• Title/Summary/Keyword: problem analysis

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Case Study of Big Data-Based Agri-food Recommendation System According to Types of Customers (빅데이터 기반 소비자 유형별 농식품 추천시스템 구축 사례)

  • Moon, Junghoon;Jang, Ikhoon;Choe, Young Chan;Kim, Jin Gyo;Bock, Gene
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.40 no.5
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    • pp.903-913
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    • 2015
  • The Korea Agency of Education, Promotion and Information Service in Food, Agriculture, Forestry and Fisheries launched a public data portal service in January 2015. The service provides customized information for consumers through an agri-food recommendation system built-in portal service. The recommendation system has fallowing characteristics. First, the system can increase recommendation accuracy by using a wide variety of agri-food related data, including SNS opinion mining, consumer's purchase data, climate data, and wholesale price data. Second, the system uses segmentation method based on consumer's lifestyle and megatrends factors to overcome the cold start problem. Third, the system recommends agri-foods to users reflecting various preference contextual factors by using recommendation algorithm, dirichlet-multinomial distribution. In addition, the system provides diverse information related to recommended agri-foods to increase interest in agri-food of service users.

Generating Rank-Comparison Decision Rules with Variable Number of Genes for Cancer Classification (순위 비교를 기반으로 하는 다양한 유전자 개수로 이루어진 암 분류 결정 규칙의 생성)

  • Yoon, Young-Mi;Bien, Sang-Jay;Park, Sang-Hyun
    • The KIPS Transactions:PartD
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    • v.15D no.6
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    • pp.767-776
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    • 2008
  • Microarray technology is extensively being used in experimental molecular biology field. Microarray experiments generate quantitative expression measurements for thousands of genes simultaneously, which is useful for the phenotype classification of many diseases. One of the two major problems in microarray data classification is that the number of genes exceeds the number of tissue samples. The other problem is that current methods generate classifiers that are accurate but difficult to interpret. Our paper addresses these two problems. We performed a direct integration of individual microarrays with same biological objectives by transforming an expression value into a rank value within a sample and generated rank-comparison decision rules with variable number of genes for cancer classification. Our classifier is an ensemble method which has k top scoring decision rules. Each rule contains a number of genes, a relationship among involved genes, and a class label. Current classifiers which are also ensemble methods consist of k top scoring decision rules. However these classifiers fix the number of genes in each rule as a pair or a triple. In this paper we generalized the number of genes involved in each rule. The number of genes in each rule is in the range of 2 to N respectively. Generalizing the number of genes increases the robustness and the reliability of the classifier for the class prediction of an independent sample. Also our classifier is readily interpretable, accurate with small number of genes, and shed a possibility of the use in a clinical setting.

Development of an Unit Cost Modification Model for Proper Actual Cost Data in Small Building Construction Projects (소규모 건축공사의 적정 실적공사비 단가보정 모델 개발)

  • Kim, Kang-Shik;Hyun, Chang-Taek;Hong, Tae-Hoon;Jo, Seong-Min;Mun, Hyun-Seok
    • Journal of the Korea Institute of Building Construction
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    • v.10 no.1
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    • pp.81-89
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    • 2010
  • Since 2004, the government has changedthe cost estimate system to one of an actual cost basis in order to calculate the optimum construction cost by reflecting changes in circumstance on the construction site in a timely manner. Currently, this is being applied to public construction work forover a billion won of actual cost data in estimation by contract unit cost. However, directly reflecting actual cost, which for large-sized construction work was originally an average unit cost, to a small building, entails the application of a low discount rate for the cost of materials, labor, etc. and therefore can frequently give rise to cases in which the actual cost of work performed exceeds the contract sum, which in turn causes problems such as decreased revenues, bad effectson business operation, productivity, etc. Therefore, to apply actual cost to small-sized construction work (less than a billion won), there should be a plan to modify unit cost in a manner that can reflect project scale, etc. in order to resolve the problem of unit cost application of actual cost to small-building construction projects. The unit cost modification model for proper actual construction cost in small-scale construction projects developed by this study will help to increase the relevant productivity and proper gain, preventing the aggravation of business operations. Organizations placing orders are also expected to be able to secure a more realistic construction cost in arranging the budget.

A Study for Selecting Modular Construction Method - Focus on Benefits and Barriers of Modular Method - (플랜트 공사 모듈러 공법 적용 의사결정을 위한 연구 - 모듈러 공법의 장·단점 및 적용 장벽에 대한 고찰 -)

  • Park, Chan-Young;Kim, Hyunjin;Won, Jin Woo;Jang, Woosik;Han, Seung-Heon
    • Korean Journal of Construction Engineering and Management
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    • v.17 no.4
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    • pp.12-19
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    • 2016
  • Recently, The importance of modular construction method has increased by market environmental change. However, it's application in the actual project is restricted due to the lack of understanding of modularization and the absence of utilization system. To overcome this problem, this study propose the decision-making model for selecting modular or conventional (stick-built) construction method at early stage. First the needs of modular method in plant project is derived and the benefits and barriers of modular construction are analyzed through literature review. Based on this analysis, 6 decision-making factors covered project and modular characteristics are derived and the decision-making model is developed. Finally, 12 actual overseas project cases is evaluated by this model for verifying its applicability. This proposed model can provide the guideline to select the construction method in early stage for successful execution of plant project.

The Development of a Standardized Work Process for Planning of Plant Project - Focus on Excavating and Investing Participation Plan - (플랜트 프로젝트 사업기획단계 표준 업무 프로세스 개발 - 사업발굴 및 사업참여 결정을 중심으로 -)

  • Lee, Do-yun;Choi, Chang-Hoon;Won, Seo-kyung;Cho, Moon-Young;Han, Choong-Hee;Lee, Junbok
    • Korean Journal of Construction Engineering and Management
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    • v.17 no.4
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    • pp.3-11
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    • 2016
  • Recently, overseas plant orders of domestic enterprises are steadily increased, and the amount of orders in the first half of 2014 were 93% increased compared to the previous year. In addition, now which is the third quarter of 2015, overseas plant orders are already over 249.8 billion dollars so the interests of plant industry research has been increased. In the life cycle of the plant project, CM before the construction stage is to complement the uncertainties that are inherent in the early stages of the project, and from the viewpoint of supporting the rational decision-making, the importance of its role is on the rise. Among them, excavating and investing participation plan in the planning stage is an important work that has a large impact force to influence the success and failure of future project. However, the work has become a problem with frequent consultations due to decision-making, continuous modification, and inefficient repetitive tasks. Therefore, it is needed that work process should be changed to effectively accommodate. The purpose of this paper is to derive the major work items for excavating and investing participation plan in the planning stage of the plant project, and establish a standardized work process through the Delphi analysis. The result of this study is expected to be utilized for EPC companies in ensuring the technical competitiveness in planning on overseas markets, and improve the efficiency of work.

Improving the Efficiency of DMAIC Application Process through the Case Studies of Practical Six Sigma Construction Projects (6시그마 건설실무 적용사례 분석을 통한 DMAIC 적용 프로세스의 효율성 제고)

  • Kwon, O-Bin;Lee, Seung-Hyun
    • Korean Journal of Construction Engineering and Management
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    • v.11 no.1
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    • pp.88-100
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    • 2010
  • As the competition between companies are deepened, the number of companies adopting six sigma principles, which is one of the innovative management strategies, are increasing. According to this trend, the changes in both strategies and methodologies of six sigma are continuous. However, the evaluations and the management principles included in the process after the six sigma applications are insufficient, and the cooperation between the parties in the company is also not enough because the application process of six sigma is too complex and not efficient. In order to solve this problem, a research for developing the methodology which can learn about and do six sigma applications is so necessary, specifically for expanding the six sigma applications and introducing the participation of all company members. The purpose of this study, therefore, was to develop and present more efficient Six Sigma applied process by reducing the existing unnecessary steps in improvement one, by applying the examination method of wasteful elements on the potential factors, through analyzing the Six Sigma DMAIC applied case in the construction industry. The result of those application showed that the detection of potential factors using wasting elements was possible in measurement step and that it was possible for the improved process with reduced steps compared to existing process while to remain the outcomes. It is considered that the performance rate of Six Sigma project will be improved significantly because the reduction in the improvement step does not affect the improvement effect within the whole Six Sigma project.

Raising Percentage of Employment and Analysis of Employment Statistics of Construction Engineers (건설기술자의 취업통계분석 및 취업률 제고방안)

  • Park, Hwanpyo;Han, Jaegoo;Kim, Younghyun
    • Korean Journal of Construction Engineering and Management
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    • v.18 no.3
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    • pp.3-11
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    • 2017
  • Since the global financial crisis, the average youth employment rate in OECD countries dropped from 54% in 2007 to 50.8% in 2013 while the average youth unemployment rate jumped from 9.7% in 2007 to 13.4% in 2013. A similar trend was seen in Korea, with a decrease of the youth employment rate from 42.6% in 2007 to 41.5% in 2015. The country's youth unemployment rate increased from 7.2% in 2007 to 9.2% in 2015. The low youth employment rate has quickly become a social problem not only in Korea but also worldwide. The Korean construction industry will gradually move its focus of investment from quantitative growth to investing in qualitative growth of the sector. In this sense, it is imperative to create jobs for construction engineers and train global talents. This study analyzed the presence of construction engineers and the employment status of university graduates in Korea to suggest ways to create jobs for young construction engineers. To train global talents in the construction engineering sector, it will be necessary to not only establish middle-long term plans but also change the perception of the construction industry from 3D (dirty, difficult, dangerous) to 3C (clean, clear, creative) along with appropriate infrastructure supporting the industry.

A Study on Improvement of Modular Specifications - Focused on technical specifying method in waterproof and mechanical works - (모듈러 공사시방서 개선방안에 관한 연구 - 방수 및 기계설비공사의 기술방안 개선을 중심으로 -)

  • Yoon, Jongsik;Shin, Dongwoo;Cha, Heesung;Kim, Kyungrai
    • Korean Journal of Construction Engineering and Management
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    • v.18 no.3
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    • pp.33-41
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    • 2017
  • A modular specification is a contract document that specifies the requirements of production, transformation and installation in a modular construction. A problem of the currently used specification is that it does not guarantee the level of performance required by the modular construction and fails to accommodate unique characteristics of each construction because it widely uses the standard specification as it is. This study proposes a specification that reflects the unique feature of modular construction in order to improve the quality of modular construction. Research focuses on the leakage in waterproof and mechanical equipment because it is the area with the highest rate of defects. This study suggests ways to improve the modular specification as follows: 1)Descriptive specifying (following MasterFormat) 2)Propose leakage verification method and test clause 3) Reflect characteristic of modular construction. Proposed modifications to modular specification are reviewed by experts for validation and their opinion verifies suggested improvements as a way to secure the quality of modular construction and to promise characteristics of the modular specification. This improvement will be used for reference when writing construction project specification, which can be an important contract document, so that it could lower occurrence rate of the modular defects.

An Extraction and ANP Importance Analysis for Competence Factors of Junior Grade CM Engineer (초급 건설사업관리기술자(CMr)의 요구역량 추출 및 ANP 중요도 분석)

  • Yang, Jinkook;Kim, Sebeom;Lee, Sangbeom
    • Korean Journal of Construction Engineering and Management
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    • v.18 no.1
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    • pp.58-64
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    • 2017
  • Construction Management (CM) is being utilized as an efficient project management system. Construction management system provide scientific management techniques as well as the expert's service with the expertise. Accordingly, CM services demand is continuously increasing in construction project. Construction Management engineer grade is distinguished by the Index of Construction Engineer's Competency (ICEC). Construction management engineer requires a higher score than the other fields. However, junior grade CM engineer can get grade according to the education and qualification. This study was conducted junior grade CM engineer depth interview after analyzing the problem of the current CM engineer grade system. As a result, this study was to extracted the 23 kind competence factors. And, competence factors were five area grouped using affinity diagram method. Next, we analyzed the importance utilizing the Analytic Network Process (ANP) technique. As a result, high priority areas were analyzed to be quality and cost areas associated with project management.

Characteristics of Middle School Students' Open-Inquiry Report and Their Perceptions of Conducting Inquiry (중학생의 자유 탐구 보고서에 나타난 특징과 탐구 수행에 대한 학생들의 인식)

  • Park, Mi-Hyun;Cha, Jeong-Ho;Kim, In-Whan
    • Journal of the Korean Chemical Society
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    • v.56 no.3
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    • pp.371-377
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    • 2012
  • In this study, open inquiry reports of 165 eighth graders in Daegu were analyzed in terms of content area, the types of inquiry hypothesis, and the types of inquiry variables. Before summer vacation, students learned about inquiry process and explored their own inquiry topic for two class hours. During summer vacation, students performed open inquiry including problem selection, designing and performing experiment, data collection, data analysis, and writing report. After the vacation, students submitted their reports, and answered to additional survey regarding the source of inquiry idea, the definition of hypothesis, and the most difficult step of inquiry process. As a result, chemistry was the most dominant content area of the reports and biology and life science were the next. 130 out of 165 reports included inquiry hypotheses, and most of them were predictive hypotheses. In many reports, dependent and independent variables could not be identified because of their ambiguity. However, inquiry variables described in experimental design, which were mostly categorical variables, were clearer than those described in inquiry subject and inquiry hypothesis. The most difficult step of inquiry process for students was to generate an idea for open inquiry.