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Stochastic stability of adaptive quantizers for Markov sources 马尔可夫源自适应量化器的随机稳定性
S. Yüksel
A stochastic stability result for a class of adaptive quantizers which were introduced by Goodman and Gersho is presented. We consider a case where the input process is a linear Markov source which is not necessarily stable. We present a stochastic stability result for the estimation error and the quantizer, thus generalizing the stability result of Goodman and Gersho to a Markovian, and furthermore to an unstable, setting. Furthermore, it is shown that, there exists a unique invariant distribution for the state and the quantizer parameters under mild irreducibility conditions. The second moment under the invariant distribution is finite, if the system noise is Gaussian.
给出了Goodman和Gersho引入的一类自适应量化器的随机稳定性结果。我们考虑一个输入过程是线性马尔可夫源的情况,它不一定是稳定的。我们给出了估计误差和量化器的随机稳定性结果,从而将Goodman和Gersho的稳定性结果推广到马尔可夫情况,进而推广到不稳定情况。进一步证明了在轻度不可约条件下,态和量化器参数存在唯一不变分布。当系统噪声为高斯时,不变分布下的二阶矩是有限的。
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引用次数: 7
Finiteness of redundancy, regret, Shtarkov sums, and Jeffreys integrals in exponential families 指数族中的冗余有限性、遗憾、Shtarkov和和Jeffreys积分
P. Grünwald, P. Harremoës
Disclosed herein are herbicidal pyridine compounds substituted at the 2- or 6-position with an OR2 moiety where R2 is hydrogen, lower alkyl, halomethyl, lower cyanoalkyl, alkenyl or alkynyl, as well as herbicidal compositions and herbicidal use of these compounds.
本发明公开了在2位或6位被OR2片段取代的除草吡啶化合物,其中R2为氢、低烷基、卤甲基、低氰烷基、烯基或炔基,以及这些化合物的除草组合物和除草用途。
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引用次数: 4
On the sensitivity of noncoherent capacity to the channel model 非相干容量对信道模型的敏感性
G. Durisi, V. Morgenshtern, H. Bölcskei
The noncoherent capacity of stationary discrete-time fading channels is known to be very sensitive to the fine details of the channel model. More specifically, the measure of the set of harmonics where the power spectral density of the fading process is nonzero determines if capacity grows logarithmically in SNR or slower than logarithmically. An engineering-relevant problem is to characterize the SNR value at which this sensitivity starts to matter. In this paper, we consider the general class of continuous-time Rayleigh-fading channels that satisfy the wide-sense stationary uncorrelated-scattering (WSSUS) assumption and are, in addition, underspread. For this class of channels, we show that the noncoherent capacity is close to the AWGN capacity for all SNR values of practical interest, independently of whether the scattering function is compactly supported or not. As a byproduct of our analysis, we obtain an information-theoretic pulse-design criterion for orthogonal frequency-division multiplexing systems.
已知平稳离散衰落信道的非相干容量对信道模型的精细细节非常敏感。更具体地说,衰落过程的功率谱密度非零的谐波集的度量决定了容量在信噪比中是呈对数增长还是比对数增长慢。一个与工程相关的问题是描述信噪比值,在这个值上灵敏度开始起作用。在本文中,我们考虑了一类满足广义平稳不相关散射(WSSUS)假设的连续时间瑞利衰落信道,并且是欠扩展的。对于这类信道,我们表明,无论散射函数是否紧支持,对于所有实际感兴趣的信噪比值,非相干容量都接近于AWGN容量。作为我们分析的副产品,我们获得了正交频分复用系统的信息论脉冲设计准则。
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引用次数: 17
Capacity regions of two new classes of 2-receiver broadcast channels 两种新型双接收机广播频道的容量区域
Chandra Nair
Motivated by a simple broadcast channel, we generalize the notions of a less noisy receiver and a more capable receiver to an essentially less noisy receiver and an essentially more capable receiver respectively. We establish the capacity regions of these classes by borrowing on existing techniques to obtain the characterization of the capacity region for certain new and interesting classes of broadcast channels. We also establish the relationships between the new classes and the existing classes.
在简单广播信道的激励下,我们将低噪声接收机和更有能力接收机的概念分别推广到本质上更低噪声接收机和本质上更有能力接收机。我们通过借鉴现有的技术来建立这些类的容量区域,从而获得某些新的和有趣的广播频道类的容量区域的特征。我们还建立了新类和现有类之间的关系。
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引用次数: 85
The expected complexity of sphere decoding algorithm in spatial correlated MIMO channels 空间相关MIMO信道中球解码算法的期望复杂度
Jibo Wei, X. Lan
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引用次数: 0
Simple and efficient solution of the identifiability problem for hidden Markov sources and quantum random walks 隐马尔可夫源和量子随机漫步的可辨识性问题的简单有效解
A. Schönhuth
A solution of the identifiability problem (IP) for hidden Markov models (HMMs), based on a novel algebraic theory for random sources, is presented. It gives rise to an efficient and practical algorithm that can be easily implemented. Extant approaches are exponential in the number of hidden states and therefore only applicable to a limited degree. The algorithm can be equally applied to solve the IP for quantum random walks (QRWs) that have recently been presented as an analogon of Markov chains in quantum information theory. Moreover, the algorithm can be used to efficiently test HMMs and QRWs for ergodicity, which had remained an open problem so far.
基于一种新的随机源代数理论,提出了隐马尔可夫模型可辨识性问题的求解方法。它产生了一个高效实用的算法,可以很容易地实现。现有的方法在隐藏状态的数量上是指数的,因此只适用于有限的程度。该算法同样可以应用于求解量子随机漫步(QRWs)的IP,量子随机漫步最近被作为量子信息理论中的马尔可夫链的类似物提出。此外,该算法可以有效地测试hmm和QRWs的遍历性,这是迄今为止仍然是一个开放的问题。
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引用次数: 3
Analytical solution of covariance evolution for regular LDPC codes 正则LDPC码的协方差演化解析解
K. Sakaniwa, K. Kasai, Takayuki Nozaki
The covariance evolution is a system of differential equations with respect to the covariance of the number of edges connecting to the nodes of each residual degree. Solving the covariance evolution, we can derive distributions of the number of check nodes of residual degree 1, which helps us to estimate the block error probability for finite-length LDPC code. Amraoui et al. resorted to numerical computations to solve the covariance evolution. In this paper, we give the analytical solution of the covariance evolution.
协方差演化是一个关于连接到每个残差度节点的边数的协方差的微分方程系统。通过对协方差演化的求解,得到残差度为1的校验节点数的分布,从而估计有限长度LDPC码的块错误概率。Amraoui等人通过数值计算来求解协方差演化。本文给出了协方差演化的解析解。
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引用次数: 5
On undetected error probability of binary matrix ensembles 二元矩阵系综的未检测误差概率
T. Wadayama
In this paper, an analysis of the undetected error probability of ensembles of mtimesn binary matrices is presented. The ensemble called the Bernoulli ensemble whose members are considered as matrices generated from i.i.d. Bernoulli source is mainly considered here. The main contributions of this work are (i) derivation of the error exponent of the average undetected error probability and (ii) closed form expressions for the variance of the undetected error probability. It is shown that the behavior of the exponent for a sparse ensemble is somewhat different from that for a dense ensemble. Furthermore, as a byproduct of the proof of the variance formula, simple covariance formula of the weight distribution is derived.
本文分析了最大时间二元矩阵集合的未检测误差概率。这个系综称为伯努利系综,其成员被认为是由i.i.d生成的矩阵。这里主要考虑伯努利源。这项工作的主要贡献是(i)推导了平均未检测到的错误概率的误差指数和(ii)未检测到的错误概率方差的封闭形式表达式。结果表明,稀疏系综的指数行为与密集系综的指数行为有所不同。此外,作为证明方差公式的副产品,导出了权重分布的简单协方差公式。
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引用次数: 11
EXIT and Density Evolution Analysis for Homogeneous Expectation Propagation 齐次期望传播的出口与密度演化分析
J. Walsh
We extend Gaussian approximation density evolution (DE) techniques from the soft iterative decoding of turbo and low density parity check (LDPC) codes to the performance and convergence analysis of belief propagation (BP) and expectation propagation (EP) in randomly connected very large sparse homogeneous factor graphs. A strict form of the Gaussian approximation allows the use of extrinsic information transfer (EXIT) charts to study the performance and convergence of the algorithms. The result is a graphical tool that design engineers can use to quickly predict the performance and convergence speed of BP or EP applied to these inference problems. We demonstrate the utility of the new tool, and a motivation for the generalization of the results, by showing how it may surprisingly be applied to determine the performance of a scheme for distributed data fusion in a sensor network.
我们将高斯近似密度演化(DE)技术从turbo码和低密度奇偶校验码(LDPC)的软迭代译码扩展到随机连接的超大稀疏齐次因子图中信念传播(BP)和期望传播(EP)的性能和收敛分析。高斯近似的严格形式允许使用外在信息传递(EXIT)图来研究算法的性能和收敛性。结果是一个图形工具,设计工程师可以使用它来快速预测应用于这些推理问题的BP或EP的性能和收敛速度。我们展示了新工具的实用性,以及推广结果的动机,展示了它如何出人意料地应用于确定传感器网络中分布式数据融合方案的性能。
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引用次数: 0
Boolean Functions, Projection Operators and Quantum Error Correcting Codes 布尔函数,投影算子和量子纠错码
V. Aggarwal, A. Calderbank
This paper describes a common mathematical framework for the design of additive and non-additive Quantum Error Correcting Codes. It is based on a correspondence between boolean functions and projection operators. The new framework extends to operator quantum error correcting codes.
本文描述了设计加性和非加性量子纠错码的通用数学框架。它基于布尔函数和投影运算符之间的对应关系。新框架扩展到算子量子纠错码。
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引用次数: 1
期刊
International Symposium on Information Theory and its Applications. International Symposium on Information Theory and its Applications
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