• Title/Summary/Keyword: 랜덤 그래프 이론

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Fast Random Walk with Restart over a Signed Graph (부호 그래프에서의 빠른 랜덤워크 기법)

  • Myung, Jaeseok;Shim, Junho;Suh, Bomil
    • The Journal of Society for e-Business Studies
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    • v.20 no.2
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    • pp.155-166
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    • 2015
  • RWR (Random Walk with Restart) is frequently used by many graph-based ranking algorithms, but it does not consider a signed graph where edges may have negative weight values. In this paper, we apply the Balance Theory by F. Heider to RWR over a signed graph and propose a novel RWR, Balanced Random Walk (BRW). We apply the proposed technique into the domain of recommendation system, and show by experiments its effectiveness to filter out the items that users may dislike. In order to provide the reasonable performance of BRW in the domain, we modify the existing Top-k algorithm, BCA, and propose a new algorithm, Bicolor-BCA. The proposed algorithm yet requires employing a threshold. In the experiment, we show how threshold values affect both precision and performance of the algorithm.

Paul Erdos and Probabilistic Methods (폴 에르디쉬와 확률론적 방법론)

  • Koh, Young-Mee;Ree, Sang-Wook
    • Journal for History of Mathematics
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    • v.18 no.4
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    • pp.101-112
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    • 2005
  • In this article, we introduce a generous but eccentric genius in mathematics, Paul Erdos. He invented probabilistic methods, pioneered in their applications to discrete mathematics, and estabilshed new theories, which are regarded as the greatest among his contributions to mathematical world. Here we introduce the probabilistic methods and random graph theory developed by Erdos and look at his life in glance with great respect for him.

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Efficient Randomized Parallel Algorithms for the Matching Problem (매칭 문제를 위한 효율적인 랜덤 병렬 알고리즘)

  • U, Seong-Ho;Yang, Seong-Bong
    • Journal of KIISE:Computer Systems and Theory
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    • v.26 no.10
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    • pp.1258-1263
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    • 1999
  • 본 논문에서는 CRCW(Concurrent Read Concurrent Write)와 CREW(Concurrent Read Exclusive Write) PRAM(Parallel Random Access Machine) 모델에서 무방향성 그래프 G=(V, E)의 극대 매칭을 구하기 위해 간결한 랜덤 병렬 알고리즘을 제안한다. CRCW PRAM 모델에서 m개의 선을 가진 그래프에 대해, 제안된 매칭 알고리즘은 m개의 프로세서 상에서 {{{{ OMICRON (log m)의 기대 수행 시간을 가진다. 또한 CRCW 알고리즘을 CREW PRAM 모델에서 구현한 CREW 알고리즘은 OMICRON (log^2 m)의 기대 수행 시간을 가지지만,OMICRON (m/logm) 개의 프로세서만을 가지고 수행될 수 있다.Abstract This paper presents simple randomized parallel algorithms for finding a maximal matching in an undirected graph G=(V, E) for the CRCW and CREW PRAM models. The algorithm for the CRCW model has {{{{ OMICRON (log m) expected running time using m processors, where m is the number of edges in G We also show that the CRCW algorithm can be implemented on a CREW PRAM. The CREW algorithm runs in {{{{ OMICRON (log^2 m) expected time, but it requires only OMICRON (m / log m) processors.

Design and Analysis of Wireless Ad Hoc Networks Based on Theory of Complex Networks (복잡계 네트워크기반 무선 애드혹 네트워크 설계 및 분석)

  • Jung, Bang Chul;Kang, Kee-Hong;Kim, Jeong-Pil;Park, Yeon-Sik
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.9
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    • pp.2020-2028
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    • 2013
  • In this paper, we propose a novel analysis and design methodology based on complex network theory for wireless large-scale ad hoc networks. We also enhance the conventional analysis methods which does not sufficiently consider the effect of the wireless communication channels and extend the existing random graph theory by reflecting the wireless communication environments. As a main result, the effect of the network topology such as average degree of each communication node on the network capacity through extensive computer simulations.