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Probabilistic inference problems arise naturally in distributed systems such as sensor networks and teams of mobile robots. Inference algorithms that use message passing are a natural fit for distributed systems, but they must be robust to…

人工智能 · 计算机科学 2012-07-19 Mark Paskin , Carlos E. Guestrin

We study the asymptotic behavior af the number of cuts $X(T_n)$ needed to isolate the root in a rooted binary random tree $T_n$ with $n$ leaves. We focus on the case of subtrees of the Continuum Random Tree generated by uniform sampling of…

概率论 · 数学 2012-12-24 Patrick Hoscheit

This paper studies the performance and key structural properties of the optimum location-based relay selection policy for wireless networks consisting of homogeneous Poisson distributed relays. The distribution of the channel quality…

信号处理 · 电气工程与系统科学 2021-07-13 Hazer Inaltekin , Saman Atapattu , Jamie S. Evans

In a rooted tree, we call a vertex {\em balanced} if it is at equal distance from all its descendant leaves. We count balanced vertices in three different tree varieties. For decreasing binary trees, we can prove that the probability that a…

组合数学 · 数学 2017-09-15 Miklos Bona

We consider the model of cooperative learning via distributed non-Bayesian learning, where a network of agents tries to jointly agree on a hypothesis that best described a sequence of locally available observations. Building upon recently…

最优化与控制 · 数学 2020-10-21 Eduardo Mojica-Nava , David Yanguas-Rojas , César A. Uribe

Top-down induction of decision trees has been observed to suffer from the inadequate functioning of the pruning phase. In particular, it is known that the size of the resulting tree grows linearly with the sample size, even though the…

人工智能 · 计算机科学 2011-06-06 T. Elomaa , M. Kaariainen

In the $k$-dispersion problem, we need to select $k$ nodes of a given graph so as to maximize the minimum distance between any two chosen nodes. This can be seen as a generalization of the independent set problem, where the goal is to…

数据结构与算法 · 计算机科学 2017-06-29 Paweł Gawrychowski , Nadav Krasnopolsky , Shay Mozes , Oren Weimann

In randomly deployed networks, such as sensor networks, an important problem for each node is to discover its \textit{neighbor} nodes so that the connectivity amongst nodes can be established. In this paper, we consider this problem by…

网络与互联网体系结构 · 计算机科学 2013-02-21 Jeongho Jeon , Anthony Ephremides

We consider the detection of a correlated random process immersed in noise in a wireless sensor network. Each node has an individual energy constraint and the communication with the processing central units are affected by the path loss…

信息论 · 计算机科学 2015-09-15 Juan Augusto Maya , Cecilia G. Galarza , Leonardo Rey Vega

In this paper, we consider a general distributed estimation problem in relay-assisted sensor networks by taking into account time-varying asymmetric communications, fading channels and intermittent measurements. Motivated by centralized…

信息论 · 计算机科学 2016-04-20 Shanying Zhu , Yeng Chai Soh , Lihua Xie

In the distributed triangle detection problem, we have an $n$-vertex network $G=(V,E)$ with one player for each vertex of the graph who sees the edges incident on the vertex. The players communicate in synchronous rounds using the edges of…

数据结构与算法 · 计算机科学 2025-08-14 Sepehr Assadi , Janani Sundaresan

An important issue in neural network research is how to choose the number of nodes and layers such as to solve a classification problem. We provide new intuitions based on earlier results by An et al. (2015) by deriving an upper bound on…

机器学习 · 统计学 2018-02-13 Marjolein Troost , Katja Seeliger , Marcel van Gerven

A central issue in complex networks is tolerance to random failures and intentional attacks. Current literature emphasizes the dichotomy between networks with a power-law node connectivity distribution, which are robust to random failures…

统计力学 · 物理学 2009-11-10 Andre X. C. N. Valente , Abhijit Sarkar , Howard A. Stone

When multiple users share a common link in direct transmission, packet loss and network collision may occur due to the simultaneous arrival of traffics at the source node. To tackle this problem, users may resort to an indirect path: the…

信号处理 · 电气工程与系统科学 2023-07-18 Qiong Liu , Chehao Wang , Ce Zheng

In this paper, we study the problem of relaying a single bit over a tandem of binary-input channels, with the goal of attaining the highest possible error exponent in the exponentially decaying error probability. Our previous work gave an…

信息论 · 计算机科学 2024-06-07 Yan Hao Ling , Jonathan Scarlett

The problem of stabilizing an unstable plant over a noisy communication link is an increasingly important one that arises in applications of networked control systems. Although the work of Schulman and Sahai over the past two decades, and…

信息论 · 计算机科学 2012-02-28 Ravi Teja Sukhavasi , Babak Hassibi

In this paper, for a fading decode-and-forward full-duplex relay channel, we analytically derive optimum power allocations. Individual power constraints for the source and the relay are assumed and the related optimization problem is…

信息论 · 计算机科学 2012-02-07 Arash Gholami Davoodi , Mohammad Javad Emadi , Mohammad Reza Aref

Relay nodes are used to improve the throughput, delay and reliability performance of energy harvesting networks by assisting both energy and information transfer between information nodes and access point. Previous studies on radio…

网络与互联网体系结构 · 计算机科学 2020-02-04 Aysun Gurur Onalan , Elif Dilek Salik , Sinem Coleri

In this paper, we investigate distributed inference schemes, over binary-valued Markov random fields, which are realized by the belief propagation (BP) algorithm. We first show that a decision variable obtained by the BP algorithm in a…

信息论 · 计算机科学 2019-09-19 Younes Abdi , Tapani Ristaniemi

We consider rate R = k/n causal linear codes that map a sequence of k-dimensional binary vectors {b_t} to a sequence of n-dimensional binary vectors {c_t}, such that each c_t is a function of {b_1,b_2,...,b_t}. Such a code is called anytime…

信息论 · 计算机科学 2011-06-02 Ravi Teja Sukhavasi , Babak Hassibi
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