Analysing randomized distributed algorithms

被引:0
|
作者
Norman, G [1 ]
机构
[1] Univ Birmingham, Sch Comp Sci, Birmingham B15 2TT, W Midlands, England
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Randomization is of paramount importance in practical applications and randomized algorithms are used widely, for example in co-ordinating distributed computer networks, message routing and cache management. The appeal of randomized algorithms is their simplicity and elegance. However, this comes at a cost: the analysis of such systems become very complex, particularly in the context of distributed computation. This arises through the interplay between probability and nondeterminism. To prove a randomized distributed algorithm correct one usually involves two levels: classical, assertion-based reasoning, and a probabilistic analysis based on a suitable probability space on computations. In this paper we describe a number of approaches which allows us to verify the correctness of randomized distributed algorithms.
引用
收藏
页码:384 / 418
页数:35
相关论文
共 50 条
  • [41] Randomized gossip algorithms for maintaining a distributed bulletin board with guaranteed age properties
    Amar, Lior
    Barak, Amnon
    Drezner, Zvi
    Okun, Michael
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2009, 21 (15): : 1907 - 1927
  • [42] Monitoring distributed systems with distributed algorithms
    Fabre, E
    Pigourier, V
    PROCEEDINGS OF THE 41ST IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 2002, : 411 - 416
  • [43] Analysing Clustering Algorithms Performance in CRM Systems
    Enesi, Indrit
    Lico, Ledion
    Biberaj, Aleksander
    Shahu, Desar
    PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS (ICEIS 2021), VOL 1, 2021, : 803 - 809
  • [44] Analysing the Effect of Recommendation Algorithms on the Spread of Misinformation
    Fernandez, Miriam
    Bellogin, Alejandro
    Cantador, Ivan
    16TH ACM WEB SCIENCE CONFERENCE, WEBSCIENCE 2024, 2024, : 159 - 169
  • [45] Analysing Customer Opinions with Text Mining Algorithms
    Consoli, Domenico
    COMPUTATIONAL METHODS IN SCIENCE AND ENGINEERING, VOL 2: ADVANCES IN COMPUTATIONAL SCIENCE, 2009, 1148 : 857 - 860
  • [46] Algorithms for analysing related constraint business rules
    Fu, GH
    Shao, JH
    Embury, SM
    Gray, WA
    DATA & KNOWLEDGE ENGINEERING, 2004, 50 (02) : 215 - 240
  • [47] DSCOVR: Randomized Primal-Dual Block Coordinate Algorithms for Asynchronous Distributed Optimization
    Xiao, Lin
    Yu, Adams Wei
    Lin, Qihang
    Chen, Weizhu
    JOURNAL OF MACHINE LEARNING RESEARCH, 2019, 20
  • [48] DSCOVR: Randomized primal-dual block coordinate algorithms for asynchronous distributed optimization
    Xiao, Lin
    Yu, Adams Wei
    Lin, Qihang
    Chen, Weizhu
    Journal of Machine Learning Research, 2019, 20
  • [49] Randomized Algorithms for Mapping Clustered Object-Oriented Software onto Distributed Architectures
    Hamad, Safwat H.
    Ammar, Reda A.
    Khalifa, Mohamed E.
    Fergany, Tahany
    ISSPIT: 8TH IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, 2008, : 426 - +
  • [50] Friends or Foes: Distributed and Randomized Algorithms to Determine Dishonest Recommenders in Online Social Networks
    Li, Yongkun
    Lui, John C. S.
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2014, 9 (10) : 1695 - 1707