• Title/Summary/Keyword: Context Information Service

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Collaborative filtering based Context Information for Real-time Recommendation Service in Ubiquitous Computing

  • Lee Se-ll;Lee Sang-Yong
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.6 no.2
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    • pp.110-115
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    • 2006
  • In pure P2P environment, it is possible to provide service by using a little real-time information without using accumulated information. But in case of using only a little information that was locally collected, quality of recommendation service can be fallen-off. Therefore, it is necessary to study a method to improve qualify of recommendation service by using users' context information. But because a great volume of users' context information can be recognized in a moment, there can be a scalability problem and there are limitations in supporting differentiated services according to fields and items. In this paper, we solved the scalability problem by clustering context information per each service field and classifying it per each user, using SOM. In addition, we could recommend proper services for users by quantifying the context information of the users belonging to the similar classification to the service requester among classified data and then using collaborative filtering.

Ubiquitous Service Platform using Contextual Information

  • Yoon, Hyung-Min;Jeong, Seong-Hun;Kwon, Oh-Young;Han, Tack-Don
    • Proceedings of the KAIS Fall Conference
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    • 2003.11a
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    • pp.231-235
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    • 2003
  • Network infrastructure has spread to an unprecedented extent and is used in various computing devices, such as smart appliances, smart phones, and embedded devices with sensors, which have all been appearing in the computing environment. To accommodate this trend, for a more intelligent service environment, the service platform needs to have abilities that facilitate the operation between services, dynamically share distributed computing resources, and manage appropriate contextual information. We have simulated a service platform to provide intelligent services using contextual information after having implemented the context management service. The context management service gathers raw contextual information from sensors and stores these in the context database. For a consistent basis of contextual information, time and location are used as the key values of the contextual information. The context management service also performs normalization to provide computable contextual information to context-aware applications. In this paper, a service platform based on Jini technology is proposed for constructing an interoperable, dynamic, and . intelligent service environment using contextual information.

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Implementation of Context-Aware Services Platform Supporting Mobile Agents

  • Kim, Jung-Rae;Huh, Jae-Doo
    • Proceedings of the Korea Society of Information Technology Applications Conference
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    • 2005.11a
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    • pp.225-228
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    • 2005
  • A context-aware services platform supporting mobile agents consists of sensor nodes and a sensor coordinator. Sensor nodes collect environmental information and transmit the collected information to the sensor coordinator through wireless sensor networks. The sensor coordinator passes the information to the context-aware service module, and the mobile agent. The context-aware service module or the mobile agent performs services suitable for a user's situation based on the environmental information and a service actuation message is delivered to an actuation node through the sensor coordinator. In this paper, we present a context-aware services platform structure employed in our project, and describe context-aware services platform interfaces with a context-aware service module and mobile agents.

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Performance Analysis of a Composite Service Providing System in a Context-Aware Computing Environment (상황인지 컴퓨팅 환경에서 복합서비스를 제공하는 서비스시스템의 성능분석)

  • Nam, Jin-Gyu;Hur, Sun;Joo, Kuk-Sun;Shin, Dong-Min
    • Journal of Korean Institute of Industrial Engineers
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    • v.35 no.1
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    • pp.51-57
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    • 2009
  • There are a variety of users and devices in a context-aware computing environment. In this environment, the service provided to a user may be the composition of diverse services rather than one independent service. Before user's devices provide the composite service to the user, they should perceive user's needs by gathering related information segments from other surrounding devices and/or sensors. We consider a context-aware computing environment providing composite and adapted service to users and propose an information processing model that characterizes the device where the collected data should be processed through services and/or applications. Based on this model, we provide an analytical tool to obtain some performance measures of the context-aware computing environment.

Bayesian Inferrence and Context-Tree Matching Method for Intelligent Services in a Mobile Environment (모바일 환경에서의 지능형 서비스를 위한 베이지안 추론과 컨텍스트 트리 매칭방법)

  • Kim, Hee-Taek;Min, Jun-Ki;Cho, Sung-Bae
    • Journal of KIISE:Software and Applications
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    • v.36 no.2
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    • pp.144-152
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    • 2009
  • To provide intelligent service in mobile environment, it needs to estimate user's intention or requirement, through analyzing context information of end-users such as preference or behavior patterns. In this paper, we infer context information from uncertain log stored in mobile device. And we propose the inference method of end-user's behavior to match context information with service, and the proposed method is based on context-tree. We adopt bayesian probabilistic method to infer uncertain context information effectively, and the context-tree is constructed to utilize non-numerical context which is hard to handled with mathematical method. And we verify utility of proposed method by appling the method to intelligent phone book service.

Context Aware Services using Multi-Environmental Sensors and Its application for Ubiquitous Home Networks

  • Quang, Bui Dang;Torregoza, John Paul M.;Hwang, Won-Joo
    • Journal of Korea Multimedia Society
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    • v.10 no.6
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    • pp.786-798
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    • 2007
  • As we go about our daily lives, people often collect surrounding information and adapt to the situation. Computer development trends show that one wants computers to work like human beings, i.e. computers can sense its context and adapt corresponding to context changes. To implement this expectation, a context aware service layer is needed. In this layer, sensors capture its environment and send this information to the service center. Considering received information as its context, the service center seeks the suitable operation according to the context. Tills paper presents a context aware service which is applied in controlling air-conditioner. The air-conditioner includes sensors which are installed at some special positions in a room. Each of these sensors gathers comfort-influenced information like temperature, humidity and sends them to air-conditioner. The air-conditioner adapts its operation to the environment according to the sensed information. To control the air-conditioner effectively, we use a genetic algorithm which is suitable in adaptation issues. The simulation shows that the room condition can be maintained at a comfortable level by using context-aware services in the operation of the air-conditioning system.

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Design of Dynamic Service Management Model for Context-Aware Service Applications (상황인식 서비스 응용을 위한 동적 서비스 관리 모델 설계)

  • Jung Heon-Man;Lee Jung-Hyun
    • Journal of the Korea Society of Computer and Information
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    • v.11 no.4 s.42
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    • pp.165-174
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    • 2006
  • As context aware service supports a process of context acquisition and reasoning, there are many studies to facilitate the implementation of context aware service. However, these studies have not supported efficiently a user or service mobility that should be supported necessarily in ubiquitous computing environment. Therefore, this study proposes a dynamic context aware service model which supports a dynamic management of context information, service retrieval and composition for interactions between services, and service mobility. Then we design a middleware based on this model and implement the middleware. As the middleware is implemented on the OSGi framework. it can have an interoperability between the devices such as computers, PDA, home appliances, and sensors, because of using the standard interface technologies like UPnP. Jini and so on.

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Design and Implementation of Context-awareness Interpretation Structure for Intelligent Service (지능형 서비스를 위한 상황인식 해석 구조 설계 및 구현)

  • Lim, Tae-Hyun
    • Journal of Internet Computing and Services
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    • v.7 no.5
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    • pp.123-134
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    • 2006
  • In this research paper, We have proposed an interpretation structure concerned with context-awareness which is essential to provide intelligent service. The proposed model has an interpretation structure that integrated information of both external and internal context, and been designed to keep independency between context information and application service. To verify the interpretation structure that proposed, we established a test bed (Ubi-Class) in which the concept of context awareness has been introduced to the existing class room, and constituted a scenario, and tested whether intelligent service is performed according to context interpretation.

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Mobile Web Service Architecture Using Context-store

  • Oh, Sang-Yoon;Aktas, Mehmet;Fox, Geoffrey C.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.4 no.5
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    • pp.836-858
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    • 2010
  • Web Services allow a user to integrate applications from different platforms and languages. Since mobile applications often run on heterogeneous platforms and conditions, Web Service becomes a popular solution for integrating with server applications. However, because of its verbosity, XML based SOAP messaging gives the possible overhead to the less powerful mobile devices. Based on the mobile client's behavior that it usually exchanges messages with Web Service continuously in a session, we design the Handheld Flexible Representation architecture. Our proposed architecture consists of three main components: optimizing message representation by using a data format language (Simple_DFDL), streaming communication channel to reduce latency and the Context-store to store context information of a session as well as redundant parts of the messages. In this paper, we focus on the Context-store and describe the architecture with the Context-store for improving the performance of mobile Web Service messaging. We verify our approach by conducting various evaluations and investigate the performance and scalability of the proposed architecture. The empirical results show that we save 40% of transit time between a client and a service by reducing the message size. In contrast to solutions for a single problem such as the compression or binarization, our architecture addresses the problem at a system level. Thus, by using the Context-store, we expect reliable recovery from the fault condition and enhancing interoperability as well as improving the messaging performance.

Evolution of Context Aware Services in Next Generation Mobile Service Environment (차세대 이동통신 서비스 환경에서의 상황 인식 서비스 진화)

  • Bae, Jung-Sook;Sihn, Gyung-Chul;Lee, Jae-Yong;Kim, Byung-Chul
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.31 no.10A
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    • pp.960-967
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    • 2006
  • Mobile communication is evolving toward next generation system that is capable to provide ubiquitous human-centric services with giving no restriction on time and location. In particular, context-awareness will be realized using various sensors and devices and related technologies under the ubiquitous Next Generation (NG) mobile communications environment where user's demand and surrounding context are changing dynamically. By such context awareness, context aware service which provides best suitable services for a user by analyzing user's needs and situational information, will be one of the promising NG mobile services. In this article, we propose NG mobile service environment with focusing on generic service traffic flows supported by the NG service platform which gives various means of connecting users and service providers. Then, we propose evolutional phases of context-aware services based on ranges of context information and evolutional trend of telecommunication technologies and networking environment in NG mobile service environment.