• 제목/요약/키워드: graph structure

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인메모리 기반 병렬 컴퓨팅 그래프 구조를 이용한 대용량 RDFS 추론 (Scalable RDFS Reasoning Using the Graph Structure of In-Memory based Parallel Computing)

  • 전명중;소치승;바트셀렘;김강필;김진;홍진영;박영택
    • 정보과학회 논문지
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    • 제42권8호
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    • pp.998-1009
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    • 2015
  • 근래에 들어 풍부한 지식베이스를 구축하기 위한 대용량 RDFS 추론에 대한 관심이 높아지면서 기존의 단일 머신으로는 대용량 데이터의 추론 성능을 향상시키기에 한계가 있다. 그래서 분산 환경에서 의 RDFS 추론 엔진 개발이 활발히 연구되고 있다. 하지만 기존의 분산 환경 엔진은 실시간 처리가 불가능 하며 구현이 어렵고 반복 작업에 취약하다. 본 논문에서는 이러한 문제를 극복하기 위해 병렬 그래프 구조 를 사용한 인-메모리 분산 추론 엔진 구축 방법을 제안한다. 트리플 형태의 온톨로지는 기본적으로 그래프 구조를 가지고 있으므로 그래프 구조 기반의 추론 엔진을 설계하는 것이 직관적이다. 또한 그래프 구조를 활용하는 오퍼레이터를 활용하여 RDFS 추론 규칙을 구현함으로써 기존의 데이터 관점과 달리 그래프 구조의 관점에서 설계할 수 있다. 본 논문에서 제안한 추론 엔진을 평가하기 위해 LUBM1000(1억 3천 3백만 트리플, 17.9GB), LUBM3000(4억 1천 3백만 트리플, 54.3GB)에 대해 추론 속도를 실험을 하였으며 실 험결과, 비-인메모리 분산 추론 엔진보다 약 10배 정도 빠른 추론 성능을 보였다.

A Graph Embedding Technique for Weighted Graphs Based on LSTM Autoencoders

  • Seo, Minji;Lee, Ki Yong
    • Journal of Information Processing Systems
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    • 제16권6호
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    • pp.1407-1423
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    • 2020
  • A graph is a data structure consisting of nodes and edges between these nodes. Graph embedding is to generate a low dimensional vector for a given graph that best represents the characteristics of the graph. Recently, there have been studies on graph embedding, especially using deep learning techniques. However, until now, most deep learning-based graph embedding techniques have focused on unweighted graphs. Therefore, in this paper, we propose a graph embedding technique for weighted graphs based on long short-term memory (LSTM) autoencoders. Given weighted graphs, we traverse each graph to extract node-weight sequences from the graph. Each node-weight sequence represents a path in the graph consisting of nodes and the weights between these nodes. We then train an LSTM autoencoder on the extracted node-weight sequences and encode each nodeweight sequence into a fixed-length vector using the trained LSTM autoencoder. Finally, for each graph, we collect the encoding vectors obtained from the graph and combine them to generate the final embedding vector for the graph. These embedding vectors can be used to classify weighted graphs or to search for similar weighted graphs. The experiments on synthetic and real datasets show that the proposed method is effective in measuring the similarity between weighted graphs.

GROUPS ACTING ON MEDIAN GRAPHS AND MEDIAN COMPLEXES

  • Ryang, Dohyoung
    • 한국수학교육학회지시리즈B:순수및응용수학
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    • 제19권4호
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    • pp.349-361
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    • 2012
  • CAT(0) cubical complexes are a key to formulate geodesic spaces with nonpositive curvatures. The paper discusses the median structure of CAT90) cubical complexes. Especially, the underlying graph of a CAT(0) cubical complex is a median graph. Using the idea of median structure, this paper shows that groups acting on median complexes L(${\delta}$) groups and, in addition, work L(0) groups are closed under free product.

Synthesis of Multiple Constant Multiplication Circuits Using GA with Chromosomes Composed of Stack Type Operators

  • Isoo, Yosuke;Toyoshima, Hisamichi
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 ITC-CSCC -2
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    • pp.623-626
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    • 2000
  • The purpose of this paper is to find an efficient solution for multiple constant multiplication (MCM) problem. Since the circuit structure can be represented as a directed acyclic graph, evolutionary computing is considered as an effective tool for optimization of circuit synthesis. In this paper, we propose a stack type operator as a chromosome element to synthesize a directed acyclic graph efficiently. This type of chromosome can represent a graph structure with a set of simple symbols and so we can employ the similar method to a conventional GA.

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뮤지엄건축 공간배치의 정량적 분석방법에 관한 연구 -공간구문론(Space Syntax)과 가시장분석(Visibility Graph Analysis)을 중심으로 - (A Study on Quantitative Analysis Method of Museum Architecture Arrangement - Focused on Space Syntax and Visibility Graph Analysis -)

  • 박종구;이성훈
    • 한국실내디자인학회논문집
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    • 제18권4호
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    • pp.97-104
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    • 2009
  • This thesis analyzed arrangement and mixture method of function elements, which are getting more important in museum planning. It used quantitative method, Space Syntax and Visibility Graph Analysis tool to analyze five case museums. Through this analysis, advantages and disadvantages of two methods were derived and case museums' arrangement and mixture attributes were grasped. Results of the analysis were derived differently by two kinds of plan form which were room to room type and open type. Open typed museum recorded similar graphs of Integration, Visual Integration and Visual Connectivity. Since whole space structures were relatively simple and structure of exhibition halls were opened, the results of Space Syntax and Visibility Graph Analysis had similar graphs. Room to room typed museum showed differences in Integration, Visual Integration and Visual Connectivity. In the result, the most accessible space was lobby and Mediation Space became the center of visibility. Also, the exhibition hall, where the opening of room to room typed exhibition hall was penetrated visually, became a center of visibility. Lobby space, which was close to entrance, had the highest Visibility Connectivity. As Space Syntax could analyze the museum as whole space structure, Space Syntax showed strength in room to room typed museum analysis compared to open typed museum analysis which has relatively simple structure. Visibility Graph Analysis could expect the flow of exhibit distance including visibility analysis unlike the flow of exhibit distance with space arrangement. The exhibition hall, which secures the sight to penetration of an opening, couldn't be analyzed in existing Space Syntax. However, it became the biggest advantages in Visibility Graph Analysis of room to room typed museum. Visibility Graph Analysis derived detailed results in exhibit arrangement so it will be the useful method not only for architecture but also for planning of exhibit arrangement in open typed museum. Through this study, various possibilities on Quantitative Analysis Method of Museum Architecture could be verified. However, the analysis still has limitation of second dimension. Therefore, diverse and liberal following study will be expected to accomplish.

CAS IMPLEMENTATION OF RECURSIVE STRUCTURE IN A SPANNING TREE

  • Song, Kee-Hong
    • East Asian mathematical journal
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    • 제21권2호
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    • pp.249-260
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    • 2005
  • Experimentation using computer plays an important part in education and research in graph theory. The purpose of this paper is to develop the CAS techniques for the hands-on approach in graph theory specifically on the topic of constructing the spanning tree. This paper discusses the advantages of CAS as the software system for doing graph theory and introduces the software solutions integrating multimedia user interface developed by the author, which extend the functionality of the existing CAS-based graph theory software package.

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ON THE TIGHTNESS CONDITIONS FOR MAXIMAL PLANAR GRAPHS

  • HWAN-OK JUNG
    • Journal of applied mathematics & informatics
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    • 제4권1호
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    • pp.235-242
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    • 1997
  • We characterize the tight structure of a vertex-accumula-tion-free maximal planar graph with no separating triangles. Together with the result of Halin who gave an equivalent form for such graphs this yields that a tight structure always exists in every 4-connected maximal planar graph with one end.

STRUCTURAL PROPERTIES FOR CERTAIN GLASSES OF INFINITE PLANAR GRAPHS

  • Jung, Hwan-Ok
    • Journal of applied mathematics & informatics
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    • 제13권1_2호
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    • pp.105-115
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    • 2003
  • An infinite locally finite plane graph is called an LV-graph if it is 3-connected and VAP-free. If an LV-graph G contains no unbounded faces, then we say that G is a 3LV-graph. In this paper, a structure theorem for an LV-graph concerning the existence of a sequence of systems of paths exhausting the whole graph is presented. Combining this theorem with the early result of the author, we obtain a necessary and sufficient conditions for an infinite VAP-free planar graph to be a 3LV-graph as well as an LV-graph. These theorems generalize the characterization theorem of Thomassen for infinite triangulations.

서사 패턴의 연관분석을 통한 이야기 장면 생성 방법 (An Approach for Generating Story-Plot Using Association Analysis of Narrative Patterns)

  • 김정일;이은주
    • 한국IT서비스학회지
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    • 제12권1호
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    • pp.247-257
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    • 2013
  • A narrative structure is essential for a story generator to create a story plot. In digital storytelling system, a narrative structure can be generally designed as a tree or a graph, and the story generator in the digital storytelling system creates continuous story plots based on the narrative structure. When a narrative structure is designed with a tree or a graph, it is hard for the story generator to create various kinds of story-plots due to the inflexible nature of a tree or graph structure. It may result in degrading the quality of story-plots to provide similar story-plot to various kind of user. In this paper, we proposed an approach to create a story-plot based on association analysis of data mining to overcome the disadvantage. In detail, we defined a narrative structure which consists of narrative patterns, and then implemented a story generator which creates a story-plot using the proposed narrative structure. As a result, we confirmed that implemented story generator was able to create a story-plot according to understanding level of user in case study.

Face Recognition based on Weber Symmetrical Local Graph Structure

  • Yang, Jucheng;Zhang, Lingchao;Wang, Yuan;Zhao, Tingting;Sun, Wenhui;Park, Dong Sun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권4호
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    • pp.1748-1759
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    • 2018
  • Weber Local Descriptor (WLD) is a stable and effective feature extraction algorithm, which is based on Weber's Law. It calculates the differential excitation information and direction information, and then integrates them to get the feature information of the image. However, WLD only considers the center pixel and its contrast with its surrounding pixels when calculating the differential excitation information. As a result, the illumination variation is relatively sensitive, and the selection of the neighbor area is rather small. This may make the whole information is divided into small pieces, thus, it is difficult to be recognized. In order to overcome this problem, this paper proposes Weber Symmetrical Local Graph Structure (WSLGS), which constructs the graph structure based on the $5{\times}5$ neighborhood. Then the information obtained is regarded as the differential excitation information. Finally, we demonstrate the effectiveness of our proposed method on the database of ORL, JAFFE and our own built database, high-definition infrared faces. The experimental results show that WSLGS provides higher recognition rate and shorter image processing time compared with traditional algorithms.