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An Empirical Study on Hybrid Recommendation System Using Movie Lens Data (무비렌즈 데이터를 이용한 하이브리드 추천 시스템에 대한 실증 연구)

  • Kim, Dong-Wook;Kim, Sung-Geun;Kang, Juyoung
    • The Journal of Bigdata
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    • v.2 no.1
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    • pp.41-48
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    • 2017
  • Recently, the popularity of the recommendation system and the evaluation of the performance of the algorithm of the recommendation system have become important. In this study, we used modeling and RMSE to verify the effectiveness of various algorithms in movie data. The data of this study is based on user-based collaborative filtering using Pearson correlation coefficient, item-based collaborative filtering using cosine correlation coefficient, and item-based collaborative filtering model using singular value decomposition. As a result of evaluating the scores with three recommendation models, we found that item-based collaborative filtering accuracy is much higher than user-based collaborative filtering, and it is found that matrix recommendation is better when using matrix decomposition.

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An Analysis of the Momentum Effect by Students' Characteristics and the Modes of Representation Patterns

  • Kim, Jun-Tae;Kwon, Jae-Sool
    • Journal of The Korean Association For Science Education
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    • v.21 no.5
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    • pp.841-854
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    • 2001
  • The purpose of this study was to find the effect of these variables on the duration of the momentum effect. To examine the momentum effect for gravitational field concepts, an intensive time series design was used. We collected data every day except Sundays and holidays for 50 days; 5 days for baseline, 30 days for intervention, and 15 days for the follow up We adopted cognitive levels and styles as students characteristics and two item characteristics(quantity versus quality, and word versus picture) as the item representation patterns. In this study, the momentum effect was influenced by students characteristics and item representation patterns. The results showed that two variables, cognitive style and quantity/quality, were the most influential factors for the duration of momentum effect. Field independent students showed a longer duration than field dependent students did. In addition, students showed a longer duration in quality items than in quantity items. However, students cognitive levels(formal or preformal) and word/picture presentations seemed to have relatively weak effect on the duration of the momentum effect.

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Object-Parameter Integrated Schematic Estimation Model for Predicting Office Building Interior-finishing Costs (오브젝트-파라미터 통합 오피스 마감공사비 개산견적 모델)

  • Park, Sung-Ho;Koo, Kyo-Jin;Park, Sung-Chul
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2008.11a
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    • pp.159-165
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    • 2008
  • For deciding the profitability and feasibility of the construction project, the schematic estimation has to not only link the design decision-making but also estimate the cost with reliability. The Object-based schematic estimation system was developed for easily linking with design-making and supports to evaluate the design alternatives in the design development stage but didn't consider the cost estimated by object supplementary and parameter work item. This research presents the Integrated Object-Parameter Schematic Estimation Model in the design development stage that can lead to more accurately estimate the cost through analyzing historical data from the high-storied office buildings. For the development of the proposed model for schematic estimation, after analyzing and classifying the work items from the Bills of Quantities(BOQs) and drawings of historical data, this research proposed the methods of estimating cost in accordance with attributes of each work item using regression analysis. In addition, a case study is performed for the effectiveness as comparing the proposed model with the previous estimating model.

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A Fundamental Study on Data Item occurred in EPC Stage of Pipeline in Extreme Cold Weather (극한지 자원이송망 EPC단계에서 발생되는 데이터 항목에 관한 기초연구)

  • Kim, Chang-Han;Won, Seo-Kyung;Lee, Jun-Bok;Han, Choong-Hee
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2014.05a
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    • pp.18-19
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    • 2014
  • As issued the development of energy resources, EPC work process through the IT technology is essential for efficient business management, and systematic management of data generated in this process is needed. In domestic, the research related to system development for the collection and management of construction data detected in the field has been done continuously, but pipeline business target the long-distance in extreme cold weather, almost no cases have been studied up to now. Therefore, this research is aimed to derive the data item for efficient management in EPC Stage of pipeline business in extreme cold weather. WBS system of EPC work are classified easily at two levels, data items can be divided based on the type of document. In the future I will be expected to be the foundation of the systematic management of data generated in the EPC step-by-step of pipeline business.

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A Study on the Sensitivity Analysis of the Financial Analysis Item in Apartment Project (공동주택 사업의 수지분석 항목에 대한 민감도 분석에 관한 연구)

  • Kim, Gwang-Ho
    • Korean Journal of Construction Engineering and Management
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    • v.7 no.1 s.29
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    • pp.100-109
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    • 2006
  • Feasibility analysis is a crucial key to success or failure of housing project. Existing feasibility analysis in construction company is based on intuitive approach rather than systematic approach. Usually feasibility analysis in a narrow sense is a financial analysis of project. Feasibility analysis focused in this study is confined to the matter of finance. So, the purpose of this study is to analyze the sensitivity of financial analysis item about profit rate by means of monte carlo simulation and this will improve accuracy of feasibility analysis and decision making.

The Role and Function of Tool server in MPEG-21 (MPEG-21 환경에서 툴 서버의 역할과 기능)

  • Kim Kwang-Yong;Hong Jin-Woo;Kim Jin-Woong
    • 한국정보통신설비학회:학술대회논문집
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    • 2003.08a
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    • pp.208-210
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    • 2003
  • 이 논문에서는 MPEG-21 환경에서의 툴 서버의 역할과 기능을 제안한다. MPEG-21의 목적은 멀티미디어 콘텐츠의 전자적 생성, 배포, 거래를 투명하게 이용할 수 있게 하여 상호 운용 가능한 멀티미디어 프레임워크를 제공하는 데에 그 목적이 있다. MPEG-21을 구성하는 주 요소로서 DIP(Digital Item Processing)과 DIA(Digital Item Adaptation)이 있다. DIP는 디지털 리소스에 메타 데이터 정보를 구조화하여 표현할 수 있는 DI(Digital Item)를 생성하고 소비하는 기능을 가진다. DIA는 사용자가 터미널 또는 네트워크 특성에 맞게 고유의 DI를 적응시켜서 보내주는 기능을 한다. 툴 서버(Tool server)는 DIP 또는 DIA로부터 필요로 하는 소프트웨어 툴을 검색하여 적합한 툴을 제공해 주는 기능을 한다. DIA가 DI 자체를 사용자 요구에 맞게 적응시켜 소비시켜 주는 일을 한다면 툴 서버는 터미널 환경에 맞추어 DI를 소비하는데 적합한 툴을 찾아서 구동시켜 주는 기능을 한다. 본 논문에서는 DIP와 DIA에서 사용되는 툴 서버에 대한 역할과 기능을 제안한다. 이 논문은 다음과 같이 구성된다. 1장에서 MPEG-21 환경에서 툴 서버의 필요성과 역할을 알아본다. 그리고 2장에서는 툴 서버의 구조와 각 모듈별 기능을 살펴본다. 3장에서는 툴 서버를 DIP와 연동했을 때 시나리오를 설명한다. 마지막 4장에서 결론을 맺는다.

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Cloth Simulation System for 3D Fashion shopping mall based on Web (웹 기반 3D 패션몰을 위한 의복 시뮬레이션 시스템)

  • Kim, Ju-Ri;Joung, Suck-Tae;Jung, Sung-Tae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.13 no.5
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    • pp.877-886
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    • 2009
  • In this paper, we propose a new method for the design and implementation of Cloth Simulation System for 3D fashion shopping mall based on Web. Web 3D shopping mall is implemented by using a Web3D authoring tool, ISB, which provides easy mouse operation. 3D human models and cloth item model are designed by low polygon modeling method of 3D MAX. The designed 3D human models and cloth item model are exported to XML file. Finally, 3D human models and cloth item model are displayed and animated on the Web by using ActiveX control based on DirectX. We also implemented textile palette and mapped it to clothes model by using alpha blending during simulation.

A Study on the Kansas Marital Satisfaction Scale (결혼 만족도 척도에 관한 연구 - Kansas Marital Satisfaction Scale을 중심으로)

  • 김득성
    • Journal of Families and Better Life
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    • v.7 no.2
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    • pp.85-94
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    • 1989
  • The purpose of the study was to examine the characteristics of the Kansas Marital Satisfaction Scale(KMSS). KMSS was designed as a short and direct assessment of marital satisfaction. The scale consists of three items where respondents are directly asked how satisfied they are with their marriage, with their partner as a spouse, and with their relationship with their spouse. 1) Through item analysis, three items were significant discrimination for husbands and wives. 2) The KMSS consisted of 1 factor for husbands and wives. 3) Cronbach alpha estimates of internal consistency reliability of 93 for husband and of 89 for wives. 4) For wives, the item means between satifaction with their marriage and satisfaction with their relationsphip with their husbands were significantly different, even though the items were highly correlated. For husbands, three item means weren't significantly different. 5) The distribution of responses to the scale for husbands and wives departed si nificantly from normality in terms of skewness and kurtosis. 6) The scale was correlated, in expected directions, with the Marital Comparison Level Index (MCLI) and Marital Instability Index(MII), for husbands and wives. In conclusion, the scale offers promise for use in clinical evaluation and survey research where a brief but reliable measure of marital satisfaction is required.

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A Study of the Effective Method for Collecting and Analyzing Human Sensibility Applied Fuzzy Set Theory (퍼지이론을 응용한 효율적 감성 수집과 분석에 관한 연구)

  • Baek, Seung-Ryeol;Park, Beom
    • Journal of the Ergonomics Society of Korea
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    • v.17 no.1
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    • pp.47-54
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    • 1998
  • Product design and development is very important process in enterprise activities. Reducing development time and reflecting consumer's needs is required to product design and development for increasing benefit and decreasing cost. Human sensibility ergonomics is one of the important technology of R&D in product development. However, the subjective method of human sensibility ergonomics has several problems to analyze and to Quantify experimental data and objective method of human sensibility ergonomics is still in process on study. In this research, new analyzing method is proposed for the subjective human sensibility ergonomics applied with fuzzy set theory. What is the useful theory for controlling uncertain type of information like human mind? This approach is more effective method for analyzing consumer's needs for product design and development process. At collecting needs, certainty scale is added for adapting hedge of fuzzy function. Using a kind of union operator, synthesize each item to analyze identification of each item with fuzzy hamming distance. Identification of analysis is classified with the relational weight using Relationship Chart Method, and is drawn the relationship diagram for clustering each item. A case study with sample test is conducted and demonstrated with this suggested method for more effective way.

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3GPP 시스템에서 OFDM 기술의 현황

  • 김학성;오민석;최진성
    • TTA Journal
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    • s.98
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    • pp.133-138
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    • 2005
  • 3GPP WCDMA 시스템은 Rel-99 표준으로부터 시작하여 보완 개선 작업을 거쳐 현재 Rel-6 표준화에 이르렀다. 이와 함께 급변하는 통신시장환경에 적절히 대처하여 향후 제정되는 3GPP 표준 시스템의 경쟁력을 향상시키고 소비자가 요구하는 다양한 서비스를 충족시킬 수 있어야 한다는 사업자들의 의견이 강하게 제기되었다. 이를 만족시킬만한 표준을 얻기 위해 각 사업자 및 제조사 등의 의견을 듣는 자리를 마련하기 위해 2004년 11월 토론토에서 3GPP Future Long-Term Evolution(LTE) Workshop을 개최하였다. 이 워크숍에서 여러 회사들로부터 물리계층에서 서비스 계층까지 다양한 의견이 제안되었으며, 특히 물리계층에서는 OFDM 기반의 기술들이 큰 주목을 받았다. OFDM 기술 자체에 대해서는 3GPP에서 새로운 것은 아니다. 이미 Rel6 표준화 작업과정에 OFDM 의 타당성 조사를 위한 작업(Feasibility Study)을 위해 OFDM Study Item(SI)가 존재하였었다[1]. 하지만 Rel6 시스템에 OFDM을 적용하려는 노력 중에 여러 사정으로 인해 표준화 실질 작업인 Work Item(WI)이 생성되지 못하고 현재 잠정적으로 중단된 상태이다. 본 기고에서는 현재 중단된 OFDM 기술 연구에 대한 과거 진행 내역 및 현재 상황, 또한 향후 RAN LTE 표준화 과정에서 강력한 대안 기술로 지목 받는 이유와 각 회사의 제안 기술들에 대해서 언급하고자 한다. 제1장은 OFDM 기술의 특징과 OFDM Study Item 과정에서 논의된 내용들에 대해서 언급한다. 제2장은 향후 표준화가 진행될 LTE에 서 물리계층 후보 기술로서의 OFDM의 위치에 대해서 논하고자 한다.

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