• 제목/요약/키워드: Graph Data

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디스크 기반 그래프 엔진의 입출력 성능 향상을 위한 그래프 오더링 (Improving the I/O Performance of Disk-Based Graph Engine by Graph Ordering)

  • 임근학;김정현;이은재;서지원
    • 정보과학회 컴퓨팅의 실제 논문지
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    • 제24권1호
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    • pp.40-45
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    • 2018
  • 빅데이터와 소셜 네트워크의 발전과 더불어 거대한 그래프를 처리하는 연구도 활발하게 진행되고 있다. 최근 그래프 처리의 성능 향상을 위해 Gorder 라는 그래프 오더링 기법이 제안되었다. 이 기법은 메모리 상의 그래프 레이아웃을 변형하여 데이터 접근 패턴을 CPU 캐시에 적합하게 바꿈으로써 성능을 향상시킨다. 하지만 그래프 알고리즘의 캐시 지역성에만 초점을 두고 설계되었기 때문에 디스크 기반 그래프 엔진에서는 적합하지 않고 전처리 비용도 크다는 문제점이 있다. 제시한 문제점을 해결하기 위해, 본 논문에서는 새로운 그래프 오더링인 I/O Order를 제안하였다. I/O Order는 디스크 기반의 그래프 엔진에서 지역성 외에 입출력 부하를 고려하여 설계되었다. 또한, 오더링 비용을 줄이기 위해 간단한 scheme을 사용한다. 본 논문에서 제시된 I/O Order는 Gorder와 비교해 전처리 비용이 최대 9.6배 감소하였고 성능은 지역성이 낮은 그래프 알고리즘에서 Random 대비 최대 2배 이상 향상되었다.

동적 시스템 종속 그래프를 사용한 동적 슬라이싱 (Dynamic Slicing using Dynamic System Dependence Graph)

  • 박순형;박만곤
    • 한국멀티미디어학회논문지
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    • 제5권3호
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    • pp.331-341
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    • 2002
  • 기존의 슬라이싱 기법들은 슬라이스를 생성하며 생성된 슬라이스의 정확성을 위해 종속 그래프를 사용한다. 그러나, 기존의 많은 슬라이싱 기법들은 동적 슬라이싱 기법에 바탕을 두고 데이터 통신 링크를 표현하기 때문에 많은 정점들(vertices)과 간선들(edges)을 필요로 한다. 그러므로 그 그래프는 매우 복잡하다. 어떤 프로그램 시스템에 대한 소프트웨 어 슬라이싱을 처리하기 위해 본 논문에서는 동적 시스템 종속그래프를 제안한다. 그리고, 소프트웨어 시스템의 동적 슬라이스를 산출하기 위해 관련 테이블들의 관계도를 이용한 효율적인 슬라이싱 알고리즘을 제안한다. 동적 슬라이스의 생성을 위한 동적시스템종속그래프는 제안된 알고리즘으로부터 얻어진 마킹테이블을 사용해서 얻어진다. 슬라이스의 최종 결과는 이 그래프를 추적함으로써 얻어진다. 결론적으로 제안된 동적시스템종속그래프 기법의 효율성을 기존의 종속그래프 기법과 비교하였다.

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Conflict Graph-based Downlink Resource Allocation and Scheduling for Indoor Visible Light Communications

  • Liu, Huanlin;Dai, Hongyue;Chen, Yong;Xia, Peijie
    • Journal of the Optical Society of Korea
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    • 제20권1호
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    • pp.36-41
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    • 2016
  • Visible Light Communication (VLC) using Light Emitting Diodes (LEDs) within the existing lighting infrastructure can reduce the implementation cost and may gain higher throughput than radio frequency (RF) or Infrared (IR) based wireless systems. Current indoor VLC systems may suffer from poor downlink resource allocation problems and small system throughput. To address these two issues, we propose an algorithm called a conflict graph scheduling (CGS) algorithm, including a conflict graph and a scheme that is based on the conflict graph. The conflict graph can ensure that users are able to transmit data without interference. The scheme considers the user fairness and system throughput, so that they both can get optimum values. Simulation results show that the proposed algorithm can guarantee significant improvement of system throughput under the premise of fairness.

깊이맵 향상을 위한 전처리 과정과 그래프 컷에 관한 연구 (A Study of the Use of step by preprocessing and Graph Cut for the exact depth map)

  • 김영섭;송응열
    • 반도체디스플레이기술학회지
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    • 제10권3호
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    • pp.99-103
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    • 2011
  • The stereoscopic vision system is the algorithm to obtain the depth of target object of stereo vision image. This paper presents an efficient disparity matching method using blue edge filter and graph cut algorithm. We do recommend the use of the simple sobel edge operator. The application of B band sobel edge operator over image demonstrates result with somewhat noisy (distinct border). The basic technique is to construct a specialized graph for the energy function to be minimized such that the minimum cut on the graph also minimizes the energy (either globally or locally). This method has the advantage of saving a lot of data. We propose a preprocessing effective stereo matching method based on sobel algorithm which uses blue edge information and the graph cut, we could obtain effective depth map.

Mining Highly Reliable Dense Subgraphs from Uncertain Graphs

  • LU, Yihong;HUANG, Ruizhi;HUANG, Decai
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권6호
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    • pp.2986-2999
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    • 2019
  • The uncertainties of the uncertain graph make the traditional definition and algorithms on mining dense graph for certain graph not applicable. The subgraph obtained by maximizing expected density from an uncertain graph always has many low edge-probability data, which makes it low reliable and low expected edge density. Based on the concept of ${\beta}$-subgraph, to overcome the low reliability of the densest subgraph, the concept of optimal ${\beta}$-subgraph is proposed. An efficient greedy algorithm is also developed to find the optimal ${\beta}$-subgraph. Simulation experiments of multiple sets of datasets show that the average edge-possibility of optimal ${\beta}$-subgraph is improved by nearly 40%, and the expected edge density reaches 0.9 on average. The parameter ${\beta}$ is scalable and applicable to multiple scenarios.

FORBIDDEN THETA GRAPH, BOUNDED SPECTRAL RADIUS AND SIZE OF NON-BIPARTITE GRAPHS

  • Shuchao Li;Wanting Sun;Wei Wei
    • 대한수학회지
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    • 제60권5호
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    • pp.959-986
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    • 2023
  • Zhai and Lin recently proved that if G is an n-vertex connected 𝜃(1, 2, r + 1)-free graph, then for odd r and n ⩾ 10r, or for even r and n ⩾ 7r, one has ${\rho}(G){\leq}{\sqrt{{\lfloor}{\frac{n^2}{4}}{\rfloor}}}$, and equality holds if and only if G is $K_{{\lceil}{\frac{n}{2}}{\rceil},{\lfloor}{\frac{n}{2}}{\rfloor}}$. In this paper, for large enough n, we prove a sharp upper bound for the spectral radius in an n-vertex H-free non-bipartite graph, where H is 𝜃(1, 2, 3) or 𝜃(1, 2, 4), and we characterize all the extremal graphs. Furthermore, for n ⩾ 137, we determine the maximum number of edges in an n-vertex 𝜃(1, 2, 4)-free non-bipartite graph and characterize the unique extremal graph.

Data-flow graph 로부터 Systolic Array에의 변환방법 (A Mapping Method of Data-flow graphs into Systolic Arrays)

  • 박명순;전주식
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1987년도 전기.전자공학 학술대회 논문집(II)
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    • pp.1121-1124
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    • 1987
  • Previous methods to map from a FORTRAN-like specification into a systolic array were difficult to find data dependencies because the specification was expressed and executed sequentially. Data-flow graph(DFG)s show data dependencies explicitly. In this paper we show a mapping tool from a DFG specification into a systolic array. We introduce the concept of a Systolic Pattern Stream(SPS) and use that concept to derive a systolic array.

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Network Graph Analysis of Gene-Gene Interactions in Genome-Wide Association Study Data

  • Lee, Sungyoung;Kwon, Min-Seok;Park, Taesung
    • Genomics & Informatics
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    • 제10권4호
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    • pp.256-262
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    • 2012
  • Most common complex traits, such as obesity, hypertension, diabetes, and cancers, are known to be associated with multiple genes, environmental factors, and their epistasis. Recently, the development of advanced genotyping technologies has allowed us to perform genome-wide association studies (GWASs). For detecting the effects of multiple genes on complex traits, many approaches have been proposed for GWASs. Multifactor dimensionality reduction (MDR) is one of the powerful and efficient methods for detecting high-order gene-gene ($G{\times}G$) interactions. However, the biological interpretation of $G{\times}G$ interactions identified by MDR analysis is not easy. In order to aid the interpretation of MDR results, we propose a network graph analysis to elucidate the meaning of identified $G{\times}G$ interactions. The proposed network graph analysis consists of three steps. The first step is for performing $G{\times}G$ interaction analysis using MDR analysis. The second step is to draw the network graph using the MDR result. The third step is to provide biological evidence of the identified $G{\times}G$ interaction using external biological databases. The proposed method was applied to Korean Association Resource (KARE) data, containing 8838 individuals with 327,632 single-nucleotide polymorphisms, in order to perform $G{\times}G$ interaction analysis of body mass index (BMI). Our network graph analysis successfully showed that many identified $G{\times}G$ interactions have known biological evidence related to BMI. We expect that our network graph analysis will be helpful to interpret the biological meaning of $G{\times}G$ interactions.

연역 객체 지향 데이터베이스 언어 구현을 통한 XML 데이터 처리에 관한 연구 (On XML Data Processing through Implementing A Deductive and Object-oriented Database Language)

  • 김성규
    • 정보처리학회논문지D
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    • 제9D권6호
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    • pp.991-998
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    • 2002
  • 본 논문에서는 XML 데이터와 같은 비구조적인 데이터 처리와 추론을 필요로 하는 의미 웹(semantic web) 구축에 유리한 연역 객체 지향 데이터베이스(Deductive and Object-oriented Database) 언어구현을 통해 XML 데이터 처리에 대해 알아본다. 대량 문서 관리와 데이터 교환에 가장 유용한 마크업 언어로 알려진 XML을 이용하여 XML 데이터 모델을 연역객체지향 데이터베이스 모델로 바꾸는 방법에 대해 알아본 다음 이 연역객체 지향 데이터베이스를 다시 Connection Graph로 바꾸고 Connection Graph Resolution을 이용하여 어떻게 질의에 답할 수 있는지를 기술한다. 또한 데이터베이스 내의 계층 지식을 이용하여 효율적이면서도 같은 답을 주는 질의로 바꾸는 방법을 제시하고 이 방법이 효율적이며 논리적으로 타당하다는 점을 증명한다.

무인 자동차의 주변 환경 인식을 위한 도시 환경에서의 그래프 기반 물체 분할 방법 (Graph-based Segmentation for Scene Understanding of an Autonomous Vehicle in Urban Environments)

  • 서보길;최윤근;노현철;정명진
    • 로봇학회논문지
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    • 제9권1호
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    • pp.1-10
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    • 2014
  • In recent years, the research of 3D mapping technique in urban environments obtained by mobile robots equipped with multiple sensors for recognizing the robot's surroundings is being studied actively. However, the map generated by simple integration of multiple sensors data only gives spatial information to robots. To get a semantic knowledge to help an autonomous mobile robot from the map, the robot has to convert low-level map representations to higher-level ones containing semantic knowledge of a scene. Given a 3D point cloud of an urban scene, this research proposes a method to recognize the objects effectively using 3D graph model for autonomous mobile robots. The proposed method is decomposed into three steps: sequential range data acquisition, normal vector estimation and incremental graph-based segmentation. This method guarantees the both real-time performance and accuracy of recognizing the objects in real urban environments. Also, it can provide plentiful data for classifying the objects. To evaluate a performance of proposed method, computation time and recognition rate of objects are analyzed. Experimental results show that the proposed method has efficiently in understanding the semantic knowledge of an urban environment.