• 지능정보연구
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• 제7권1호
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• pp.27-45
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• 2001

데이터마이닝에서 시계열 데이터로부터 순차패턴을 발견하는 연구는 사건이나 아이템이 주로 연구되어왔지만, 최근에는 설비의 상태를 알 수 있는 센서와 같은 수치 값의 형태를 가지는 분야에 관심을 가지게 되었다. 그러나 수치 형태의 데이터는 패턴을 만드는 동안 동일한 값을 가지는 경우가 거의 없기 때문에 기존의 사건이나 아이템 등으로 변환될 수 있는 패턴요소의 특징을 만드는 것이 가장 중요하다. 이러한 패턴요소를 발견하는 지금가지 방법은 이동 윈도우와 클러스터링을 사용하는 방법을 적용하였는데, 이러한 방법은 다양한 윈도우의 크기와 클러스터 값을 적용하여 반복적으로 작업을 하며, 찾아진 결과를 해석하는데도 많은 문제가 있다. 본 연구는 수치 값을 가진 데이터를 벡터의 형태로 만들어 패턴요소를 만드는 방법을 제시한다. 이렇게 만들어진 패턴요소는 전체 데이터를 사용하는 것 보다 이해되기 쉽고 보다 빠르게 순차패턴을 찾을 수 있다. 벡터로 변환된 패턴요소는 각도와 크기를 가지는데 우리는 이들 벡터들의 상호 연관성을 정의하고, 이들 연관성을 이용하여 순차패턴을 찾는 방법을 제시한다.

• 산업경영시스템학회지
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• 제28권2호
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• pp.46-52
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• 2005

In this paper, we present a temporal association rule based on item time intervals. A temporal association rule is an association rule that holds specific time intervals. If we consider itemset in the frequently purchased period, we can discover more significant itemset satisfying minimum support. Because the previous study did not consider the time interval between purchased item, it could find itemset that did not satisfy the minimum support in case some item was frequently purchased in a specific period and rarely or not purchased in other period. Our approach uses interval support which is counted by period with support and confidence in the association rule to discovery large itemset.

• 한국정보처리학회:학술대회논문집
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• 한국정보처리학회 2014년도 추계학술발표대회
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• pp.849-852
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• 2014

Reverse engineering of gene regulatory network is a challenging task in computational biology. To detect a regulatory relationship among genes from time series data is called reverse engineering. Reverse engineering helps to discover the architecture of the underlying gene regulatory network. Besides, it insights into the disease process, biological process and drug discovery. There are many statistical approaches available for reverse engineering of gene regulatory network. In our paper, we propose pairwise mutual information for the reverse engineering of a gene regulatory network from time series data. Firstly, we create random boolean networks by the well-known $Erd{\ddot{o}}s-R{\acute{e}}nyi$ model. Secondly, we generate artificial time series data from that network. Then, we calculate pairwise mutual information for predicting the network. We implement of our system on java platform. To visualize the random boolean network graphically we use cytoscape plugins 2.8.0.

• International journal of advanced smart convergence
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• 제10권2호
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• pp.64-72
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• 2021

XML message brokers have a lot of importance because XML has become a practical standard for data exchange in many applications. Message brokers covered in this document store many users. This paper is a study of the processing of twig pattern queries in XML documents using branching node streams in XML message broker structures. This work is about query processing in XML documents, especially for query processing with XML twig patterns in the XML message broker structure and proposed a method to reduce query processing time when parsing documents with XML twig patterns by processing information. In this paper, the twig pattern query processing method of documents using the branching node stream removes the twigging value of the branch node that does not include the labeling value of the branch node stream when it receives a twig query from the client. In this paper, the leaf node discovery time can be reduced by reducing the navigation time of nodes in XML documents that are matched to leaf nodes in twig queries for client twig queries. Overall, the overall processing time to respond to queries is reduced, allowing for rapid question-answer processing.

• 정보처리학회논문지C
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• 제12C권5호
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• pp.623-632
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• 2005

애드혹 네트워크는 기존의 유무선 네트워크의 고정된 기반시설(infrastructure) 없이 이동 호스트들만으로 구성된 무선 환경의 네트워크이다. 애드혹 네트워크의 기본 특성, 즉, 링크의 불안정성, 각 노드의 물리적 보호의 한계, 노드간 연결의 산재성, 토폴로지의 동적인 변화 뿐 아니라 악의적인 노드의 활동으로 인해 라우팅 보안에 대한 위험성은 매우 높다 따라서 본 논문에서는 애드혹 네트워크에서 경로 탐색이나 설정 과정중 악의적인 노드가 라우팅 메시지를 변조, 위조하거나 다른 노드를 가장하여 잘못된 라우팅 정보를 네트워크에 주입시키는 공격을 방지하기 위하여 일방향 해쉬 함수를 기초로 한 one-time 전자 서명을 이용한 라우팅 보안 메커니즘을 제안한다. 제안하는 메커니즘에서 노드들은 라우팅 메시지를 서명하기 위하여 공개키 요소의 첫 세트를 반복적으로 해쉬 함수에 적용함으로써 해쉬 체인을 생성하고, 생성된 해쉬 체인으로부터 공개키 요소들을 여러 세트 유도하여 해쉬 테이블을 생성한다. 해쉬 테이블 생성 후, 노드들은 자신의 공개키 요소를 다른 노드들에게 공표하고 라우팅 메시지를 전송할 경우 one-time 전자 서명을 포함한다. 이러한 one-time 전자 서명은 라우팅 메시지를 인증하고 메시지에 무결성을 제공한다. 제안하는 라우팅 보안 메커니즘은 이동성이 높은 네트워크 환경에서는 보안을 고려하지 않은 라우팅 메커니즘에 비해 라우팅 오버헤드가 좀더 높아지지만, 경로를 탐색하고 설정하는 과정에서 악의적인 노드의 공격에 대하여 훨씬 높은 안전성을 제공함을 시뮬레이션을 통해서 확인할 수 있다.

• 한국생물정보학회:학술대회논문집
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• 한국생물정보시스템생물학회 2005년도 BIOINFO 2005
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• pp.134-138
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• 2005

The design of ion channel targeted library is a valuable methodology that can aid in the selection and prioritization of potential ion channel-likeness for ion-channel-targeted bio-screening from large commercial available chemical pool. The differences of property profiling between the 93 ion-channel active compounds from MDDR and CMC database and the ACDSC compounds were classified by suitable descriptors calculated with preADME software. Through the PCA, clustering, and similarity analysis, the compounds capable of ion channel activity were defined in ACDSC compounds pool. The designed library showed a tendency to follow the property profile of ion-channel active compounds and can be implemented with great time and economical efficiencies of ligand-based drug design or virtual high throughput screening from an enormous small molecule space.

• Journal of information and communication convergence engineering
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• 제10권1호
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• pp.11-20
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• 2012

In a marine ubiquitous sensor network (USN) system using expensive sensors in the harsh ocean environment, it is very important to discover failures and devise recovery techniques to deal with such failures. Therefore, in order to perform failure modeling, this study analyzes the USN-based real-time water quality monitoring service of the Gaduri Aqua Farms at Songdo Island of Yeosu, South Korea and devises methods of discovery and recovery of failure by classifying the types of failure into system element failure, communication failure, and data failure. In particular, to solve problems from the perspective of data, this study defines data integrity and data consistency for use in identifying data failure. This study, by identifying the exact type of failure through analysis of the cause of failure, proposes criteria for performing relevant recovery. In addition, the experiments have been made to suggest the duration as to how long the data should be stored in the gateway when such a data failure occurs.

• 한국인삼전략화협의회:학술대회논문집
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• 한국인삼전략화협의회 2003년도 제4차 한국인삼약초산업 전략화 세미나
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• pp.54-63
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• 2003

"Korea ginseng (Panax ginseng C.A Meyer) is an important medicinal plant. Its root has been used as an herbal medicine that provides resistance to stress and disease, and prevents exhaustion since the ancient time. Ginsenosides, glycosylated triterpene (saponin), are considered to be the main active compounds of the ginseng root. Despite of considerable commercial interests of ginsenosides, very little is known about the genes and their biochemical pathways for ginsenoside biosynthesis. This work will focus on the identification of genes involved in ginsenoside biosynthesis and the dissection of ginsenoside biosynthetic pathway using a functional genomics tool. Expression sequence tags (ESTs) provide a valuable tool to discovery the genes in secondary metabolite biosynthesis. We generated over 21,155 ginseng ESTs that is now sufficient to facilitate discovering the genes involved in ginsenoside biosynthesis such as oxidosqualene cyclase(OSC), cytochrome P450 and glycosyltransferase. With ESTs information, microarray technology will be used for the analysis of gene expression, and the identification of genes including transcription factors expressed in tissues under given experimental condition. Heterogous system such as yeast and plants will allow us to do the functional analysis. And selected ginseng hairy root which show variation in ginsenoside production will be used as a material for functional analysis of candidate gene. Functional genomics approach will successfully accelerate gene discovery, and also provide promises of metabolic engineering for the ginsenoside production."

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제12권7호
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• pp.2960-2976
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• 2018

The limited storage and computing capacity hinder the development of cognitive radio ad hoc networks (CRAHNs). To solve the problem, a new paradigm of cloud-based CRAHN has been proposed, in which a CRAHN will make use of the computation and storage resources of the cloud. This paper envisions an integrated CRAHN-cloud network architecture. In this architecture, some cognitive radio users (CUs) who satisfy the required metrics could perform as mobile gateway candidates to connect other ordinary CUs with the cloud. These mobile gateway candidates are dynamically clustered according to different related metrics. Cluster head and time-to-live value are determined in each cluster. In this paper, the gateway advertisement and discovery issues are first addressed to propose a hybrid gateway discovery mechanism. After that, a QoS-based gateway selection algorithm is proposed for each CU to select the optimal gateway. Simulations are carried out to evaluate the performance of the overall scheme, which incorporates the proposed clustering and gateway selection algorithms. The results show that the proposed scheme can achieve about 11% higher average throughput, 10% lower end-to-end delay, and 8% lower packet drop fractions compared with the existing scheme.

• 한국컴퓨터산업학회논문지
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• 제2권9호
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• pp.1219-1224
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• 2001

실제 이동 Ad Hoc 네트워크상의 단말기 혹은 무선 환경의 비대칭성에는 단방향 링크가 존재한다. 이에 현재 기존의 이동 Ad Hoc 라우팅 프로토콜을 양방향 링크만을 지원할 수 있도록 구현하였으며, 본 논문에서는 새로운 라우팅 프로토콜을 구현하기 위하여 기존의 동적 소스라우팅 프로토콜을 확장하여 단방향 링크를 가지고 있는 이동 Ad Hoc 네트워크에 적용하였다. 성능평가를 위하여 이동시나리오 파일의 결합과 카네기멜론 대학의 연결 패턴파일을 사용하였다. 또한 수신 데이터율과 평균경로발견시간을 평가 요소로 고려하였으며, 제안된 세 가지 경로 설정 방법을 비교 평가하였다.