• Title/Summary/Keyword: Explanation System

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Explanation-based Data Mining in Data Warehouse (데이터 웨어하우스 환경에서의 설명기반 데이터 마이닝)

  • 김현수;이창호
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 1999.03a
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    • pp.115-123
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    • 1999
  • 산업계 전반에 걸친 오랜 정보시스템 운용의 결과로 대용량의 데이터들이 축적되고 있다. 이러한 데이터로부터 유용한 지식을 추출하기 위해 여러 가지 데이터 마이닝 기법들이 연구되어왔다. 특히 데이터 웨어하우스의 등장은 이러한 데이터 마이닝에 있어 필요한 데이터 제공 환경을 제공해 주고 있다. 그러나 전문가의 적절한 판단과 해석을 거치지 않은 데이터 마이닝의 결과는 당연한 사실이거나, 사실과 다른 가짜이거나 또는 관련성 없는(trivial, spurious and irrelevant)내용만 무수히 쏟아낼 수 있다. 그러므로 데이터 마이닝의 결과가 비록 통계적 유의성을 가진다 하더라도 그 정당성과 유용성에 대한 검증과정과 방법론의 정립이 필요하다. 데이터 마이닝의 가장 어려운 점은 귀납적 오류를 없애기 위해 사람이 직접 그 결과를 해석하고 판단하며 아울러 새로운 탐색 방향을 제시해야 한다는 것이다. 본 논문에서는 데이터 마이닝 기법 중 연관규칙탐사로 얻어진 결과를 설명가능성 여부의 판단을 통해 검증하는 기법을 제안하며, 이를 통해 얻어진 검증된 지식을 토대로 일반화를 통한 새로운 가설을 생성하여 데이터 웨어하우스로부터 연관규칙을 검증하는 일련의 아텍쳐(architecture)를 제시하고다 한다. 먼저 데이터 마이닝 결과에 대한 설명의 필요성을 제시하고, 데이터 웨어하우스와 데이터 마이닝 기법들에 대한 간략한 설명과 연관규칙탐사에 대한 정의 및 방법을 보이고, 대상 영역에 대한 데이터 웨어하우스으 스키마를 보였다. 다음으로 도메인 지식(domain knowledge)과 연관규칙탐사를 통해 얻어진 결과를 표현하기위한 지식표현 방법으로 Relational Predicate Logic을 제안하였다. 연관규칙탐사로 얻어진 결과를 설명하기 위한 방법으로는 연관규칙탐사로 얻어진 연관규칙에 대해 Relational Predicate Logic으로 표현된 도메인 지식으로서 설명됨을 보이게 한다. 또한 이러한 설명(explanation)을 토대로 검증된 지식을 일반화하여 새로운 가설을 연역적으로 생성하고 이를 연관규칙탐사를 통해 검증한 후 새로운 지식을 얻는 반복적인 Explanation-based Data Mining Architecture를 제시하였다. 본 연구의 의의로는 데이터 마이닝을 통한 귀납적 지식생성에 있어 귀납적 오류의 발생을 도메인 지식을 통해 설명가능 함을 보임으로 검증하고 아울러 이러한 설명을 통해 연역적으로 새로운 가설지식을 생성시켜 이를 가설검증방식으로 검증함으로써 귀납적 접근과 연역적 접근의 통합 데이터 마이닝 접근을 제시하였다는데 있다.

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A Study on the Severity Classification in the KDRG-KM (Korean Diagnosis-Related Groups - Korean Medicine) (한의 입원환자분류체계의 중증도 분류방안 연구)

  • Ryu, Jiseon;Kim, Dongsu;Lee, Byungwook;Kim, Changhoon;Lim, Byungmook
    • The Journal of Korean Medicine
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    • v.38 no.3
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    • pp.185-196
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    • 2017
  • Backgrounds: Inpatient Classification System for Korean Medicine (KDRG-KM) was developed and has been applied for monitoring the costs of KM hospitals. Yet severity of patients' condition is not applied in the KDRG-KM. Objectives: This study aimed to develop the severity classification methods for KDRG-KM and assessed the explanation powers of severity adjusted KDRG-KM. Methods: Clinical experts panel was organized based on the recommendations from 12 clinical societies of Korean Medicine. Two expert panel workshops were held to develop the severity classification options, and the Delphi survey was performed to measure CCL(Complexity and Comorbidity Level) scores. Explanation powers were calculated using the inpatient EDI claim data issued by hospitals and clinics in 2012. Results: Two options for severity classification were deduced based on the severity classification principle in the domestic and foreign DRG systems. The option one is to classify severity groups using CCL and PCCL(Patient Clinical Complexity Level) scores, and the option two is to form a severity group with patients who belonged principal diagnosis-secondary diagnosis combinations which prolonged length of stay. All two options enhanced explanation powers less than 1%. For third option, patients who received certain treatments for severe conditions were grouped into severity group. The treatment expense of the severity group was significantly higher than that of other patients groups. Conclusions: Applying the severity classifications using principal diagnosis and secondary diagnoses can advance the KDRG-KM for genuine KM hospitalization. More practically, including patients with procedures for severe conditions in a severity group needs to be considered.

A Study on The Standardization, Refinement and Explanation Principles for Definition of New Terminologies under Electric Power Restructuring (전력산업 신생용어 제정을 위한 표준화, 순화원칙 및 뜻풀이원칙)

  • Won, Jong-Ryul;Kim, Jung-Hoon;Kwak, Hee-Ro
    • Proceedings of the KIEE Conference
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    • 2003.07a
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    • pp.62-64
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    • 2003
  • So many countries, including England & Wales. USA, Australia, New zealand. Canada and Korea. now undergo deregulation process in the power system sector. Therefore. new terminologies in this field are generated more and more. It is the same case in our country. However the meanings and uses of these terminologies are so confused. This paper proposes standardization, refinement and explanation principles of new terminologies in electric power deregulation.

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An experimental study on parallel implementation of an iterative method for large scale, sparse linear system (반복기법을 이용한 대규모, 소선형시스템의 병렬처리에 관한 연구)

  • 김상원;장수영
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1991.10a
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    • pp.6-22
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    • 1991
  • This thesis presents a parallel implementation of an iterative method for large scale, sparse linear system and gives result of computational experiments performed on both single transputer and multi transputer parallel computers. To solve linear system, we use conjugate gradient method and develope data storage techinique, data communication scheme. In addition to the explanation of conjugate gradient method, the result of computational experiment is summarized.

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Signalling System Modelling for Train Operation Simulation (열차운용 시뮬레이션을 위한 신호시스템 모델링)

  • 최규형;구세완
    • Proceedings of the KSR Conference
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    • 1998.11a
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    • pp.202-209
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    • 1998
  • This paper presents a modelling of railway facilities and signalling system based on object-oriented software development technique to simulate multi-train movements on the complex railway network. Block and interlocking functions of signalling system is modelled using Node-Link model of railway network and signal control logic, which can be used to set the train routes and control the train movement. A brief explanation of class design about these model is provided.

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Building of an Vessel Operator Support System Based on ENC (ENC기반 선박운항자 지원시스템의 구축)

  • Hong Tae-ho;Seo Ki-Yeol;Park Gyei-Kark
    • Proceedings of KOSOMES biannual meeting
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    • 2005.05a
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    • pp.135-140
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    • 2005
  • Currently, ECDIS and GPS plotters are much used as equipment providing operators with route information, but they do not have any function of automatic route creation and route explanation, so available for only experienced operators. Especially, the present situation is tint no study is made of the automatic route creation and route explanation using ENC for ECDIS, substitution system of paper chart. ENC is the electronic navigation chart that is produced using S-52, S-57 standard format required by IHQ. In this paper, an Vessel Operator Support System(VOSS) is proposed to generate an optimal route where ENC and GPS data is fusioned induding the wind direction and speed of an anemometer and tide data. The proposed system was testified by a simulation, and its effectiveness was verified.

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ON THE SPACING PATTERN OF PLANETS AND SATELLITES

  • La, Daile
    • Journal of The Korean Astronomical Society
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    • v.25 no.2
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    • pp.105-109
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    • 1992
  • We show that spacing patterns of planets and satellites in the solar system are formulatable in a single form. It is suggested that a possible explanation for the rule might be the orbital resonance effect, which has existed at an earlier epoch of the solar (planet) system. By extrapolating the formulated spacing patterns beyond the sun-Pluto distance, we find the sun-Planet X distance falls in a range ($46{\sim}79$) A. U..

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A Study on System Approach To Managerial Functioning (관리기능에 대한 체계론적 접근)

  • 이기영
    • Journal of the Korean Home Economics Association
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    • v.30 no.4
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    • pp.279-292
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    • 1992
  • The purpose of this study was to test system model for family resource management. The data were collected by means of a questionnaire distributed to the sample of 650 wives living in Seoul and Daejeon. The data were analyzed using mean, multiple regression. The result were shown as follows: 1) There were significant differences in three measure of satisfaction ―economic concern, financial satisfaction, general life satisfaction― according to contextual variables, perceived resource adequacy, planning style. 2) Planning style measures provided a unique contribution to the explanation of wives' satisfaction when contextual variables and perceived resource adequacy were controlled, but the degree of contribution was weak.

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A Note for 1.5σ Shift of Six Sigma (식스시그마의 1.5σ 이동에 대한 소고)

  • Park, Jong Hun
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.45 no.1
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    • pp.31-40
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    • 2022
  • Six Sigma is a philosophy and systematic methodology for quality improvement. It encourages continuous quality improvement efforts to achieve the ideal goal of 6σ. Sigma(σ) is a statistic representing the standard deviation of the normal distribution, and 6σ level means a level where the tolerance of the specification is six times the standard deviation of the process distribution. In terms of the defective rate, the 6σ level achieves the 0.002 defectives per one million units. However, in the field, the 6σ level is used in the sense of achieving 3.4 defects per one million opportunities, which shows a large gap from the 6σ level in the statistical viewpoint. This is because field practitioners accept a 1.5σ shift of the mean of process when calculating the defective rate under sigma level. It said that the acceptance of 1.5σ shift of the mean is from experience, but there is no research or theoretical explanation to support it logically. Although it is a non-scientific explanation based on experience, considering that there has been no objection to the 1.5σ shift for a long time and it is rather accepted, it is judged that there is a reasonable basis for the 1.5σ shift. Therefore, this study tries to find a reasonable explanation through detective power of control chart via the run-rules to the 1.5σ shift empirically recognized by practitioners.