• 제목/요약/키워드: Pairwise Comparison

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크라우드 소싱 기반 딥러닝 선호 학습을 위한 쌍체 비교 셋 생성 (Generating Pairwise Comparison Set for Crowed Sourcing based Deep Learning)

  • 유기현;이동기;이창우;남광우
    • 한국산업정보학회논문지
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    • 제27권5호
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    • pp.1-11
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    • 2022
  • 딥러닝 기술의 발전에 따라 학습을 통해 선호도 랭킹 추정을 하기 위한 다양한 연구 개발이 진행되고 있으며, 웹 검색, 유전자 분류, 추천 시스템, 이미지 검색 등 여러 분야에 걸쳐 이용되고 있다. 딥러닝 기반의 선호도 랭킹을 추정하기 위해 근사(approximation) 알고리즘을 이용하는데, 이 근사 알고리즘에서 적정한 정도의 정확도를 보장할 수 있도록 모든 비교 대상에 k번 이상의 비교셋을 구축하게 되며, 어떻게 비교셋을 구축하느냐가 학습에 영향을 끼치게 된다. 이 논문에서는 크라우드 소싱 기반의 딥러닝 선호도 측정을 위한 쌍체 비교 셋을 생성하는 새로운 알고리즘인 k-disjoint 비교셋 생성 알고리즘과 k-체이닝 비교셋 생성 알고리즘을 제안한다. 특히 k-체이닝 알고리즘은 기존의 원형 생성 알고리즘과 같이 데이터 간의 연결성을 보장하면서도 안정적인 선호도 평가를 지원할 수 있는 랜덤적 성격도 함께 가지고 있음을 실험에서 확인하였다.

시스템엔지니어링에 기반한 원자력 사업대상국가 평가방법 연구 (Study on Prioritizing the countries for BOT nuclear power project using Analytic Hierarchy Process)

  • 최선우;;노명섭
    • 시스템엔지니어링학술지
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    • 제9권2호
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    • pp.1-6
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    • 2013
  • Developing Build-Own (or Operate)-Transfer (BOT) nuclear power project carrying large capital in the long term requires initially well-made multi-decision which it prevents sorts of risks from unexpected situation of target countries. In order to analyze the feasibility of project country, the Analytic Hierarchy Process is adopted. Firstly, the factors influencing the success of BOT nuclear power project in overseas countries were investigated through the literature survey for the country risk and were evaluated by expert interview for estimating comparative weight through pairwise comparison between such factors. Finally, it is developed comparative database of alternate countries with respect to each factor. This analytic method enables the developer to select and focus on the country which has preferable circumstance so that it enhances the efficiency of the project promotion. Also, it enables the developer to quantify the qualitative factors so that it diversifies the project success strategy and policy for the target country.

국제물류분야의 제3자 물류업체 선정을 위한 우선순위 요소 결정 (Deciding of the Priority Elements for Choosing Third-Party Logistics Provider in International Logistics)

  • 하창승
    • 수산해양교육연구
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    • 제25권5호
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    • pp.1214-1223
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    • 2013
  • The purpose of this work is to analyze the factors, criteria and importance that shippers in the international logistics industry take into account in choosing third-party logistics, and thereby to propose the directions of the areas and functions that third-party logistics will need to enhance on the basis of Analytic Hierarchy Process (AHP) methodology. To do that, this work collected and analyzed materials about changing environments of logistic industry and previous studies, and especially conducted a questionnaire survey on the factors to choose third-party logistics with the study subjects of shippers in the international logistics industry. To draw attribute factors, this work repeatedly chose and classified candidate factors through Delphi technique on the basis of the data of previous studies. The analysis results are presented as follows: regarding pairwise comparison between logistic cost and logistic service in relation of conflict, logistic service was recognized to be more important than logistic cost; regarding pairwise comparison between corporate capability and logistic cost, logistic cost was recognized to be more important; and regarding comprehensive evaluation, logistic service factors, including accuracy of order handling, service reliability, freight damage and compensation, a degree of fulfillment of promise, quality of transportation, and problem-solving ability, were found to be in high position.

계층분석과정(AHP)을 이용한 해외 한식당 브랜드 커뮤니케이션 전략의 우선순위 결정 (Application of Analytical Hierarchy Process in Strategy Priority Decision-making for Brand Communication by Korean Restaurants Overseas)

  • 차성미;양일선;백승희;김윤지;정진이
    • 한국식생활문화학회지
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    • 제27권3호
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    • pp.274-284
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    • 2012
  • This study presents the Analytical Hierarchy Process (AHP) as a potential decision-making method for obtaining the relative weights of alternatives through pairwise comparison in the context of hierarchical structure. The aim of this study was to elicit prior strategies for brand communication for Korean restaurants overseas. We created a questionnaire and surveyed experts at government agencies, restaurant companies, and universities from October to November 2011. By applying the pairwise comparison matrix, relevance was perceived as a more important strategy evaluation criteria than effectiveness or urgency. The highest-ranked strategy was the 'Identification of the BI and positioning of Korean restaurants' followed by 'Development of Korean food content for overseas promotion', 'Development of locally customized Korean food recipes and new Korean menus', 'Development of marketing communication strategies for Korean restaurants by countries', and 'Development of Korean restaurant differentiation strategies'. The results of this study can be used for effective Korean food globalization by enhancing the competitiveness in the world market.

A DECISION-MAKER CONFIDENCE LEVEL BASED MULTI-CHOICE BEST-WORST METHOD: AN MCDM APPROACH

  • SEEMA BANO;MD. GULZARUL HASAN;ABDUL QUDDOOS
    • Journal of applied mathematics & informatics
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    • 제42권2호
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    • pp.257-281
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    • 2024
  • In real life, a decision-maker can assign multiple values for pairwise comparison with a certain confidence level. Studies incorporating multi-choice parameters in multi-criteria decision-making methods are lacking in the literature. So, In this work, an extension of the Best-Worst Method (BWM) with multi-choice pairwise comparisons and multi-choice confidence parameters has been proposed. This work incorporates an extension to the original BWM with multi-choice uncertainty and confidence level. The BWM presumes the Decision-Maker to be fully confident about preference criteria vectors best to others & others to worst. In the proposed work, we consider uncertainty by giving decision-makers freedom to have multiple choices for preference comparison and having a corresponding confidence degree for each choice. This adds one more parameter corresponding to the degree of confidence of each choice to the already existing MCDM, i.e. multi-choice BWM and yields acceptable results similar to other studies. Also, the consistency ratio remained low within the acceptable range. Two real-life case studies are presented to validate our study on proposed models.

정책사업 신뢰성과 타당성 향상을 위한 우선순위 의사결정모형 (- A Study on the Priority Evaluation Model to Improve the Reliability & Feasibility of Public Projects -)

  • 서장훈;장현수;박명규
    • 대한안전경영과학회지
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    • 제6권4호
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    • pp.107-122
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    • 2004
  • This study aims to examine the usefulness on the Evaluation Process for the Feasibility & Priority of A Certain Public Projects. and the Methodology used AHP(Analytic Hierarchy Process) which used pairwise comparisons of the alternatives and criteria for solving discrete alternative multicriteria decision problems. In this paper, we present a similar phenomenon, rank reversal problem, when we apply the AHP to group decision making process. The problem is identified by an example problem in that the previous rank order of Public Projects choices. we also present three different methods to prevent the undesirable characteristic of the original AHP in appling to Decision Making Process.

이산형 다기준 시뮬레이션 최적화를 위한 대화형 방법 (An Interactive Method for Multicriteria Simulation Optimization with Integer Variables)

  • 신완선;김재용
    • 대한산업공학회지
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    • 제22권4호
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    • pp.633-649
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    • 1996
  • An interactive multicriteria method, which is called the Modified Pairwise Comparison Stochastic Cutting Plane (MPCSCP) method, is proposed for determining the best levels of the integer decision variables needed to optimize a stochastic computer simulation with multiple response functions. MPCSCP combines good features from interactive tradeoff cutting plane methods and response surface methodologies. The proposed method uses a simple pairwise man-machine interaction and searches an integer space uniformly by using the experimental design which evaluates the decision space centering around an integer center point. The characteristics of the proposed method are investigated through an extensive computational study. The parameter configurations examined in the study are (1) variability of the sampling errors, (2) the size of experimental design, (3) the relaxation of cutting planes, and (4) the levels of decision maker's inconsistency.

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쌍대비교행렬 분석 기법을 적용한 스마트 자동 인상 시스템의 성능 분석 (Performance Analysis of Smart Automatic Jack-Up System Using the Pairwise Comparison Matrix Analysis Method)

  • 김성조;지용수;김봉식;한동석
    • 한국전산구조공학회논문집
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    • 제35권1호
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    • pp.9-14
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    • 2022
  • 본 논문에서는 유지보수를 위한 구조물 인상 시 위험도 분석을 수행하여 안전사고를 방지할 수 있는 스마트 자동 인상 시스템을 개발하였다. 쌍대비교행렬 분석 기법을 활용하여 위험도를 분석할 수 있는 정량적 위험도 분석 프로그램을 개발하였고, 이를 자동 인상시스템과 연계하여 구조물 인상과 동시에 실시간으로 위험도 분석을 하였다. 자동 인상 시스템의 구성요소 중 거리측정센서로 구조물 인상 시의 변위를 측정하고, 측정된 변위는 정량적 위험도 분석 프로그램에 입력되어 위험도를 분석한다. 개발한 스마트 자동 인상 시스템의 성능을 확인하기 위해 실제 교량을 대상으로 실험을 수행하였으며, 구조물 인상과 동시에 위험도 분석이 가능한지를 확인하였다. 스마트 자동 인상 시스템의 성능을 평가하기 위해 인상실험 시 검증된 LVDT(linear variable differential transformer)를 함께 설치하였으며 거리측정센서와 LVDT로 측정되는 변위로 최대 인상량과 구역별 단차를 분석하였다. 인상장치의 동시 작동에 대한 성능을 통계적 분석방법인 분산분석(analysis of variance) 방법을 이용하여 성능을 검증하였다.

Evaluation by Fuzzy Checklist

  • Kim, Kuk
    • 대한산업공학회지
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    • 제14권1호
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    • pp.57-71
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    • 1988
  • Checklist method is rapid and comprehensive to evaluate in practice. Check items are commonly rated by subjective utility function; i.e., evaluator's significant judgment. Since human judgment includes fuzziness (vagueness) inherently in spite of its significance, fuzzy set theory is useful in this case. The paper illustrates a evaluation method using fuzzy checklist where check items are rated as fuzzy numbers. Pairwise comparison data is used to determine the weights of check items, since it has comparative advantage for human's fuzzy judgment. Sample of BASIC program is provided for microcomputer. When uncertainty is due to subjectivity or imprecision of data, this method can be applied to practical problems widely.

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기술대체안의 운선순위 설정을 위한 2분화 계층분석방법의 개발 (Development of Analytic Dicho-Hierarchy Process for Setting Priority of Technological Alternatives)

  • 조근태;권철신
    • 기술경영경제학회:학술대회논문집
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    • 기술경영경제학회 2000년도 제17회 하계학술발표회 논문집
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    • pp.35-46
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    • 2000
  • The Analytic Hierarchy Process(AHP) model developed by Saaty is a very useful decision-making model designed for selecting and evaluating project alternatives through $\ulcorner$pairwise comparison$\lrcorner$ in the context of hierarchical structure. In this paper, we construct a modified AHP model named Analytic Dicho-Hierarchy Process (ADHP) model necessary for evaluating technology alternatives.

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