• Title/Summary/Keyword: 클레임

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Aviation Safety Mandatory Report Topic Prediction Model using Latent Dirichlet Allocation (LDA) (잠재 디리클레 할당(LDA)을 이용한 항공안전 의무보고 토픽 예측 모형)

  • Jun Hwan Kim;Hyunjin Paek;Sungjin Jeon;Young Jae Choi
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.31 no.3
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    • pp.42-49
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    • 2023
  • Not only in aviation industry but also in other industries, safety data plays a key role to improve the level of safety performance. By analyzing safety data such as aviation safety report (text data), hazard can be identified and removed before it leads to a tragic accident. However, pre-processing of raw data (or natural language data) collected from each site should be carried out first to utilize proactive or predictive safety management system. As air traffic volume increases, the amount of data accumulated is also on the rise. Accordingly, there are clear limitation in analyzing data directly by manpower. In this paper, a topic prediction model for aviation safety mandatory report is proposed. In addition, the prediction accuracy of the proposed model was also verified using actual aviation safety mandatory report data. This research model is meaningful in that it not only effectively supports the current aviation safety mandatory report analysis work, but also can be applied to various data produced in the aviation safety field in the future.

A Study on the Minimization of Problems of the Direct Payment for Subcontractor's Work in Public Construction Project (공공건설사업(公共建設事業) 하도급대가(下都給代價) 직접지급(直接支給)의 효과분석(效果分析)을 통한 문제점(問題點) 저감방향(低減方向)에 대한 연구(硏究))

  • Cho, Young-Jun
    • Korean Journal of Construction Engineering and Management
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    • v.8 no.5
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    • pp.101-108
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    • 2007
  • To execute a construction project, many construction participants are engaged in the project. Especially many subcontactors role is very important, but their contract statute seems weaker rather than prime contractor. So to protect the subcontractor and to activate fair subcontract, Fair Transactions in Subcontracting Act was enacted. Direct payment to subcontractor clause of the act can protect subcontractor from the fear of insolvency of prime contractor, on the other hand can cause dispute about the interpretation of defect liability. Therefore the positive act and regulation were examined, and the effects of direct payment to subcontractor were analyzed. And the treatment direction of direct payment were suggested in this paper. Summary is as follows; (1) Statute of subcontractor for the ordering subject must be considered (2) Contract relationship must be reflected in the performance bond, subcontract bond, and subcontract construction conditions (3) To clarify the defect liability for the direct payment, retainage to guarantee the repair during contract period may be reflect on the subcontract construction conditions.

Construction of Fuzzy Logic Based on Knowledge for Greenery Warranty Systems (그린 보증시스템을 위한 지식기반 퍼지로직 구축)

  • Lee, Sang-Hyun;Lee, Sang-Joon;Moon, Kyeong-Il
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.3
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    • pp.17-25
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    • 2011
  • Green IT, composed term with Green and Information Technology(IT), use IT for energy savings and carbon emission reductions. Green IT went beyond the scope of greening IT, and recently it's concept is expanded as far as counterplan of climate change including greening other industries by IT. 85% of total greenhouse gas emissions from the energy sector and 20% of them comes from transport parts, so it is time to research IT for automotive industry. In this paper, we take up the knowledge based fuzzy logic to provide life cycle analysis associated with greenhouse gas emissions for industry produced warranty claims frequently such as automobile industry. We propose a analysis method of warranty claims using expert knowledge about the warranty in car exhaust systems related to greenhouse gas emissions, past test results of malfunction, analysis of past field data, and warranty data. Furthermore, we propose life knowledge-based GWS (Greenery Warranty System). We demonstrate the applicability of IT in eco-friendly automotive industry by implementing knowledge-based fuzzy logic and applying.

Ensemble trading algorithm Using Dirichlet distribution-based model contribution prediction (디리클레 분포 기반 모델 기여도 예측을 이용한 앙상블 트레이딩 알고리즘)

  • Jeong, Jae Yong;Lee, Ju Hong;Choi, Bum Ghi;Song, Jae Won
    • Smart Media Journal
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    • v.11 no.3
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    • pp.9-17
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    • 2022
  • Algorithmic trading, which uses algorithms to trade financial products, has a problem in that the results are not stable due to many factors in the market. To alleviate this problem, ensemble techniques that combine trading algorithms have been proposed. However, there are several problems with this ensemble method. First, the trading algorithm may not be selected so as to satisfy the minimum performance requirement (more than random) of the algorithm included in the ensemble, which is a necessary requirement of the ensemble. Second, there is no guarantee that an ensemble model that performed well in the past will perform well in the future. In order to solve these problems, a method for selecting trading algorithms included in the ensemble model is proposed as follows. Based on past data, we measure the contribution of the trading algorithms included in the ensemble models with high performance. However, for contributions based only on this historical data, since there are not enough past data and the uncertainty of the past data is not reflected, the contribution distribution is approximated using the Dirichlet distribution, and the contribution values are sampled from the contribution distribution to reflect the uncertainty. Based on the contribution distribution of the trading algorithm obtained from the past data, the Transformer is trained to predict the future contribution. Trading algorithms with high predicted future contribution are selected and included in the ensemble model. Through experiments, it was proved that the proposed ensemble method showed superior performance compared to the existing ensemble methods.

A Study on Selecting Factors of Container Shuttle Carrier by Logistics Companies in the Port Hinterland (항만배후단지 셔틀 운송사 선정요인의 중요도에 관한 연구)

  • Choi, Boyoung;Kim, Sangyoul;Park, Ho
    • Journal of Korea Port Economic Association
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    • v.37 no.2
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    • pp.107-118
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    • 2021
  • This study investigates the strategies that are important for selecting shuttle carriers and logistics warehouses. In container transportation, competitive pricing has become an order qualifier due to the establishment of the standard freight rate system. As a result of this study, it can be seen that both logistics warehouses and shuttle carriers place greater importance on the partnerships with companies and employee education. Besides those two factors, the punctuality of delivery is found to be important for the quality of transportation. Therefore, companies must continue to increase their competitiveness. As customer service of the shuttle carrier, resolving the loss or damage and claim handling part is evaluated more importantly in the logistics warehouse than the ablity to resolve unexpected event. The future strategy should focus on resolving the loss/damage and claim handling factors so that companies can be competitve in the future. Based on research results, logistics warehouses and shuttle carriers can establish different marketing strategies to maintain a firm position on the market by securing competitive advantage within port hinterland.

Analysis of Research Trends in The Journal of Engineering Geology (1991-2024): Latent Dirichlet Allocation and Network Analysis ("지질공학"(1991-2024)의 연구동향 분석: 잠재 디리클레 할당 및 네트워크 분석)

  • Taeyong Kim;Hyerim Lee;Minjune Yang
    • The Journal of Engineering Geology
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    • v.34 no.3
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    • pp.429-445
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    • 2024
  • The Journal of Engineering Geology (JEG), a leading academic journal in the field of engineering geology in South Korea, was first published in 1991 and has since been publishing academic papers and research findings. While several literature reviews have been undertaken on specific research areas in recent decades, comprehensive reviews focusing on JEG have been relatively limited. To address this gap, this study applied the latent Dirichlet allocation (LDA) model to analyze the main research topics and trends, and undertook network analysis to identify relationships between topics over different periods. Results for the LDA indicate seven key research topics categorized into three trends: Classic, Emerging and Stable topics. Classic topics include 'Geophysics' and 'Structural geology', which were major subjects in the early years, with their focus shifting to other areas over time. Emerging topics such as 'Hydrogeology' and 'Geohazards' have gained prominence in recent years. Stable topics including 'Geotechnical structures', 'Geomechanics', and 'Environmental geology' have maintained consistent research interest. Network analysis revealed that Structural geology was the central topic prior to 2008, while Geotechnical structures became the focal point of research after 2008, with a shift in research focus. The results of this study contribute to our understanding of research trends and the development of JEG, providing insights for the setting of future research directions.

Smoldering multiple myeloma which was claimed for multiple myeloma : a case report of medical claims review (다발골수종으로 청구한 무증상다발골수종 클레임의료자문 증례)

  • Lee, Sin-Hyung
    • The Journal of the Korean life insurance medical association
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    • v.29 no.2
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    • pp.33-35
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    • 2010
  • Multiple myeloma is characterized by the neoplastic proliferation of a single clone of plasma cells producing a monoclonal immunoglobulin and it is frequently associated with primary amyloidosis. I experienced a medical claims review case of plasma cell dyscrasia with primary amyloidosis. This medical consulting work to insurance claims will be helpful for another similar claims administration.

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An Investigative Study on the Reliability Analysis using Field Data. (현장데이터를 이용한 신뢰성 분석의 연구 동향)

  • 김종걸;박창규
    • Proceedings of the Korean Reliability Society Conference
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    • 2000.04a
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    • pp.109-114
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    • 2000
  • 제품의 사용환경에서의 고장데이터는 일반적으로 보증기간 동안 발생하는 클레임을 처리하거나 A/S를 하는 과정에서 얻어지게 되는데 이러한 현장데이터를 적절한 방법으로 분석하여 제품의 신뢰도에 대한 올바른 정보를 얻고 품질개선에 활용하는 것은 기업에 있어서 매우 중요하다. 본 연구에서는 사용현장 데이터의 수집방법 연구와 현장 데이터의 신뢰성 분석 방법의 연구 흐름을 살펴보고 이후 사용현장데이터의 신뢰성 분석 방법연구에 도움을 주는 것이 목적이다.

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생활용 가전제품의 안전성 평가사례

  • 강인호;강성기
    • Proceedings of the Korean Institute of Industrial Safety Conference
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    • 2002.05a
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    • pp.369-374
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    • 2002
  • 2002년 7월 1일부터 시행되는 제조물 책임법은 기업에 많은 영향을 끼칠 것으로 예상된다. 대외적으로는 소비자들의 클레임이나 분쟁, 혹은 소송에 대한 대응이 불가피할 것이며, 대내적으로는 제조공정의 품질 및 문서관리의 강화 요구에 대응하지 않으면 안될 것이다. 결과적으로 결함이 있는 제품의 출하 및 판매는 자칫 기업의 존폐 자체를 위협할 수 있기 때문에, 기업은 제품의 안전성을 평가하는 데 배전의 노력을 기울이고 있다.(중략)

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