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The Virtual Year: Perspectives of JKW Best Paper Awardees 虚拟年:JKW最佳论文获奖者的观点
Pub Date : 2021-09-01 DOI: 10.1109/mbits.2021.3129565
Martina Cardon
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引用次数: 0
Information Theory at the U.S. National Science Foundation 信息理论在美国国家科学基金会
Pub Date : 2021-09-01 DOI: 10.1109/mbits.2021.3134450
P. Regalia
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引用次数: 0
Group Testing for Community Infections 社区感染的群体检测
Pub Date : 2021-08-01 DOI: 10.1109/mbits.2021.3126244
Pavlos Nikolopoulos, Sundara Rajan Srinivasavaradhan, C. Fragouli, S. Diggavi
Group testing is the technique of pooling together diagnostic samples in order to increase the efficiency of medical testing. Traditionally, works in group testing assume that the infections are i.i.d. However, contagious diseases like COVID-19 are governed by community spread and hence the infections are correlated. This survey presents an overview of recent research progress that leverages the community structure to further improve the efficiency of group testing. We show that taking into account the side-information provided by the community structure may lead to significant savings—up to 60% fewer tests compared to traditional test designs. We review lower bounds and new approaches to encoding and decoding algorithms that take into account the community structure and integrate group testing into epidemiological modeling. Finally, we also discuss a few important open questions in this space.
分组检测是为了提高医学检测效率而将诊断样本集中在一起的一种技术。传统上,小组测试的工作假设感染是内生的。然而,像COVID-19这样的传染病是由社区传播控制的,因此感染是相关的。本调查概述了利用社区结构进一步提高群体测试效率的最新研究进展。我们表明,考虑到社区结构提供的侧信息,与传统测试设计相比,可以显著节省多达60%的测试。我们回顾了下限和编码和解码算法的新方法,这些算法考虑了社区结构,并将群体测试整合到流行病学建模中。最后,我们还讨论了这个领域的几个重要的开放性问题。
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引用次数: 3
Shannon, Euler, and Mazes 香农,欧拉和迷宫
Pub Date : 2021-08-01 DOI: 10.1109/mbits.2021.3097878
R. Gallager
One of Claude Shannon’s best remembered “toys” was his maze-solving machine, created by partitions on a rectangular grid. A mechanical mouse was started at one point in the maze with the task of finding cheese at another point. Relays under the board guided successive moves, each of which were taken in the first open counterclockwise direction from the previous move. In belated honor of Shannon’s centenary and of amnesia in the mouse at age 70, we compare this deterministic search strategy with a random search requiring no memory. For simplicity, the rectangular grid with partitions is replaced by a finite connected graph. A maze is then a graph with some given destination node. The worst case required number of steps to find the cheese for deterministic searches and the expected number for random searches are remarkably similar, each being, for example, $|mathcal {E}^2|$|E2| taken over all graphs of $|mathcal {E}|$|E| edges. Finally, we demonstrate a simple improvement to the above algorithms that generates an Eulerian cycle on the directed edges of $G$G, i.e., a walk on $G$G of $2|mathcal {E}|$2|E| steps that traverses each edge in $G$G exactly once in each direction before returning to the starting point.
克劳德·香农(Claude Shannon)最令人难忘的“玩具”之一是他的解迷宫机器,它是由矩形网格上的隔板制成的。一只机械老鼠从迷宫的一个点开始,任务是在另一个点找到奶酪。棋盘下的继电器引导连续的动作,每一步都是在第一个开放的逆时针方向上进行的。为了纪念香农的百年诞辰和70岁小鼠的失忆症,我们将这种确定性搜索策略与不需要记忆的随机搜索策略进行比较。为简单起见,将带有分区的矩形网格替换为有限连通图。因此,迷宫是一个具有特定目标节点的图。在最坏的情况下,确定性搜索找到奶酪所需的步数和随机搜索的期望步数非常相似,例如,每个步数都是$|mathcal {E}^2|$|E2|,它占据了$|mathcal {E}|$|E|边的所有图。最后,我们演示了对上述算法的一个简单改进,该算法在$G$G的有向边上生成欧拉循环,即$G$G上的$2|mathcal {E}|$2|E|步,在返回到起点之前,在$G$G的每个方向上遍历$G$G的每个边。
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引用次数: 0
IEEE Signal Processing Magazine IEEE信号处理杂志
Pub Date : 2021-08-01 DOI: 10.1109/mbits.2021.3116479
SAR has become a valuable tool for civilian remote sensing applications as well as for military surveillance and reconnaissance. SAR operations can take place in all weather and times. SAR data can provide key information about the scene which can be extracted e.g. from the polarimetric features, the phase variation over time, and the reflectivity dependency on frequency. A wide variety of airand space based sensors for long and short range operation has been realized, operating at frequencies extending from VHF to the upper millimeter wave region. Spectacular missions like the Shuttle Radar Topographic Mission, the TanDEM-X satellite pair and the COSMO/SkyMed constellation have underscored the unique and important role of SAR. In addition to the basic SAR modes, acrossand along track interferometry have been established. Multi-band operations and the full polarimetric scattering matrix have been effectively utilized.
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引用次数: 0
Machine-Proving of Entropy Inequalities 熵不等式的机器证明
Pub Date : 2021-08-01 DOI: 10.1109/mbits.2021.3123197
R. Yeung, Cheuk Ting Li
The entropy function plays a central role in information theory. Constraints on the entropy function in the form of inequalities, viz. entropy inequalities (often conditional on certain Markov conditions imposed by the problem under consideration), are indispensable tools for proving converse coding theorems. In this expository article, we give an overview of this fundamental subject. After presenting a geometrical framework for the entropy function, we explain how an entropy inequality can be formulated, with or without constraints on the entropy function. Among all entropy inequalities, Shannon-type inequalities, namely those implied by the nonnegativity of Shannon’s information measures, are best understood. The main focus of this article is the verification of Shannon-type inequalities, which in fact can be formulated as a linear programming problem. ITIP, a software package developed for this purpose, as well as two of its variants, AITIP and PSITIP, are discussed. This article ends with a discussion on the hardness of verifying entropy inequalities in general.
熵函数在信息论中起着核心作用。以不等式形式对熵函数的约束,即熵不等式(通常以所考虑的问题所施加的某些马尔可夫条件为条件),是证明反向编码定理不可或缺的工具。在这篇说明性的文章中,我们对这一基本主题进行概述。在给出熵函数的几何框架之后,我们解释了熵不等式是如何表述的,有或没有对熵函数的约束。在所有的熵不等式中,香农型不等式,即香农信息测度的非负性所隐含的不等式,是最容易理解的。本文的主要重点是验证香农型不等式,它实际上可以表述为线性规划问题。本文讨论了为此目的开发的软件包ITIP及其两个变体AITIP和PSITIP。本文最后讨论了一般情况下验证熵不等式的难度。
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引用次数: 7
Joy Thomas: Legacy, Foundation and the IT Society Joy Thomas:遗产、基金会和IT社会
Pub Date : 2021-08-01 DOI: 10.1109/mbits.2021.3108946
S. Diggavi, A. Gamal, I. Kontoyiannis, A. Paranjpe, Murali Subbarao
In this article, we commemorate Joy Thomas, who sadly passed away in 2020. Joy is best known for his seminal textbook Elements of Information Theory, coauthored with his Ph.D. advisor the late Thomas Cover. We also catalog some of Joy’s technical contributions to information theory and to its practice. Joy also made an impact on industry through several successful startups. In recognition of Joy’s contribution to the exposition of information theory, the IEEE Information Theory Society Board of Governors has agreed to establish the Joy Thomas IEEE Information Theory Society Tutorial Paper Award. The Joy Thomas Foundation, established to honor Joy’s legacy of excellence and giving back, will sponsor this award.
在这篇文章中,我们纪念乔伊·托马斯,他在2020年不幸去世。乔伊最为人所知的是他的开创性教科书《信息论要素》(Elements of Information Theory),这本书是他与已故的博士导师托马斯·盖伊(Thomas Cover)合著的。我们还列出了乔伊对信息理论及其实践的一些技术贡献。乔伊还通过几家成功的创业公司对行业产生了影响。为了表彰Joy在阐述信息理论方面的贡献,IEEE信息理论学会理事会同意设立Joy Thomas IEEE信息理论学会指导论文奖。乔伊·托马斯基金会(Joy Thomas Foundation)将赞助这一奖项,该基金会的成立是为了纪念乔伊的卓越遗产和回馈社会。
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引用次数: 0
THE INFORMATION THEORY SOCIETY PRESENTS 信息论社会呈现
Pub Date : 2021-08-01 DOI: 10.1109/mbits.2021.3102337
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引用次数: 0
Compressed Ultrasound Imaging: From Sub-Nyquist Rates to Super Resolution 压缩超声成像:从亚奈奎斯特速率到超分辨率
Pub Date : 2021-07-23 DOI: 10.1109/mbits.2021.3103144
O. Drori, Alon Mamistvalov, Oren Solomon, Yonina C. Eldar
Medical ultrasound imaging is an ongoing research field for digital signal processing. Following decades of developement in the analogue domain, the introduction of high power computation has led to increased activity and research in the fields of digital signal processing, and, most recently, in machine learning, for the sake of delivering higher quality imaging, while reducing the size of the data required to acquire, process, display and, recently, wirelessly transmit the data to remote devices. An overview of the basics of ultrasound acquisition and imaging is given, followed by a presentation of its limitations and challenges. An in-depth explanation about the development and algorithmics of the methods designed to address each of these challenges follows, with an introduction of the outstanding tasks and issues posed in each field, and their potential applications and benefits to modern healthcare.
医学超声成像是数字信号处理的一个新兴研究领域。在模拟领域几十年的发展之后,高功率计算的引入导致了数字信号处理领域的活动和研究的增加,最近,在机器学习领域,为了提供更高质量的成像,同时减少采集、处理、显示所需的数据大小,最近,无线传输数据到远程设备。概述了超声采集和成像的基础知识,随后介绍了其局限性和挑战。下面将深入解释旨在解决这些挑战的方法的开发和算法,并介绍每个领域中提出的突出任务和问题,以及它们对现代医疗保健的潜在应用和益处。
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引用次数: 2
Publications of Information Theory Society 信息理论学会刊物
Pub Date : 1900-01-01 DOI: 10.1109/mbits.2021.3111537
Wei-ZhouLuandShun-Zheng Yu
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引用次数: 0
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