• Title/Summary/Keyword: Model Repository

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Privacy Preserving Sequential Patterns Mining for Network Traffic Data (사이트의 접속 정보 유출이 없는 네트워크 트래픽 데이타에 대한 순차 패턴 마이닝)

  • Kim, Seung-Woo;Park, Sang-Hyun;Won, Jung-Im
    • Journal of KIISE:Databases
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    • v.33 no.7
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    • pp.741-753
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    • 2006
  • As the total amount of traffic data in network has been growing at an alarming rate, many researches to mine traffic data with the purpose of getting useful information are currently being performed. However, network users' privacy can be compromised during the mining process. In this paper, we propose an efficient and practical privacy preserving sequential pattern mining method on network traffic data. In order to discover frequent sequential patterns without violating privacy, our method uses the N-repository server model and the retention replacement technique. In addition, our method accelerates the overall mining process by maintaining the meta tables so as to quickly determine whether candidate patterns have ever occurred. The various experiments with real network traffic data revealed tile efficiency of the proposed method.

Multilingual Product Retrieval Agent through Semantic Web and Semantic Networks (Semantic Web과 Semantic Network을 활용한 다국어 상품검색 에이전트)

  • Moon Yoo-Jin
    • Journal of Intelligence and Information Systems
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    • v.10 no.2
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    • pp.1-13
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    • 2004
  • This paper presents a method for the multilingual product retrieval agent through XML and the semantic networks in e-commerce. Retrieval for products is an important process, since it represents interfaces of the customer contact to the e-commerce. Keyword-based retrieval is efficient as long as the product information is structured and organized. But when the product information is expressed across many online shopping malls, especially when it is expressed in different languages with cultural backgrounds, buyers' product retrieval needs language translation with ambiguities resolved in a specific context. This paper presents a RDF modeling case that resolves semantic problems in the representation of product information and across the boundaries of language domains. With adoption of UNSPSC code system, this paper designs and implements an architecture for the multilingual product retrieval agents. The architecture is based on the central repository model of product catalog management with distributed updating processes. It also includes the perspectives of buyers and suppliers. And the consistency and version management of product information are controlled by UNSPSC code system. The multilingual product names are resolved by semantic networks, thesaurus and ontology dictionary for product names.

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Hydrothermal Behaviors and Long-term Stability of Bentonitic Buffer Material (벤토나이트 완충재의 열수거동 및 장기건전성 연구)

  • Lee, Jae-Owan;Cho, Won-Jin
    • Journal of Nuclear Fuel Cycle and Waste Technology(JNFCWT)
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    • v.5 no.2
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    • pp.145-154
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    • 2007
  • In hydrothermal reaction tests, smectite-to-illite conversion was identified using a domestic bentonite which is favorably considered as a buffer material, and its dependency on various hydrothermal conditions was investigated. The analysis results of the XRD and Si concentration indicated that the smectite-to-illite conversion was a major process of bentonite alteration under the hydrothermal conditions. The temperature, potassium concentration in solution, and pH were observed to significantly affect the smectite-to illite conversion. A model of conversion reaction rate was suggested to evaluate the long-term stability of smectite composing a major constituent of bentonitic buffer. It was expected from the evaluation results that the smectite would keep its integrity for very long disposal time under a normal condition, whitens it might be converted to illite by 50 percent after over $5{\times}10^4$ year of disposal time under a conservative condition and consequently lose its swelling capacity as a buffer material of a repository.

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A Study on the Operational Organization and Connective Cooperation Plans of a Regional Central Library - The Case of Daegu Metropolitan City - (지역대표도서관 운영조직 및 연계협력 방안 연구 - 대구광역시를 중심으로 -)

  • Yoon, Hee-Yoon;Kim, Sin-Young
    • Journal of Korean Library and Information Science Society
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    • v.47 no.3
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    • pp.21-39
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    • 2016
  • The objective of this study is to propose the operational organization and connective cooperation plan for the Daegu regional central library which will be completed in 2020. The vision of regional central library was presented as 'the library for the happiness of Daegu citizens and the cradle of knowledge and culture', and 10 core functions also proposed. In order to fulfill the roles as a regional central library, it has been suggested to maintain 5 departments including the department of administrative support, the department of library policy, the department of collection development, the department of information service, and the department of cooperative preservation. Lastly, it has also established the model of connective cooperation plans between other regional libraries and the regional central library as follows: the construction and operation of cooperative system, connective cooperation for the construction of Daegu collaborative repository, cooperative library system of ILL/DDS.

The Design and Implementation of e-BCOS as Web based Component Repository (웹 기반 컴포넌트 저장소 e-BCOS 설계 및 구현)

  • Kim, Guk-Boh
    • Journal of the Korean Institute of Intelligent Systems
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    • v.15 no.2
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    • pp.211-223
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    • 2005
  • The current software development type is based on CBD (Component Based Development). However, it requires a new component model that can support rapid and accurate component information on the web due to the cost increase of building new components using CBD. The purposed of this paper is to promptly develop an application on the web which fulfills users' demand and to provide specific interface regarding the small scales of distributed component in business domains. The e-BCOS(e-Business Component System) is the agent system for the users to register distributed components and to search component information, which would increase reusability through the e-business component development of distributed components in business domains and help the users understand the information about the component. Moreover, XML is employed for specification which allows smooth specification sharing and delivery to satisfy users' variable demands.

A Sparse Data Preprocessing Using Support Vector Regression (Support Vector Regression을 이용한 희소 데이터의 전처리)

  • Jun, Sung-Hae;Park, Jung-Eun;Oh, Kyung-Whan
    • Journal of the Korean Institute of Intelligent Systems
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    • v.14 no.6
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    • pp.789-792
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    • 2004
  • In various fields as web mining, bioinformatics, statistical data analysis, and so forth, very diversely missing values are found. These values make training data to be sparse. Largely, the missing values are replaced by predicted values using mean and mode. We can used the advanced missing value imputation methods as conditional mean, tree method, and Markov Chain Monte Carlo algorithm. But general imputation models have the property that their predictive accuracy is decreased according to increase the ratio of missing in training data. Moreover the number of available imputations is limited by increasing missing ratio. To settle this problem, we proposed statistical learning theory to preprocess for missing values. Our statistical learning theory is the support vector regression by Vapnik. The proposed method can be applied to sparsely training data. We verified the performance of our model using the data sets from UCI machine learning repository.

Development of Search Method using Semantic technologies about RESTful Web Services (시맨틱 기술을 활용한 RESTful 웹서비스의 검색 기법 개발)

  • Cha, Seung-Jun;Choi, Yun-Jeong;Lee, Kyu-Chul
    • Journal of Korea Spatial Information System Society
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    • v.12 no.1
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    • pp.100-104
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    • 2010
  • Recently with advent of Web 2.0, RESTful Web Services are becoming increasing trend to emphasize Web as platform. There are already many services and the number of service increases in very fast pace. So it is difficult to find the service what we want by keyword based search. To solve this problem, we developed the search method using sem antic technologies about RESTful Web Services. For that, first we define the system structure and model the description format based on the integrated search system for OpenAPIs, and then we add Semantic Markup (tagging, semantic annotation) on the HTML description pages. Next we extract RDF document from them and store it in service repository. Based on the keywords that are extended by means of ontology, the developed system provides more purified and extended results than similarity-based keyword searching system.

Extracting the Source Code Context to Predict Import Changes using GPES

  • Lee, Jaekwon;Kim, Kisub;Lee, Yong-Hyeon;Hong, Jang-Eui;Seo, Young-Hoon;Yang, Byung-Do;Jung, Woosung
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.11 no.2
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    • pp.1234-1249
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    • 2017
  • One of the difficulties developers encounter in maintaining tasks of a large-scale software system is the updating of suitable libraries on time. Developers tend to miss or make mistakes when searching for and choosing libraries during the development process, or there may not be a stable library for the developers to use. We present a novel approach for helping developers modify software easily and on time and avoid software failures. Using a tool previously built by us called GPES, we collected information of projects, such as abstract syntax trees, tokens, software metrics, relations, and evolutions, for our experiments. We analyzed the contexts of source codes in existing projects to predict changes automatically and to recommend suitable libraries for the projects. The collected data show that researchers can reduce the overall cost of data analysis by transforming the extracted data into the required input formats with a simple query-based implementation. Also, we manually evaluated how the extracted contexts are similar to the description and we found that a sufficient number of the words in the contexts is similar and it might help developers grasp the domain of the source codes easily.

An Experimental Study on Factors Affecting the Leachability of Cs-137 in Cement Matrix and Leaching Model with Backfill (시멘트 고화체내 Cs-137의 침출능에 영향을 미치는 인자에 대한 실험적 연구와 뒷채움재를 고려한 침출 모델)

  • Park, Jong-Kil;Lee, Kun-Jai
    • Nuclear Engineering and Technology
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    • v.23 no.4
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    • pp.374-386
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    • 1991
  • Various factors affecting the teachability of Cs-137 in cement matrix have been investigated. Factors investigated include such as pressure curing, vibration curing, pressure leaching, the effect of the clay addition, ion-exchange resin(IRN-77) addition, and $CO_2$or air injection. Leaching experiments were conducted by the method recommended by IAEA. To analyze the experimental results, pore structure analysis of cement matrices was carried out by BET method. Cement matrices may not contact directly with underground water in real repository, since the surroundings of disposed drums are filled with backfill. Thus, the effect of backfill to the teachability has been investigated. The well-known diffusion theory was utilized to predict long term leach rate and cumulative fraction leached of Cs-137 or non-radioactive species.

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Real-Time Web Middleware Framework for Supporting Electronic Commerce (전자상거래를 지원하기 위한 실시간 웹 미들웨어 프레임워크)

  • Yoon, Eun-Young;Yoon, Yong-Ik
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.5S
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    • pp.1666-1675
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    • 2000
  • This paper proposes a RTWM (Real-Time Web Middleware) framework for real-time EC(Electronic Commerce) systems. RTWM system is extended the existing COS( CORBA Object Service) model added to the event monitoring, real-time scheduler, real-time event filtering for supporting real-time concept of EC systems. Especially, this paper is concentrated on providing suitable event filtering function for EC system in order to meed various user time requirements under distributed system environment. It stores time constraint requirements an interesting event information input from users into QoS repository, then processes the data through appropriate RTFA(Real-Time Filtering Agent) module when real-time events occur. From this method, users can get the filtered event result reflected their requirements about real-time filtering. It means this system provides thigh QoS to users. In addition, it results in decreasing network traffic as unnecessary event information is filtered from network.

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