• 제목/요약/키워드: pricing model

검색결과 544건 처리시간 0.028초

작품 가격 추정을 위한 기계 학습 기법의 응용 및 가격 결정 요인 분석 (Price Determinant Factors of Artworks and Prediction Model Based on Machine Learning)

  • 장동률;박민재
    • 품질경영학회지
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    • 제47권4호
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    • pp.687-700
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    • 2019
  • Purpose: The purpose of this study is to investigate the interaction effects between price determinants of artworks. We expand the methodology in art market by applying machine learning techniques to estimate the price of artworks and compare linear regression and machine learning in terms of prediction accuracy. Methods: Moderated regression analysis was performed to verify the interaction effects of artistic characteristics on price. The moderating effects were studied by confirming the significance level of the interaction terms of the derived regression equation. In order to derive price estimation model, we use multiple linear regression analysis, which is a parametric statistical technique, and k-nearest neighbor (kNN) regression, which is a nonparametric statistical technique in machine learning methods. Results: Mostly, the influences of the price determinants of art are different according to the auction types and the artist 's reputation. However, the auction type did not control the influence of the genre of the work on the price. As a result of the analysis, the kNN regression was superior to the linear regression analysis based on the prediction accuracy. Conclusion: It provides a theoretical basis for the complexity that exists between pricing determinant factors of artworks. In addition, the nonparametric models and machine learning techniques as well as existing parameter models are implemented to estimate the artworks' price.

The China's Exchange Rate Policy to Export Competition

  • Lee, Dong-Hae;Lee, Sang-Ki
    • 산경연구논집
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    • 제8권2호
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    • pp.5-10
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    • 2017
  • Purpose - The purpose of this paper was to analyze the Chinese government's announcement of the RMB's appreciation on July 1, 2010, and its aim was to ascertain whether the appreciation has affected Chinese export prices by empirically measuring the degree of the exchange rate pass-tough on those prices. Research design, data, and methodology - Using 73 HS trade categories with cross-industry and time-series data, the panel estimation of a fixed-effects model has been applied to measure the degree and stability of any exchange rate pass-through effects. The estimation results show that the export prices of most trade categories were affected by the exchange rate changes. The pass-through effect was generally small, at about -0.485, and statistically significant in most export prices. Results - The empirical results indicate that China would lose its advantage and competitiveness in export if the RMB were appreciated continuously and rapidly because its export goods would no longer operate under strong monopolistic competition. Conclusions - The implications for China's exchange rate policy suggest that it would be better for the RMB to appreciate slowly and gradually rather than radically. It is clear that it would be allow the capital free flow in Chinese overall economic interest to reduce the continuous appreciation pressure on the currency and pave the way for improvements in export distribution competitiveness.

고가용성을 고려한 전자메일통제시스템의 우회 모델 및 응용 (Indirection Model and Application of Electronic Mail Control System Considering High Availability)

  • 김영수;서정석
    • 한국정보통신학회논문지
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    • 제9권2호
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    • pp.348-354
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    • 2005
  • 전자상거래를 위한 마케팅 수단으로서 전자메일이 보편적으로 사용되면서 스팸메일이 급격히 증가하고 있다. 이의 억제를 위한 전자메일통제시스템은 기술적이고 경제적 대안으로 필터시스템과 과금시스템을 사용하고 있으나 차단오류와 과금저항으로 인한 전자메일의 수신과 가용성을 제한한다. 이의 해결을 위해서 불법적인 전자메일은 억제하지만 송$\cdot$수신자에게 유익하고 합법적인 전자메일이 폐기되고 상실되는 것을 방지할 수 있는 전자메일통제시스템의 우회 모델을 제안하고 이를 사용하여 전자메일의 유용성과 가용성을 높여줄 수 있는 웹기반의 전자메일통제시스템을 구현하여 모델의 실용성을 검증하였다.

Sensitivity Analysis of JLSP Inventory Model with Ordering Cost inclusive of a Freight Cost under Trade Credit in a Two-stage Supply Chain

  • Shinn, Seong-Whan
    • International Journal of Advanced Culture Technology
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    • 제8권3호
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    • pp.300-306
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    • 2020
  • This study analyzes the distributor's inventory model in a two-stage supply chain consisting of the supplier, the distributor and the end customer. The supplier will allow a credit period before the distributor settles the account with him in order to stimulate the demand for the product he produces. It is also assumed that the distributor pays the shipping cost for the order and hence, the distributor's ordering cost consists of a fixed ordering cost and the shipping cost that depend on the order quantity. The availability of the delay in payments from the supplier enables discount of the distributor's selling price from a wider range of the price option in anticipation of increased customer's demand. As a result, the availability of a credit transaction leads to an increase in inventory levels. On the other hand, in the case of deteriorating products in which the utility of the product perish over time, the deterioration rate with time plays a role in reducing inventory levels. In this regard, we analyze the effect of the length of the credit period and the degree of product deterioration on the distributor's inventory level. For the analysis, we formulate the distributor's annual net profit and analyze the effect of the length of credit period and deterioration rate of the product on inventory policy numerically.

Modeling Coordinated Contracts for a Supply Chain Consisting of Normal and Markdown Sale Markets

  • Lee Chang Hwan
    • Management Science and Financial Engineering
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    • 제11권1호
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    • pp.1-24
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    • 2005
  • The results of a study of the coordination effect in stocking and promotional markdown policies for a supply chain consisting of a retailer and a discount outlet (DCO) are reported here. We assume that the product is sold in two consecutive periods: the Normal Sales Period (NSP) and the subsequent Promotional Markdown Sales Period (PSP). We first study an integrated supply chain in which managers in the two periods design a common system so as to jointly decide the stocking quantities, markdown time schedule, and markdown price to maximize mutual profit. Next, we consider a decentralized supply chain. An uncoordinated contract is designed in which decisions are decentralized to optimize the individual party's objective function. Here, three sources of system inefficiencies cause the decentralized system to earn a lower expected system profit than that in the integrated supply chain. The three sources are as follows: in the decentralized system the retailer tends to (1) stock less, and (2) keep a longer sales period, and the DCO tends to (3) stock fewer leftovers inventories and charge a higher markdown price. Finally, a numerical experiment is provided to compare the coordinated model with the uncoordinated model to explore factors that make coordination an effective approach.

어업권 취소에 대한 손실보상액 추정과 이자율 (The Estimation of Compensation for Revoking a License for Fishery Business and Appropriate Discount Rate)

  • 정형찬;정만화
    • 수산경영론집
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    • 제44권2호
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    • pp.1-17
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    • 2013
  • We investigate the appropriateness of the fixed 12% discount rate to be used in estimating the amount of compensation for revoking a license for fishery business by the Enforcement Decree of Fisheries Act in Korea. We also suggest the appropriate discount rate fully reflecting the change of market interest rate in the Korean financial market. The capital asset pricing model, or, CAPM is the best known model of risk and return, and is widely used to estimate the expected rate of return for the risky projects. Even though the CAPM implies that the discount rate or the expected rate of return should change as the related market factors do, the discount rate used to estimate compensation for revoking a license for fishery business remains to be the same 12% rate for the last 15 years by law. During this period, however, the yield to maturity for the 5-year government bonds in Korea has dramatically changed from about 12% to less than 3%. In order to provide the fair compensation for the damages against the coastal fisheries and evaluate the intrinsic value of fishery resources in the coastal areas, we suggest that the appropriate discount rate should be determined by the yield to maturity of the government bonds with 5-year maturity, instead of the current fixed 12% interest rate.

국내 강남지역의 고급빌라 가격에 영향을 미치는 요인 분석 연구 (A Study on the Factors Affecting the Price of the Highest-end Housing in the Gangnam Area)

  • 김두환;이상효;김재준
    • 한국건축시공학회지
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    • 제10권1호
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    • pp.121-126
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    • 2010
  • 주택건설시 책정되는 주택가격에는 다양한 요소가 영향을 미친다. 특히 이러한 요소들은 주택 시공 전 단계에서 고려하여 향후 발생될 수익성을 검토하여 사업을 진행해야 한다. 최근 고급빌라는 잠재적이지만 고정적인 수요자들을 바탕으로 국내 건설 산업에서 비교적 큰 비중을 차지하는 시장을 형성하게 되었다. 하지만 고급빌라와 관련된 논문은 미비한 실정이다. 이에 본연구는 고급빌라의 가격형성에 영향을 미치는 요인들을 도출하고 영향정도를 분석하는 것을 목적으로 하였다. 이는 향후 고급 빌라 주택시장에서의 빌라 시공업체들의 경쟁력 확보와 사업 비지니스 모델 구축에 있어 기초적인 자료로서 활용이 가능할 것으로 판단된다.

The economic value of water in Korean manufacturing industry

  • Ku, Se-Ju;Yoo, Seung-Hoon
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2010년도 학술발표회
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    • pp.447-451
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    • 2010
  • It is quite important for manufacturing firms to stably secure water, because industrial water is used for a variety of purposes as one of the important inputs in the production process. Despite the significance of industrial water use and the increase of industrial water demand, relatively little has studied regarding the industrial water use in Korea. This paper employs the marginal productivity approach in order to estimate the economic value of water in Korean manufacturing industry, and we use the information of 53,912 factories surveyed in 2003. The result of the likelihood ratio test shows that Trans-log is an appropriate model for estimating the data of this study. In Trans-log function model, the industry-wide output elasticity of water is 0.0104, and the marginal value is KRW 1,156 per ton. The estimated values differ across the sectors and these values range from the high value of about KRW 13,760 per ton in the transportation equipment sector to low values of KRW 428 per ton in the precision instrument sector. The research provides useful information to help policy-makers in developing and implementing more appropriate policies regarding the management and distribution of water resources by estimating the value of water resources by sector. In addition, Korean government enables the drafting of future water pricing scenarios based on the estimated value information.

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국가 신성장사업의 컴파운드 옵션에 의한 가치평가: 태양전지, 자동차용 전지, 바이오제약의 비교 (Valuation of New Growth Businesses by Compound Option Model: Comparison of Solar Cell, Automotive Battery, and Bio-Pharmaceutical)

  • 권오상
    • 한국산학기술학회논문지
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    • 제12권7호
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    • pp.3016-3021
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    • 2011
  • 국가 신성장사업의 투자계획은 알려져 있으나 그 수익성에 대한 분석 및 예측은 찾기 어렵다. 본 고에서는 불확실성이 큰 신기술사업의 가치평가시 사업주체의 의사결정의 유연성에 기인하는 가치를 감안할 수 있는 컴파운드 옵션 모델에 의해 그 가치평가를 수행하고자 한다. 10개의 후보사업군 중 태양전지, 자동차용 전지, 그리고 바이오제약을 그 대상으로 하여 비교 연구를 수행한다. 또한, 실물옵션 가치평가 이론을 검토하고 그 적용의 한계에 대해서도 서술하였다.

Workers' Compensation Insurance and Occupational Injuries

  • Shin, Il-Soon;Oh, Jun-Byoung;Yi, Kwan-Hyung
    • Safety and Health at Work
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    • 제2권2호
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    • pp.148-157
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    • 2011
  • Objectives: Although compensation for occupational injuries and diseases is guaranteed in almost all nations, countries vary greatly with respect to how they organize workers' compensation systems. In this paper, we focus on three aspects of workers' compensation insurance in Organization for Economic Cooperation and Development (OECD) countries - types of systems, employers' funding mechanisms, and coverage for injured workers - and their impacts on the actual frequencies of occupational injuries and diseases. Methods: We estimated a panel data fixed effect model with cross-country OECD and International Labor Organization data. We controlled for country fixed effects, relevant aggregate variables, and dummy variables representing the occupational accidents data source. Results: First, the use of a private insurance system is found to lower the occupational accidents. Second, the use of risk-based pricing for the payment of employer raises the occupational injuries and diseases. Finally, the wider the coverage of injured workers is, the less frequent the workplace accidents are. Conclusion: Private insurance system, fixed flat rate employers' funding mechanism, and higher coverage of compensation scheme are significantly and positively correlated with lower level of occupational accidents compared with the public insurance system, risk-based funding system, and lower coverage of compensation scheme.