• 제목/요약/키워드: Directed Acyclic Graphs

검색결과 16건 처리시간 0.019초

Combining Local and Global Features to Reduce 2-Hop Label Size of Directed Acyclic Graphs

  • Ahn, Jinhyun;Im, Dong-Hyuk
    • Journal of Information Processing Systems
    • /
    • 제16권1호
    • /
    • pp.201-209
    • /
    • 2020
  • The graph data structure is popular because it can intuitively represent real-world knowledge. Graph databases have attracted attention in academia and industry because they can be used to maintain graph data and allow users to mine knowledge. Mining reachability relationships between two nodes in a graph, termed reachability query processing, is an important functionality of graph databases. Online traversals, such as the breadth-first and depth-first search, are inefficient in processing reachability queries when dealing with large-scale graphs. Labeling schemes have been proposed to overcome these disadvantages. The state-of-the-art is the 2-hop labeling scheme: each node has in and out labels containing reachable node IDs as integers. Unfortunately, existing 2-hop labeling schemes generate huge 2-hop label sizes because they only consider local features, such as degrees. In this paper, we propose a more efficient 2-hop label size reduction approach. We consider the topological sort index, which is a global feature. A linear combination is suggested for utilizing both local and global features. We conduct experiments over real-world and synthetic directed acyclic graph datasets and show that the proposed approach generates smaller labels than existing approaches.

Essential Arcs of a Directed Acyclic Graph

  • Chung, Ee-Suk
    • Management Science and Financial Engineering
    • /
    • 제13권1호
    • /
    • pp.121-126
    • /
    • 2007
  • Among many graphs, directed acyclic graph(DAG) attracts many researchers due to its nice property of existence of topological sort. In some classic graph problems, it is known that, if we use the aforementioned property, then much efficient algorithms can be generated. So, in this paper, new algorithm for the all-pairs shortest path problem in a DAG is proposed. While the algorithm performing the iteration, it identifies the set of essential arcs which requires in a shortest path. So, the proposed algorithm has a running time of $O(m^*n+m)$, where m, n and $m^*$ denote the number of arcs, number of node, and the number of essential arcs in a DAG, respectively.

이산형 자료 예측을 위한 베이지안 네트워크 분류분석기의 성능 비교 (The performance of Bayesian network classifiers for predicting discrete data)

  • 박현재;황범석
    • 응용통계연구
    • /
    • 제33권3호
    • /
    • pp.309-320
    • /
    • 2020
  • 방향성 비순환 그래프(directed acyclic graph; DAG)라고도 하는 베이지안 네트워크(Bayesian network)는 변수 사이의 관계를 확률과 그래프를 통해 모형화할 수 있다는 점에서 최근 의학, 기상학, 유전학 등 여러 분야에서 다양하게 활용되고 있다. 특히 이산형 자료의 예측에 사용되는 베이지안 네트워크 분류분석기(Bayesian network classifier)가 최근 새로운 데이터 마이닝 기법으로 주목받고 있다. 베이지안 네트워크는 그 구조와 학습 방법에 따라 여러 가지 다양한 모형으로 분류할 수 있다. 본 논문에서는 서로 다른 성질을 가진 이산형 자료를 바탕으로 구조 학습 방법에 차이를 두어 베이지안 네트워크 모형을 학습시킨 후, 가장 간단한 방법인 나이브 베이즈 (naïve Bayes) 모형과 비교해 본다. 학습된 모형들을 여러 가지 실제 데이터에 적용하여 그 예측 정확도를 비교함으로써 최적의 분류 분석 결과를 얻을 수 있는지 살펴본다. 또한 각각의 모형에서 나타나는 그래프를 통해 데이터의 변수 사이의 관계를 비교한다.

다중프로세서에서 비순환 타스크 그래프의 최적 스케쥴링에 관한 연구 (A Study on Optimal Scheduling with Directed Acyclic Graphs Task onto Multiprocessors)

  • 조민환
    • 한국컴퓨터정보학회논문지
    • /
    • 제4권4호
    • /
    • pp.40-46
    • /
    • 1999
  • 병렬 처리시스템 환경에서 효율적인 타스크 스케줄링에 관한 연구로서 타스크 전체 수행 시간을 단축시는데 목적을 두고 있다. 멀티프로세서 시스템에서 선행 조건 을 갖는 타스크 그래프의 타스크 스케쥴링은 시스템 처리시간에 많은 영향을 준다. 이 문제는 NP-hard로 알려져 있으며, 많은 사람들이 heuristic 방법으로 최적해에 접근하려고 노력 하고 있다. 우리는 기존 여러 방법들 (swapping, MH, DL)과 개선된 critical path schedule 방법과 상호 비교하였다. 다수개의 root와 다수개의 terminate를 가지는 방향성 비순환 그래프(Directed Acyclic Graph : DAG)를 Random 생성하여 시뮬례이션 한 결과 프로세서 수를 증가한 경우 개선된 Critical Path알고리즘이 실행 타스크의 탐색 시간 개선에 더 우수한 것으로 판명되었다.

  • PDF

An Inclusive Evaluation of Linkage Between Environmental Managerial Accounting and Knowledge Management: Empirical Evidence from Vietnam

  • HUYNH, Quang Linh
    • The Journal of Asian Finance, Economics and Business
    • /
    • 제9권7호
    • /
    • pp.135-144
    • /
    • 2022
  • The relationship between applying knowledge management and accepting environmentally managed accounting is more complicated than previous studies suggested. Knowledge management is both an antecedent and a consequence of implementing environmentally managed accounting in the workplace. Nonetheless, none of the prior studies have systematically investigated this relationship. The current article attempted to scrutinize the reciprocated multifaceted tie between environmental managerial accounting and knowledge management by utilizing the methods of directed graph searches as well as directed acyclic graphs. The research data was gathered from 342 publicly-listed corporations in Vietnam's key stock markets. The empirical findings disclose that implementing knowledge management can lead to adopting environmental managerial accounting in business, which is, in turn, an antecedent of accepting knowledge management. More importantly, the current research found that the adoption of knowledge management is the first factor to affect the research model. Nonetheless, the usage of knowledge management in business can, in turn, have a positive effect back to the implementing extent of environmental managerial accounting. The findings are beneficial to scientists and particularly to executives by shedding new insight into this reciprocated bond, which can lead executives to make sound decisions regarding knowledge management and environmental managerial accounting for businesses to acquire competitive advantages.

Proposition and Evaluation of Parallelism-Independent Scheduling Algorithms for DAGs of Tasks with Non-Uniform Execution Time

  • Kirilka Nikolova;Atusi Maeda;Sowa, Masa-Hiro
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 2000년도 ITC-CSCC -1
    • /
    • pp.289-293
    • /
    • 2000
  • We propose two new algorithms for parallelism-independent scheduling. The machine code generated from the compiler using these algorithms in its scheduling phase is parallelism-independent code, executable in minimum time regardless of the number of the processors in the parallel computer. Our new algorithms have the following phases: finding the minimum number of processors on which the program can be executed in minimal time, scheduling by an heuristic algorithm for this predefined number of processors, and serialization of the parallel schedule according to the earliest start time of the tasks. At run time tasks are taken from the serialized schedule and assigned to the processor which allows the earliest start time of the task. The order of the tasks decided at compile time is not changed at run time regardless of the number of the available processors which means there is no out-of-order issue and execution. The scheduling is done predominantly at compile time and dynamic scheduling is minimized and diminished to allocation of the tasks to the processors. We evaluate the proposed algorithms by comparing them in terms of schedule length to the CP/MISF algorithm. For performance evaluation we use both randomly generated DAGs (directed acyclic graphs) and DACs representing real applications. From practical point of view, the algorithms we propose can be successfully used for scheduling programs for in-order superscalar processors and shared memory multiprocessor systems. Superscalar processors with any number of functional units can execute the parallelism-independent code in minimum time without necessity for dynamic scheduling and out-of-order issue hardware. This means that the use of our algorithms will lead to reducing the complexity of the hardware of the processors and the run-time overhead related to the dynamic scheduling.

  • PDF

최대후회 최소화 임계 경로 탐색 알고리듬 (A Heuristic Algorithm to Find the Critical Path Minimizing the Maximal Regret)

  • 강준규;윤협상
    • 산업경영시스템학회지
    • /
    • 제34권3호
    • /
    • pp.90-96
    • /
    • 2011
  • Finding the critical path (or the longest path) on acyclic directed graphs, which is well-known as PERT/CPM, the ambiguity of each acr's length can be modeled as a range or an interval, in which the actual length of arc may realize. In this case, the min-max regret criterion, which is widely used in the decision making under uncertainty, can be applied to find the critical path minimizing the maximum regret in the worst case. Since the min-max regret critical path problem with the interval arc's lengths is known as NP-hard, this paper proposes a heuristic algorithm to diminish the maximum regret. Then the computational experiments shows the proposed algorithm contributes to the improvement of solution compared with the existing heuristic algorithms.

그래프 기법을 이용한 부울함수의 ALU 기능 해석에 관한 연구 (A Study of Function and Analysis of ALU for Graph-based Boolean Functions)

  • 우광방;김현기;박인규
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 1987년도 전기.전자공학 학술대회 논문집(I)
    • /
    • pp.226-229
    • /
    • 1987
  • This paper was aimed to, using a new data structure, develop a set of algorithms to execute the output function of Digital System. These functions were represented as directed, acyclic graphs. by applying many restrictions on vertices on graph, the efficient manipulation of boolean function was accomplished. The results were as follows; 1. A canonical representation of a boolean function was created by the reduction algorithm. 2. The operation of two functions was accomplished using t he apply algorithm, according to the binary operator. 3. The arguments having 1 as the value nf function were enumerated using the satisfy algorithm. 4. Composing TTL 74181 4-bit ALU and 74182 look-ahead carry generator, the ALU having 4-bit and 16-bit as word size was implemented.

  • PDF

Evolution and Maintenance of Proxy Networks for Location Transparent Mobile Agent and Formal Representation By Graph Transformation Rules

  • Kurihara, Masahito;Numazawa, Masanobu
    • 한국지능정보시스템학회:학술대회논문집
    • /
    • 한국지능정보시스템학회 2001년도 The Pacific Aisan Confrence On Intelligent Systems 2001
    • /
    • pp.151-155
    • /
    • 2001
  • Mobile agent technology has been the subject of much attention in the last few years, mainly due to the proliferation of distributed software technologies combined with the distributed AI research field. In this paper, we present a design of communication networks of agents that cooperate with each other for forwarding messages to the specific mobile agent in order to make the overall system location transparent. In order to make the material accessible to general intelligent system researchers, we present the general ideas abstractly in terms of the graph theory. In particular, a proxy network is defined as a directed acyclic graph satisfying some structural conditions. In turns out that the definition ensures some kind of reliability of the network, in the sense that as long as at most one proxy agent is abnormal, there agent exists a communication path, from every proxy agent to the target agent, without passing through the abnormal proxy. As the basis for the implementation of this scheme, an appropriate initial proxy network is specified and the dynamic nature of the network is represented by a set of graph transformation rules. It is shown that those rules are sound, in the sense that all graphs created from the initial proxy network by zero or more applications of the rules are guaranteed to be proxy networks. Finally, we will discuss some implementation issues.

  • PDF

정유사 주유소간 휘발유 가격발견에 관한 연구

  • 박해선
    • 자원ㆍ환경경제연구
    • /
    • 제21권3호
    • /
    • pp.493-517
    • /
    • 2012
  • 본 연구는 우리나라 정유사 주유소의 보통휘발유 가격간의 인과관계를 분석하여 정유사 주유소간의 가격발견과정을 연구하였다. 벡터오차수정모형과 비순환성 그래프(DAG)를 활용하여 주유소 휘발유 가격 간의 동시적 인과관계를 분석하였다. 2008년 4월 15일부터 2009년 5월 31일까지 기간과 2011년 1월 1일부터 20011년 12월 31일까지의 두 기간의 시계열에 대해 구분하여 분석하였다. 동시적 인과관계의 분석결과, 전기에서 S-OIL이 외생성을 보이며 가격정보를 주도하는 양상을 보였으나, 후기에서는 SK에너지가 가격정보흐름을 주도하고 있는 것으로 나타났다. 상대적으로 저렴한 가격의 NH-OIL 주유소의 휘발유시장에 대한 신규 참여가 타 정유사 주유소의 가격하락에 영향을 주지는 않는 것으로 보인다.

  • PDF