• 제목/요약/키워드: user Modeling

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Knowledge Recommendation Based on Dual Channel Hypergraph Convolution

  • Yue Li
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.11
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    • pp.2903-2923
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    • 2023
  • Knowledge recommendation is a type of recommendation system that recommends knowledge content to users in order to satisfy their needs. Although using graph neural networks to extract data features is an effective method for solving the recommendation problem, there is information loss when modeling real-world problems because an edge in a graph structure can only be associated with two nodes. Because one super-edge in the hypergraph structure can be connected with several nodes and the effectiveness of knowledge graph for knowledge expression, a dual-channel hypergraph convolutional neural network model (DCHC) based on hypergraph structure and knowledge graph is proposed. The model divides user data and knowledge data into user subhypergraph and knowledge subhypergraph, respectively, and extracts user data features by dual-channel hypergraph convolution and knowledge data features by combining with knowledge graph technology, and finally generates recommendation results based on the obtained user embedding and knowledge embedding. The performance of DCHC model is higher than the comparative model under AUC and F1 evaluation indicators, comparative experiments with the baseline also demonstrate the validity of DCHC model.

Application of UML (Unified Modeling Language) in Object-oriented Analysis of Microarray Information System (UML을 활용한 마이크로어레이 정보시스템의 객체지향분석)

  • Park, Ji-Yeon;Chung, Hee-Joon;Kim, Ju-Han
    • Proceedings of the Korean Society for Bioinformatics Conference
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    • 2003.10a
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    • pp.147-154
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    • 2003
  • Microarray information system is a complex system to manage, analyze and interpretate microarray gene expression data. Establishment of well-defined development process is very essential for understanding the complexity and organization of the system. We performed object-oriented analysis using Unified Modeling Language (UML) in specifying, visualizing and documenting microarray information system. The object-oriented analysis consists of three major steps: (i) use case modeling to describe various functionalities from the user's perspective (ii) dynamic modeling to illustrate behavioral aspects of the system (iii) object modeling to represent structural aspects of the system. As a result of our modeling activities we provide the UML diagrams showing various views of the microarray information system. We believe that the object-oriented analysis ensures effective documentations and communication of information system requirements. Another useful feature of object-oriented technique is structural continuity to standard microarray data model MAGE-OM (Microarray Gene Expression Object Model). The proposed modeling e(forts can be applicable for integration of biomedical information system.

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A Hybrid Parametric Translator Using the Feature Tree and the Macro File (피처 트리와 매크로 파일을 이용하는 하이브리드 파라메트릭 번역기)

  • 문두환;김병철;한순흥
    • Korean Journal of Computational Design and Engineering
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    • v.7 no.4
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    • pp.240-247
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    • 2002
  • Most commercial CAD systems provide parametric modeling functions, and by using these capabilities designers can edit a CAD model in order to create design variants. It is necessary to transfer parametric information during a CAD model exchange to modify the model inside the receiving system. However, it is not possible to exchange parametric information of CAD models based on the cur-rent version of STEP. The designer intents which are contained in the parametric information can be lost during the STEP transfer of CAD models. This paper introduces a hybrid CAB model translator, which also uses the feature tree of commercial CAD systems in addition to the macro file to allow transfer of parametric information. The macro-parametric approach is to exchange CAD models by using the macro file, which contains the history of user commands. To exchange CAD models using the macro-parametric approach, the modeling commands of several commercial CAD systems are analyzed. Those commands are classified and a set of standard modeling commands has been defined. As a neutral fie format, a set of standard modeling commands has been defined. Mapping relations between the standard modeling commands set and the native modeling commands set of commercial CAD systems are defined. The scope of the current version is limited to parts modeling and assemblies are excluded.

Numerical Modeling of Floating Electrodes in a Plasma Processing System

  • Joo, Junghoon
    • Applied Science and Convergence Technology
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    • v.24 no.4
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    • pp.102-110
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    • 2015
  • Fluid model based numerical analysis is done to simulate a plasma processing system with electrodes at floating potential. $V_f$ is a function of electron temperature, electron mass and ion mass. Commercial plasma fluid simulation softwares do not provide options for floating electrode boundary value condition. We developed a user subroutine in CFD-ACE+ and compared four different cases: grounded, dielectric, zero normal electric field and floating electric potential for a 2D-CCP (capacitively coupled plasma) with a ring electrode.

Development of Pyrolysis Equipment to Depolymerize the Waste Tire (폐타이어의 열분해장치 개발)

  • Kim, Tae-Kyu;Yang, Sang-Min
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.31 no.12
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    • pp.1208-1213
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    • 2007
  • Some structural problems and temperature difference of the pyrolysis equipment were improved by using the structure analysis and the optimal design of torch. The pyrolysis equipment developed in this study is expected to the excellent pyrolysis effect. To modify user-friendly the dimension of a part, we developed the feature modeling system that all of the related parts automatically change applying to the three-dimensional modeling method.

The method for VOD service traffic modeling (VOD(Video On Demand)서비스 Traffic 모델링 방안)

  • Chang, Won-Pil
    • 한국정보통신설비학회:학술대회논문집
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    • 2005.08a
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    • pp.109-112
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    • 2005
  • In this thesis, we recommend the method for VOD service traffic modeling. By the analysis of service traffic, we verify that the process of VOD service is the POISSON process. So it is important to determine the probability of the user's existence in the system. But, because it is difficult to measure, we recommend proper using of arrival rate and service rate.

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A Design and Implementation of Usecase Modeling Tool (유스케이스 모델링 도구의 설계 및 구현)

  • Choi, Hwan-Bok;Kim, Yun-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.13 no.5
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    • pp.868-876
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    • 2009
  • This paper presents a design and implementation of Usecase modeling tool to support integrated usecase diagramming and description writing. It also suggests diagram maintaining based on relationship and it makes UML standard diagramming by providing connection verification between diagram elements. It results in not only user-friendly and effective usecase modeling but it also contributing to integrated and consistent usecase modeling.

A Study on the Seasonal Load Characteristics in 22.9[kV] Bus (22.9[kV] 모선의 계절별 부하특성에 관한 연구)

  • 이종필;임재윤;지평식;김기동;김정훈
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.50 no.6
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    • pp.279-286
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    • 2001
  • A load modeling, micro method, is performed by component load modeling, load composition rate estimation and aggregation of component load model, etc. The load model obtained from this process must be applied to actual load bus to verify it and to get reliable load model. But it is difficult to apply every load bus due to al lot of load buses and complex experiment. This paper proposed the field test method in load bus to verify the load modeling. For appropriate field test, representative load buses are selected by the proposed algorithm considering the composition rate of user category in all load buses. The field tests were performed at selected load buses to obtain load characteristics of bus by time and seasonal without blackout. The results of measurement and analysis are presented in detail.

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Comparative Study of User Reactions in OTT Service Platforms Using Text Mining (텍스트 마이닝을 활용한 OTT 서비스 플랫폼별 사용자 반응 비교 연구)

  • Soonchan Kwon;Jieun Kim;Beakcheol Jang
    • Journal of Internet Computing and Services
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    • v.25 no.3
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    • pp.43-54
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    • 2024
  • This study employs text mining techniques to compare user responses across various Over-The-Top (OTT) service platforms. The primary objective of the research is to understand user satisfaction with OTT service platforms and contribute to the formulation of more effective review strategies. The key questions addressed in this study involve identifying prominent topics and keywords in user reviews of different OTT services and comprehending platform-specific user reactions. TF-IDF is utilized to extract significant words from positive and negative reviews, while BERTopic, an advanced topic modeling technique, is employed for a more nuanced and comprehensive analysis of intricate user reviews. The results from TF-IDF analysis reveal that positive app reviews exhibit a high frequency of content-related words, whereas negative reviews display a high frequency of words associated with potential issues during app usage. Through the utilization of BERTopic, we were able to extract keywords related to content diversity, app performance components, payment, and compatibility, by associating them with content attributes. This enabled us to verify that the distinguishing attributes of the platforms vary among themselves. The findings of this study offer significant insights into user behavior and preferences, which OTT service providers can leverage to improve user experience and satisfaction. We also anticipate that researchers exploring deep learning models will find our study results valuable for conducting analyses on user review text data.

An Efficient Configuration Technology of Business Events in User Interface Prototype (사용자 인터페이스 프로토타입에서 비즈니스 이벤트의 효율적 구성 방법)

  • 최유순;김정옥
    • Journal of the Korea Computer Industry Society
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    • v.5 no.1
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    • pp.167-176
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    • 2004
  • It is extremely difficult for these various experts to participate in user interface design. Therefore, there has to be the studies for an automated design for User interface that could satisfy various expertise areas. In sequence to achieve this, there has to be a assessment metrics to support uer's comprehension for a business information processing, And an studies for a visual cohesion to design a qualified user interface. As a result, this paper is going to provide a modeling method of clustering design that could enhance visual cohesion of user interface prototypes. This is going to propose techniques and regulations of designing for clustering qualified user interface.

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