
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    • 제14권2호
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    • pp.151-168
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    • 2007
  • The corporate credit rating represents an assessment of the relative level of risk associated with the timely payments required by the debt obligation. In this study, the corporate credit rating model employs artificial intelligence methods including Neural Network (NN) and Case-Based Reasoning (CBR). At first we suggest three classification models, as partitioned neural networks, all of which convert multi-group classification problems into two group classification ones: Ordinal Pairwise Partitioning (OPP) model, binary classification model and simple classification model. The experimental results show that the partitioned NN outperformed the conventional NN. In addition, we put to use CBR that is widely used recently as a problem-solving and learning tool both in academic and business areas. With an advantage of the easiness in model design compared to a NN model, the CBR model proves itself to have good classification capability through the highest hit ratio in the corporate credit rating.

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뇌전증 소아청소년 부모들의 우울증에 대한 침구치료 효과 (Acupuncture Treatment of Depression in Epilepsy Children and Adolescent's Parents)

  • 김연진
    • Korean Journal of Acupuncture
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    • 제33권2호
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    • pp.84-88
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    • 2016
  • Objectives : To assess and compare the effectiveness of acupuncture treatment of depression in epilepsy children and adolescent's parents. Methods : 20 cases of depression in epilepsy children and adolescent's parents were investigated in Southern TCM Centre, Southern University College, Malaysia. Subjects were randomly divided into two groups; Acupuncture treatment group and Herbal medication treatment group. Family relationships questionnaires and Hamilton Depression Rating Scale were used before, after 4 weeks and 8 weeks treatments in order to investigate the effectiveness of treatment. Results : After 4 weeks Acupuncture treatment group showed significant reduction in the Hamilton Depression Rating Scale. On the other hand, after 8 weeks both groups showed significant reduction in Hamilton Depression Rating Scale. Conclusions : The result suggests that the effectiveness of Acupuncture treatment is comparable with treat of Herbal medication treatment to reduce parent's Hamilton Depression Rating Scale.

Corporate credit rating prediction using support vector machines

  • 이영찬
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2005년도 공동추계학술대회
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    • pp.571-578
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    • 2005
  • Corporate credit rating analysis has drawn a lot of research interests in previous studies, and recent studies have shown that machine learning techniques achieved better performance than traditional statistical ones. This paper applies support vector machines (SVMs) to the corporate credit rating problem in an attempt to suggest a new model with better explanatory power and stability. To serve this purpose, the researcher uses a grid-search technique using 5-fold cross-validation to find out the optimal parameter values of kernel function of SVM. In addition, to evaluate the prediction accuracy of SVM, the researcher compares its performance with those of multiple discriminant analysis (MDA), case-based reasoning (CBR), and three-layer fully connected back-propagation neural networks (BPNs). The experiment results show that SVM outperforms the other methods.

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주의력결핍과잉행동장애의 진단 및 평가 - 행동평정척도들을 중심으로 - (Assesment and Diagnosis of Attention Deficit Hyperactivity Disorder(ADHD) - Focusing on Behavior Rating Scales -)

  • 장규태;한윤정
    • 대한한방소아과학회지
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    • 제20권2호
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    • pp.147-175
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    • 2006
  • Objective : This study is to investigate the method for assesment and diagnosis of ADHD, especially focusing on behavior rating scales. Methods : We searched the recent date of the publication and paper in ADHD. Results : For Assesment and Diagnosis of ADHD, various method such as interview with parents, child and teacher, behavior observation, behavior rating scales and neuropsychological test are used. The structured interview consists of the restrictive questions and response, and then have diagnostic algorithm, consequently can be used by untrained clinicians. Of the structured interview, standardization of K-SADS in Korean version is finished. Behavior rating scales, the form of parent, teacher and self-report questionnaires, are used as diagnosis and treatment evaluation of ADHD. Behavior rating scales consist of both ADHD-specific scales and broad-band scales designed to screen for various symptoms (including ADHD symptoms). ADHD-specific scales are useful in differential diagnosis, discrimination of subtype, treatment evaluation, However, broad-band scales are useful in preliminary examination. The neuropsychological tests can evaluate attention deficit and effect of attention deficit on cognitive function and academic performance. The neuropsychological tests also used in diagnosis and treatment evaluation of ADHD. Conclusion : For Assesment and Diagnosis of ADHD, various method are used, especially behavior rating scales are both useful and simple tool for diagnosis and treatment evaluation.

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Assessment of the Global Rating of Knee Function in Patients Following Anterior Cruciate Ligament Reconstruction

  • Ross, Michael D;Prall, Joshua
    • Physical Therapy Rehabilitation Science
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    • 제11권1호
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    • pp.1-7
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    • 2022
  • Objective: The purpose of this study was to assess the validity of the global rating of knee function as a measure of participation restrictions experienced during activities of daily living and sports by patients with a history of anterior cruciate ligament reconstruction (ACLR). Design: Cross-sectional study. Methods: Forty-three subjects (33 males, 10 females, age=20.3 ± 1.3 years), at a mean of 31.2 ± 14.4 months following ACLR, participated in this study. During testing, subjects were first asked to provide a global rating of function by assessing their level of knee function on a 0 to 100 scale, with 0 points representing complete loss of function due to their knee injury and 100 points representing their level of function prior to their knee injury. After providing a global rating of function, subjects completed the Knee Outcome Survey (KOS) Activities of Daily Living Scale (ADLS) and Sports Activity Scale (SAS), which served as the measure of participation restrictions in this study. Results: Pearson product correlations revealed moderate relationships between the global rating of function and the ADLS (r=0.66, p<0.0001) and SAS (r=0.69, p<0.0001). Conclusions: The global rating of knee function provides a valid measure of participation restrictions experienced during activities of daily living and sports by patients with a history of ACLR.

러프집합을 이용한 통합형 채권등급 평가모형 구축에 관한 연구 (A Hybrid Credit Rating System using Rough Set Theory)

  • 박기남;이훈영;박상국
    • 한국경영과학회지
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    • 제25권3호
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    • pp.125-135
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    • 2000
  • Many different statistical and artificial intelligent techniques have been applied to improve the predictability of credit rating. Hybrid models and systems have also been developed by effectively combining different modeling processes or combining the outcomes of individual models. In this paper, we introduced the rough set theory and developed a hybrid credit rating system that combines individual outcomes in terms of rough set theory. An experiment was conducted to compare the prediction capability of the system with those of other methods. The proposed system based on rough set method outperformed the others.

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구조신뢰성(構造信賴性) 방법에 의한 도로교(道路橋)의 내하력(耐荷力) 평가(評價)에 관한 연구(硏究) (A Study on the Evaluation of Load Carrying Capacity of Highway Bridges based on Structural Reliability Methods)

  • 신재철;조효남;장동일
    • 대한토목학회논문집
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    • 제7권2호
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    • pp.107-120
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    • 1987
  • 본(本) 논문(論文)은 실용적(實用的)인 이차(二次)모멘트 신뢰성이론(信賴性理論)을 사용하여 체계적(體系的)이며 이론적(理論的)인 내하력산정(耐荷力算定) 방법(方法)을 제안(提案)하는데 연구(硏究)의 주안점을 두고 있다. 그리고 교량내하력(橋梁耐荷力) 평가(評價)의 새로운 접근 방법을 본(本) 논문(論文)을 통하여 시도하고자 한다. 이 새로운 방법의 기본개념(基本槪念)은 극심한 주행(走行)트럭하중을 받는 교량(橋粱)의 내하력(耐荷力)의 신뢰성수준(信賴性水準)을 신뢰성지수(信賴性指數) ${\beta}$로 나타내는 데 있다. 본(本) 논문(論文)에서 제안(提案)된 내하력(耐荷力) 판정공식(判定公式)으로 몇 개의 실존교량(實存橋粱)에 대하여 적용하여 보았으며 그 결과(結果)를 현행(現行)의 내하력(耐荷力) 판정공식(判定公式)을 적용하여 얻은 결과(結果)와 비교(比較)하여 보았다. 신뢰성이론(信賴性理輪)에 기초한 교량내하력평가(橋粱耐荷力評價) 공식(公式)은 가까운 장래에 저항(抵抗)과 하중효과(荷重效果)에 대한 기초적(基礎的)인 통계자료(統計資料)가 확보되는 대로 현행(現行)의 내하력평가(耐荷力評價) 방법(方法)에 대치될 수 있을 것으로 판단된다.

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청각적(聽覺的) 성음분석(聲音分析)을 통한 사상체질진단(四象體質診斷)에 관한 연구(硏究) (A Study on the Sasang Constitutional Diagnosis by Perceptual Voice Analysis)

  • 유준상;김달래
    • 사상체질의학회지
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    • 제16권3호
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    • pp.46-58
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    • 2004
  • 1. Objectives This study was performed by means of perceptual evaluation of the voices of Sasang Constitution. 2. Methods 73 female subjects were classified by means of 3 kinds of Questionnaire papers(QSCCII, QSCCI, Sasang Pattern Identification Questionnaire). So they were categorized into 3 groups, 23 Soyangin, 28 Taeumin and 22 Soeumin. 73 voice samples were presented three times to a group of 5 judges. The time interval between ratings was 14 days. The four goals of this study were to evaluate the intraobserver reliability between each rating, to evaluate the interobserver reliability, to evaluate the reliability between the each rating and Questionnaire result and to make the notion of the consensus of Sasang Constitution's Voice. 3. Results & Conclusions The intraobserver reliability between the first and second rating showed significance statistically among all observers. And the intraobserver reliability between the second and third rating showed significance except one observer. The interobserver reliability among the three ratings showed significance statistically except one to two observers in the first rating and other one to another one in the second rating. In the reliability between the each rating and Questionnaire result, one in the first rating, other one in the second rating and another two in the third rating showed significance. To make the notion of the consensus of Sasang Constitution's Voice, classification into 4 categories was made: clear/hoarse, high/low, fast/slow, powerful/powerless. The voice of Soyangin group was classified as powerful and fast, and that of Taeumin group as powerful, hoarse and low and that of Soeumin group as powerless and slow.

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디자인씽킹 기법을 활용한 캡스톤디자인 수업이 대학생의 수업 만족도에 미치는 효과 분석 (Analysis of the effects of capstone design class utilizing the design thinking technique of class satisfaction of college students)

  • 이승희;정효경
    • 대한치과기공학회지
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    • 제42권4호
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    • pp.394-401
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    • 2020
  • Purpose: The present study is an analysis of the extents of class satisfaction of college students who had applied the design thinking technique to capstone design class. Methods: The experimental method involved an analysis of 122 cases of data where advance and post replies were performed for the subject by students who had applied the design thinking technique and students who had not. The students involved had attended the capstone design class as a junior in the Department of Dental Technology at D University. Results: In the satisfaction with performance process of the capstone design class, five questions among nine had a high positive rating, while all eight questions on the satisfaction with performance methods had a high negative rating. Among ten questions on subjective learning outcomes, six showed a high positive rating. After the application of the design thinking class method, all mean values of the group with the application were higher than the group with no application in satisfaction with performance process, satisfaction with performance method, and subjective class outcomes. Hence, the design thinking class did have positive effects on the students' improvement of class. Conclusion: Based on the results of the study, it is implied that the considerations about diverse class composition methods and operation methods capable of improving the students' satisfaction are needed for efficient operation of the capstone design class.

Determination and application of the weights for landslide susceptibility mapping using an artificial neural network

  • Lee, Moung-Jin;Won, Joong-Sun;Yu, Young-Tae
    • 한국GIS학회:학술대회논문집
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    • 한국GIS학회 2003년도 공동 춘계학술대회 논문집
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    • pp.71-76
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    • 2003
  • The purpose of this study is the development, application and assessment of probability and artificial neural network methods for assessing landslide susceptibility in a chosen study area. As the basic analysis tool, a Geographic Information System (GIS) was used for spatial data management. A probability method was used for calculating the rating of the relative importance of each factor class to landslide occurrence, For calculating the weight of the relative importance of each factor to landslide occurrence, an artificial neural network method was developed. Using these methods, the landslide susceptibility index was calculated using the rating and weight, and a landslide susceptibility map was produced using the index. The results of the landslide susceptibility analysis, with and without weights, were confirmed from comparison with the landslide location data. The comparison result with weighting was better than the results without weighting. The calculated weight and rating can be used to landslide susceptibility mapping.

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