• Title/Summary/Keyword: Value evaluation model

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Correlation Analysis of Airline Customer Satisfaction using Random Forest with Deep Neural Network and Support Vector Machine Model

  • Hong, Sang Hoon;Kim, Bumsu;Jung, Yong Gyu
    • International Journal of Internet, Broadcasting and Communication
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    • v.12 no.4
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    • pp.26-32
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    • 2020
  • There are many airline customer evaluation data, but they are insufficient in terms of predicting customer satisfaction in practice. In particular, they are generally insufficient in case of verification of data value and development of a customer satisfaction prediction model based on customer evaluation data. In this paper, airline customer satisfaction analysis is conducted through an experiment of correlation analysis between customer evaluation data provided by Google's Kaggle. The difference in accuracy varied according to the three types, which are the overall variables, the top 4 and top 8 variables with the highest correlation. To build an airline customer satisfaction prediction model, they are applied to three classification algorithms of Random Forest, SVM, DNN and conduct a classification experiment. They are divided into training data and verification data by 7:3. As a result, the DNN model showed the lowest accuracy at 86.4%, while the SVM model at 89% and the Random Forest model at 95.7% showed the highest accuracy and performance.

Library Marketing Model (도서관 마케팅 모형)

  • Lee, Seongsin
    • Journal of Korean Library and Information Science Society
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    • v.45 no.3
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    • pp.249-270
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    • 2014
  • The purpose of this research is to suggest a library marketing model. To achieve the study purpose, this research adopted content analysis methodology. The research papers relating to the subject library marketing were analyzed using qualitative content analysis method. In addition, the study result was revised through the comparison with the general nonprofit marketing process model. As a result, library marketing model was proposed. The final library marketing model was composed of the following elements: 1)Customers(Library users), 2)Internal environmental changes, 3)External environmental changes, 4)Set library marketing goals, 5)Various library marketing strategies, 6)Specific marketing strategy tactics, 7)Implementation of the tactics, 8)Evaluation, 9)Positive evaluation result, 10)Negative evaluation result, 11)Customer satisfaction, 12)Increased library usage rate. and 13)Establishment the positive social value of library.

Development of a Numerical Algorithm for the Evaluation of Aerodynamic Driving Stability of a Vehicle (주행차량의 공기역학적 주행안전성 평가를 위한 알고리즘 개발연구)

  • Kim, Chul-Ho;Kim, Chang-Sun;Lee, Seung-Hyun
    • Transactions of the Korean Society of Automotive Engineers
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    • v.24 no.3
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    • pp.265-272
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    • 2016
  • The objective of vehicle aerodynamic design is on the fuel economy, reduction of the harmful emission, minimizing the vibration and noise and the driving stability of the vehicle. Especially for a sedan, the driving stability of the vehicle is the main concern of the aerodynamic design of the vehicle indeed. In this theoretical study, an evaluation algorithm of aerodynamic driving stability of a vehicle was made to estimate the dynamic stability of a vehicle at the given driving condition on a road. For the stability evaluation of a driving vehicle, CFD simulation was conducted to have the rolling, pitching and yawing moments of a model vehicle and compared the values of the moments to the resistance moments. From the case study, it is found that a model sedan running at 100 km/h in speed on a straight level road is stable under the side wind with 45 m/s in speed. But the different results may be obtained on the buses and trucks because those vehicles have the wide side area. From the case study of the model vehicle moving on 100 km/h speed with 15 m/s side wind is evaluated using the numerical algorithm drawn from the study, the value of yawing moment is $608.6N{\cdot}m$, rolling moment $-641N{\cdot}m$ and pitching moment $3.9N{\cdot}m$. These values are smaller than each value of rotational resistance moment the model vehicle has, and therefore, the model vehicle's driving stability is guaranteed when driving 100 km/h with 15 m/s side wind.

The Design and Application of a Meta-evaluation Model for National R&D Programs (국가연구개발사업 메타평가모형 설계와 응용)

  • Ryu, Youngsoo;Choi, Byungdae;Choi, Sang Ok
    • Journal of Korea Technology Innovation Society
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    • v.17 no.4
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    • pp.703-732
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    • 2014
  • Meta-evaluation for national R&D programs should be established within the framework of whole R&D system linked with science and technology needs and objectives. The R&D program evaluation system can be understood as a circulation of input, implementation, output, and utilization. In the result of the Delphi survey, which consisted of twenty-four experts (performed in three rounds), twenty-four indices were developed. The meta-evaluation model included sub-items which were important points of view of it as follow (eight items): propriety of planning, sufficiency of information, and propriety of evaluators in evaluation input; appropriateness of method and appropriateness of procedure in evaluation implementation; credibility of output in evaluation output; and usefulness of report and application of evaluation utilization. As the application of the meta-evaluation model, the total mean was lower than 3.0 of the median value of 2.73 (5 point Likert scale). Finally, it was suggested that the feedback of evaluation results should be more enforced to R&D program improvement particularly (evaluation utilization 2.50).

A Value Evaluation Research of the Old-growth and Giant Tree - Focus on Gyeongju Gyerim's Zelkova Serrata - (노거수의 가치 평가 연구 - 경주 계림숲 느티나무를 대상으로 -)

  • Son, Hee-Jun;Xia, Tian-Tian;Kim, Young-Hun;Kang, Tai-Ho
    • Journal of the Korean Institute of Traditional Landscape Architecture
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    • v.34 no.4
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    • pp.51-56
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    • 2016
  • Old-growth and giant tree is a nonrenewable resource with great value. The purpose of this study is to provide scientific and reasonable evaluations for the preservation and management of the old-growth and giant tree. Until now the research of old-growth and giant tree's value evaluation and authoritative index is so insufficient and imperfection. Combining with the particularity of the old-growth and giant tree, this study analyzed the main value factors of the old-growth and giant tree and objectively selected the evaluation indicators. According to the actual situation value appraisal model of the old-growth and giant tree was builded. The main value factors can be divided into economic value, cultural history, growing place, tree state, tree form, tree vigor, protection level, growth environment, tree species, tree canopy, and so on. The evaluate indicators can be selected and the indicators' weight can be calculate using analytic hierarchy process methods(AHP). Based on economic value and indicators' weight, tree's total value can be revealed. After calculation and analysis, Gyeongju Gyerim Zelkova serrata's value evaluation results is 491,503,300 won. The research results of this study can provide scientific basis and reference to the old-growth and giant trees' value appraisal and loss compensation, and arouse people's environmental awareness.

Evaluation of Organization and Use of Data Model for Structural Experiment Information (구조실험정보를 위한 데이터 모델의 구성 및 사용성 평가)

  • Lee, Chang-Ho
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.28 no.6
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    • pp.579-588
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    • 2015
  • The data model for structural experiment information formally organizes the information involved in the structural experiments before the data repository using the data model is implemented. The data model is particularly required for the data repositories for the large-scale structural experiment information and the general information for various types of experiments, such as the NEEShub Project Warehouse developed by NEES. This paper proposes criteria for evaluating the organization and the use of design model for structural experiment information. The term of AVE(attribute value existence) indicates the ratio of attributes who values exist in objects, and then used for defining the Attribute AVE for the use of an attribute, the Class AVE for a class, the Class Level AVE for a class including its lower-level classes, the Project AVE for a project including all classes at class levels, and the Data Model AVE for a data model including projects. These criteria are applied to the projects in the NEES data model, and it is successively possible to numerically describe the evaluation of the use of classes and attributes in the data model.

Review on Digital Image Watermarking Based on Singular Value Decomposition

  • Wang, Chengyou;Zhang, Yunpeng;Zhou, Xiao
    • Journal of Information Processing Systems
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    • v.13 no.6
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    • pp.1585-1601
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    • 2017
  • With the rapid development of computer technologies, a number of image modification methods have emerged, which have great impacts on the security of image information. Therefore, it is necessary to protect the integrity and authenticity of digital images, and digital watermarking technique consequently becomes a research hotspot. An effort is made to survey and analyze advancements of image watermarking algorithms based on singular value decomposition (SVD) in recent years. In the first part, an overview of watermarking techniques is presented and then mathematical theory of SVD is given. Besides, SVD watermarking model, features, and evaluation indexes are demonstrated. Various SVD-based watermarking algorithms, as well as hybrid watermarking algorithms based on SVD and other transforms for copyright protection, tamper detection, location, and recovery are reviewed in the last part.

Quantitative Discomfort Evaluation for Car Ingress/Egress Motions (승용차 승하차 동작의 정량적인 불편도 평가 방법)

  • Choi, Nam-Chul;Shim, Ji-Sung;Kim, Jae-Ho;Lee, Sang-Muk;Lee, Sang-Hun
    • Korean Journal of Computational Design and Engineering
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    • v.15 no.5
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    • pp.333-342
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    • 2010
  • This paper describes a novel quantitative discomfort evaluation method based on motion data and its application to discomfort analysis of ingress/egress motions for cars. To develop the discomfort evaluation model, we introduced the discomfort regression curve and the range of motion for each degree-of-freedom of the joints of a whole human body. The maximum discomfort value for the joints at a specific time is selected to represent the discomfort value of the whole body at the time. The results of the experiments and questionnaires support the claim that our discomfort measure matches experimental subjective discomfort levels.

A Study on the Economics Evaluation using Weighted Average Cost of Capital (가중평균자본비용을 이용한 투자 안의 경제성평가에 관한 연구)

  • 김태성;구일섭
    • Journal of the Korea Safety Management & Science
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    • v.3 no.4
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    • pp.135-144
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    • 2001
  • The capital cost of the company is one that must be paid to the money owner as the price by using the money. The capital cost according to the source of money supply can be estimated by the expected profit rate undertaken by the use of the capital. But in the area of pre-existent economic evaluation, the evaluation of the company investment has been treated by the profit rate of the capital after considering the repayment conditions of the other's money or the interest. Thus in this study, in case the company makes an investment on various kinds of the capital at the same time, not make use of the capital as a one source, the economic evaluation of an investment should be handled by taking the weighted average cost of capital into consideration in proportion to the constitution of the capital cost by the sources of money supply, Especially, as the cost of the private money is very much connected with the profit rate through the stock market, the Capital Asset Pricing Model (CAPM) will be applied. This kind of economic evaluation method can be said to have much to do with the Economic Value Added : EVA) as well as to be highly thought as a standard to estimate the company' value recently To certify the usefulness of this approach, the case study of the output of the capital cost will be made for the purse of the economic evaluation of the alternative investment by using the financial statements of a motor company H.

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The Relation of Attendance Rate and Course Evaluation in Computer Practice Liberal Education (컴퓨터 실습 교양강좌에서 출석률과 강의평가의 관계)

  • Choi, Jin-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.5
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    • pp.1233-1238
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    • 2013
  • The course evaluation is used in faculty evaluation model even the grade of course evaluation has a big gap in absolute value with the characteristics of subjects. It is important to obtain the reliability of course evaluation because the result of course evaluation is fed to instructor to assure the quality of instruction. The purpose of this paper are to analyze the relation of attendance rate and course evaluation to improve the reliability of course evaluation.