• Title/Summary/Keyword: Result Analysis and Evaluation

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A Study on Automatic Missing Value Imputation Replacement Method for Data Processing in Digital Data (디지털 데이터에서 데이터 전처리를 위한 자동화된 결측 구간 대치 방법에 관한 연구)

  • Kim, Jong-Chan;Sim, Chun-Bo;Jung, Se-Hoon
    • Journal of Korea Multimedia Society
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    • v.24 no.2
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    • pp.245-254
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    • 2021
  • We proposed the research on an analysis and prediction model that allows the identification of outliers or abnormality in the data followed by effective and rapid imputation of missing values was conducted. This model is expected to analyze efficiently the problems in the data based on the calibrated raw data. As a result, a system that can adequately utilize the data was constructed by using the introduced KNN + MLE algorithm. With this algorithm, the problems in some of the existing KNN-based missing data imputation algorithms such as ignoring the missing values in some data sections or discarding normal observations were effectively addressed. A comparative evaluation was performed between the existing imputation approaches such as K-means, KNN, MEI, and MI as well as the data missing mechanisms including MCAR, MAR, and NI to check the effectiveness/efficiency of the proposed algorithm, and its superiority in all aspects was confirmed.

A Study on the Features of the Classified Customers through Pre-evaluation on the Recommender System (추천시스템에서 사전평가에 의해 선별된 고객의 특성에 관한 연구)

  • Lim, Jae-Hwa;Lee, Seok-Jun
    • Korean Business Review
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    • v.20 no.2
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    • pp.105-118
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    • 2007
  • Recommender system is the tool for E-commerce company based on the internet for increasing their sales ratio in the market. Recommender system suggests the list of items which night be wanted by customers. This list generated by the result of customers' preference prediction through the prediction algorithm automatically. Recommender system will be able to offer not only the important information for marketing strategy but also reduce the cost of customers' information retrieval trough the analysis of customers' purchase patterns and features. But there are several problems like as the extension of the users and items scales and if the recommendation to customers generated by unreliable recommender system makes the customer royalty to the system to weaken. In this study, we propose the criterion for pre-evaluation on the prediction performance only using the preference ratings on the items which are rated by customers before prediction process and we study the features of customers who are classified through this classification criterion.

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Analysis of Korean Drama Viewing in Japanese Viewers -Effects of Historical Recognition with Korea and Japan- (일본 시청자의 한국 드라마 시청에 관한 연구 -한일 역사 인식에 따른 한국 드라마 시청 성과를 중심으로-)

  • Kim, Mi Sun;Yu, Sae Kyung
    • The Journal of the Korea Contents Association
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    • v.14 no.5
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    • pp.44-54
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    • 2014
  • This study explores the influence of viewing Korean TV drama on the Japanese attitude toward Korea. Especially this study focuses how Japanese's recognition about Korea and Japanese history influence the evaluation of Korean TV drama. This study conducts survey on 250 Japanese female viewers. As result, it was founded that the historical recognition of Japanese have positive effects on viewing evaluation and Korea national image. The findings suggests that the historical recognition with Korea and Japan worked a important factor for Korean dram flow. It is necessary to reconsider cultural-diplomatical policy to rectify the historial recognition.

Nondestructive Evaluation of Free Acid Content in Apples using Near-infrared Spectroscopy (근적외 분광분석법을 응용한 사과의 유리산 함량 측정)

  • Sohn, Mi-Ryeong;Cho, Rae-Kwang
    • Applied Biological Chemistry
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    • v.41 no.3
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    • pp.234-239
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    • 1998
  • In non-destructive evaluation of free acid content in apples by near- infrared spectroscopy(NIRS), browning and heat treatment of squeezed apple juice affected to the accuracy but titrable alkali concentration did not. The free acid content in apples after harvest was able to determine using different apples in harvest time for calibration making. The result of MLR, multiple correlation coefficient(R) was 0.77 and standard error of prediction(SEP) was 0.03%. The free acid content in apples during storage was able to determine using calibration equation established with stored apples, R was 0.90 and SEP was ca. 0.04%. The prediction accuracy by LAIR was not sufficient for use of quantitative analysis of free acid content in apple, but classification of law and high level in acid content was supposed to be applicable.

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Evaluation of the J integral of a CT specimen by FEM (FEM에 의한 CT시험편의 J 적분 해석에 관한 연구)

  • Kim, Won Beom
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.11
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    • pp.6440-6445
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    • 2014
  • In steel structures, including ships and offshore structures, defects induced during construction or in use causes cracks and damages. Calculation of the stress intensity factor (SIF) K is one method for crack analysis by fracture mechanics approach. In this paper, an evaluation of K was carried out using the J integral. In particular, in this study, a CT specimen was used to calculate the J integral. In the evaluation, 859 nodes and 1618 elements were used for the J integral calculation of the CT specimen by the in-house FEM program. A comparison of the result with the ASTM formula showed that the results from the current research of the J integral was in the 99% coincidence interval. Overall, cracks in this study can be studied satisfactorily by the J integral from the above mesh size.

A Study on the Determinants Which Influence on Evaluating the Silver Welfare Facilities (노인복지시설평가에 영향을 미치는 요인에 관한 실증연구)

  • Hyun, Dai-Cheon;Lee, Sung-Hwan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.9 no.2
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    • pp.515-522
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    • 2008
  • This study is to search the determinants which influence on evaluating the silver welfare facilities, of which data for this study were collected from the survey on the evaluation of social welfare facilities which were enforced by the Ministry of Health and Welfare in 2006. As the results, all the factors for the management of those facilities, such as facility and environment, management of organization and human resource, service quality, and community relation, influences significantly on silver welfare facility. Among the factors, the development of service quality should be taken care of, since service quality strongly explains the result of evaluation through the regression analysis. In regard of the fundamental factors, the juridical fund itself has no influence on the evaluation of the institutes, while the patronage fund for the facilities has significant influence on silver welfare facilities except elderly housing. However, the fundamental support from government has negative influence on the facilities for specialized nursing.

Economic Evaluation for Korea Type of 300 MW IGCC Demonstration Plant Technology Development Project (실물옵션을 활용한 한국형 300 MW급 IGCC 실증플랜트 기술개발사업의 경제성 분석)

  • Eom, Su-Jeong;Nam, Young-Sik
    • Journal of Climate Change Research
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    • v.3 no.4
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    • pp.271-280
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    • 2012
  • The study aims to analyze economic viability of Integrated Gasification Combined Cycle, an innovative technology to utilize clean coal effectively and efficiently in the era of energy crisis. The study is conducted to evaluate business value of 300 MW IGCC demonstration plant technology development based on binomial option, in consideration of uncertainty of fuel price. Binomial option is one of the real option valuation methods, which is ideally suited to irreversible decision making under uncertainty. With this analysis, it shows that investment value is higher compared with economic evaluation based on discounted cash flow, since this method can measure quantity. As a result, this study is proved to be economically feasible, which have a positive impact on the next generation of IGCC and the connection with Carbon Capture and Storage.

A Study on Realism of a Digital Signage using 3D Hologram (3D홀로그램을 활용한 디지털 사이니지의 사실감)

  • Lee, Young-Woo
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.24 no.9
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    • pp.1150-1157
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    • 2020
  • It is expected that if a viewer feels the higher realism, it will increase efficiency at 3D hologram. Therefore, the purpose of this study is to analyze the effects of the evaluation factors on realism for digital signage using 3D holograms. For empirical analysis, the evaluation factors were derived and built up hypothesis(The evaluation factors of digital signage using 3D holograms will affect the realism). As a result of the experiment, Hypothesis 1 (Social presence) and 3 (Harmony with the space) were adopted while Hypothesis 2 (Graphic's elaboration) was rejected. Finally, research has shown that in order to improve the realism of digital signage using 3D holograms, the contents should be produced in consideration of presence so that the viewers could feel as if they were actually inside of contents rather than expressed extremely well made higher image resolution. Hence, the 3D hologram contents should be installed in a place where it would fit well with the space around it.

Service Quality assessment for Food & Beverage Product of Hotel (관광호텔 식음료상품 서비스품질 평가)

  • 김승희
    • Culinary science and hospitality research
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    • v.5 no.2
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    • pp.447-467
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    • 1999
  • Most published work on product quality focuses on manufactured goods. The subject of service quality has received less attention. This distinction is important because some of the quality-improving strategies avaliable to manufacturers may be inappropriate for service firms. Services are performances, not objects. They are often produced in the presence of the customer, as in the cause of hotel restaurant services, quality occurs during service delivery, usually in an interaction between the customer and contact personnel of service firm. for this reason, service quality is highly dependent on the performance of employees, an organizational resource that cannot be controlled to the degree that components of tangible goods can be engineered. The study has begun as a basic study for customer satisfaction-oriented management in understanding the service quality of food & beverage products and through a systematic analysis of it. The major purpose of the study was to examine the relationship of the customer satisfaction and service quality in consideration of reliability, empathy, responsiveness, tangibility and assurance. An empirical research was conducted based on the previous theoretical studies. 286 customer at first class hotels in Seoul were selected as samples of this study. The time period of research was from February through March 1999, and answers were processed by SAS to yield frequency analysis, multivariate statistical analysis and regression analysis. The finding of the statistical treatment are frequencies, factor analysis, multiple regression analysis, path analysis. SERVQUAL method was used the service quality evaluation methods. After factor analysis, it was resulted to 3 factors. those were factor 1(assurance.empathy.responsiveness), factor 2(reliability), factor 3(tangibility). The findings of the statistical treatment are as follows. First, the attribute measurement of performance service quality was affected by customer satisfaction. Second, the attribute measurement of performance service qualify was affected by repurchase intention. Third, The attribute measurement of performance customer satisfaction was affected by repurchase intention. The result of study model was followed, service quality was affected repurchase intention than customer satisfaction. indirected effect through, service duality and customer satisfaction was affected repurchase intention.

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Analysis of Important Indicators of TCB Using GBM (일반화가속모형을 이용한 기술신용평가 주요 지표 분석)

  • Jeon, Woo-Jeong(Michael);Seo, Young-Wook
    • The Journal of Society for e-Business Studies
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    • v.22 no.4
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    • pp.159-173
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    • 2017
  • In order to provide technical financial support to small and medium-sized venture companies based on technology, the government implemented the TCB evaluation, which is a kind of technology rating evaluation, from the Kibo and a qualified private TCB. In this paper, we briefly review the current state of TCB evaluation and available indicators related to technology evaluation accumulated in the Korea Credit Information Services (TDB), and then use indicators that have a significant effect on the technology rating score. Multiple regression techniques will be explored. And the relative importance and classification accuracy of the indicators were calculated by applying the key indicators as independent features applied to the generalized boosting model, which is a representative machine learning classifier, as the class influence and the fitness of each model. As a result of the analysis, it was analyzed that the relative importance between the two models was not significantly different. However, GBM model had more weight on the InnoBiz certification, R&D department, patent registration and venture confirmation indicators than regression model.