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The two algorithms are max-product belief propagation (BP, Pearl 88) and
sequential tree-reweighted max-product message passing (TRW-S, Kolmogorov 05)
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markov random fields的各类优化算法及应用Optimization methods included:
1) ICM
2) Graph Cuts
3) Max-Product Belief Propagation
4) Sequential tree-reweighted message passing (TRW-S)
Applications include:
(1)binary
(2)denoise
(3)stereomatch
(
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Parallel Processing
Message Passing
Genetic Algorithms-Parallel ProcessingMessage PassingGenetic Algorithms
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Infer.NET is a .NET framework for machine learning. It provides state-of-the-art message-passing algorithms and statistical routines for performing Bayesian inference.
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The ONE
The Opportunistic Network Environment simulator.
Information
The ONE is a simulation environment that is capable of
* generating node movement using different movement models
* routing messages between nodes with various
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给出了微机网络并行计算环境和拥有共享内存的并行计算环境下大规模矩阵相乘的几种
并行算法,分析了这些算法的计算和通讯时间复杂性,在多台微机上安装并行消息传递机制MPI
(message passing interface) ,构成微机网络并行计算环境,在该环境下对所给算法作了数值试验,
结果表明所给出的算法非常有效,同时在程序没有改动的条件下,将微机网络并行环境下的程序移
植到具有共享内存的并行计算机IBMP650 上,结果表明,所给算法具有更高的加速比和并行效率。-Gives t
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cannon矩阵并行算法，mpi编写，计算过程中要通过消息传递完成不同节点间的通信-cannon matrix parallel algorithms, mpi writing, the calculation process should be completed by the message-passing communication between different nodes
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一本将基于AP传播算法的半监督聚类的算方法书.对于聚类研究的很有帮助-The Uncapacitated Facility Location Prob-
lem (UFLP) is one of the most widely stud-
ied discrete location problems, whose appli-
cations arise in a variety of settings. We
tackle the UFLP using probabilisti
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关于因子图和消息传递算法领域的非常经典的论文，绝对值得大家仔细阅读-A large variety of algorithms in coding, signal processing,
and artificial intelligence may be viewed as instances of
the summary-product algorithm (or belief/probability
propagation algorithm), which operates
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消息传递算法用于信号处理的绝对经典之作，好好学习，天天向上-The message-passing approach to model-based
signal processing is developed with a focus on Gaussian
message passing in linear state-space models, which includes
recursive least squares, linear minimum-mean-squared-
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Message Passing Algorithms
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Low-Density Parity-Check (LDPC) codes have gained lots of popularity due to their
capacity achieving/approaching property. This work studies the iterative decoding
also known as message-passing algorithms applied to LDPC codes. Belief propagation
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最新的压缩感知算法：Generalized Approximate Message Passing及其衍生算法，性能逼近l1范数凸优化方法的阈值迭代算法。压缩包中包含了诸多例程。-The latest compressed sensing algorithm: Generalized Approximate Message Passing its derivative algorithms, performance approaching l1 norm convex optimization
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并行计算导论系统介绍涉及并行计算的体系结构、编程范例、算法与应用和标准等。覆盖了并行计算领域的传统问题，并且尽可能地采用与底层平台无关的体系结构和针对抽象模型来设计算法。书中选择MPI(Message Passing Interface)、POSIX线程和OpenMP这三个应用*广泛的编写可移植并行程序的标准作为编程模型，并在不同例子中反映了并行计算的不断变化的应用组合。(ntroduction to Parallel Computing System introduces the archit
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