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相关论文: Privacy-aware Distributed Hypothesis Testing in Gr…

200 篇论文

In this paper, we consider a scenario where a source node wishes to broadcast two confidential messages to two receivers, while a wire-tapper also receives the transmitted signal. This model is motivated by wireless communications, where…

信息论 · 计算机科学 2009-10-20 Ghadamali Bagherikaram , Abolfazl S. Motahari , Amir K. Khandani

We consider the problem of source coding subject to a fidelity criterion for the Gray-Wyner network that connects a single source with two receivers via a common channel and two private channels. The pareto-optimal trade-offs between the…

信息论 · 计算机科学 2020-10-01 Erixhen Sula , Michael Gastpar

Integer data is typically made differentially private by adding noise from a Discrete Laplace (or Discrete Gaussian) distribution. We study the setting where differential privacy of a counting query is achieved using bit-wise randomized…

信息论 · 计算机科学 2023-11-17 David Rasmussen Lolck , Rasmus Pagh

In this paper, we propose a new spectral-based approach to hypothesis testing for populations of networks. The primary goal is to develop a test to determine whether two given samples of networks come from the same random model or…

统计方法学 · 统计学 2020-11-26 Li Chen , Nathaniel Josephs , Lizhen Lin , Jie Zhou , Eric D. Kolaczyk

Researchers increasingly use data on social and economic networks to study a range of social science questions, but releasing statistics derived from networks can raise significant privacy concerns. We show how to release network…

应用统计 · 统计学 2026-03-17 Tom A. Rutter , Yuxin Liu , M. Amin Rahimian

Explicit constructions of polar codes and polar lattices for both lossless and lossy Gray-Wyner problems are studied. Polar codes are employed to extract Wyner's common information of doubly symmetric binary source; polar lattices are then…

信息论 · 计算机科学 2016-10-26 Jinwen Shi , Ling Liu , Cong Ling

The secrecy problem in the state-dependent cognitive interference channel is considered in this paper. In our model, there are a primary and a secondary (cognitive) transmitter-receiver pairs, in which the cognitive transmitter has the…

信息论 · 计算机科学 2016-05-19 Hamid G. Bafghi , Babak Seyfe , Mahtab Mirmohseni , Mohammad Reza Aref

Differential privacy is a de facto standard in data privacy, with applications in the public and private sectors. A way to explain differential privacy, which is particularly appealing to statistician and social scientists is by means of…

机器学习 · 计算机科学 2023-08-28 Borja Balle , Gilles Barthe , Marco Gaboardi , Justin Hsu , Tetsuya Sato

The problem of side-information scalable (SI-scalable) source coding is considered in this work, where the encoder constructs a progressive description, such that the receiver with high quality side information will be able to truncate the…

信息论 · 计算机科学 2007-08-01 Chao Tian , Suhas N. Diggavi

Communication efficient distributed mean estimation is an important primitive that arises in many distributed learning and optimization scenarios such as federated learning. Without any probabilistic assumptions on the underlying data, we…

信息论 · 计算机科学 2022-11-15 Prathamesh Mayekar , Shubham Jha , Ananda Theertha Suresh , Himanshu Tyagi

The problem of secure lossy source-channel wiretapping with arbitrarily correlated side informations at both receivers is investigated. This scenario consists of an encoder (referred to as Alice) that wishes to compress a source and send it…

信息论 · 计算机科学 2011-10-11 Joffrey Villard , Pablo Piantanida , Shlomo Shamai

Secret sharing over the fast-fading MIMO wiretap channel is considered. A source and a destination try to share secret information over a fast-fading MIMO channel in the presence of a wiretapper who also makes channel observations that are…

信息论 · 计算机科学 2009-09-12 Tan F. Wong , Matthieu Bloch , John M. Shea

We consider the secure communication problem for broadcasting of two encrypted sources. The sender wishes to broadcast two secret messages via two common key cryptosystems. We assume that the adversary can use the side-channel, where the…

信息论 · 计算机科学 2019-06-26 Bagus Santoso , Yasutada Oohama

This paper studies the problem of secure communication over the broadcast channel with receiver side information under the lens of individual secrecy constraints. That is, the transmitter wants to send two independent messages to two…

信息论 · 计算机科学 2015-02-26 Yanling Chen , O. Ozan Koyluoglu , Aydin Sezgin

We consider lossy compression of an information source when the decoder has lossless access to a correlated one. This setup, also known as the Wyner-Ziv problem, is a special case of distributed source coding. To this day, practical…

信息论 · 计算机科学 2024-05-22 Ezgi Ozyilkan , Johannes Ballé , Elza Erkip

This paper addresses the problem of distributed hypothesis testing in multi-agent networks, where agents repeatedly collect local observations about an unknown state of the world, and try to collaboratively detect the true state through…

分布式、并行与集群计算 · 计算机科学 2016-06-13 Lili Su , Nitin H. Vaidya

This article is concerned with decentralized sequential testing of multiple hypotheses. In a sensor network system with limited local memory, raw observations are observed at the local sensors, and quantized into binary sensor messages that…

统计理论 · 数学 2010-04-12 Yan Wang , Yajun Mei

Recently, the privacy guarantees of information dissemination protocols have attracted increasing research interests, among which the gossip protocols assume vital importance in various information exchange applications. In this work, we…

密码学与安全 · 计算机科学 2021-02-08 Richeng Jin , Yufan Huang , Huaiyu Dai

This work addresses the problem of sharing partial information within social learning strategies. In traditional social learning, agents solve a distributed multiple hypothesis testing problem by performing two operations at each instant:…

信号处理 · 电气工程与系统科学 2022-12-07 Virginia Bordignon , Vincenzo Matta , Ali H. Sayed

A detection system with a single sensor and two detectors is considered, where each of the terminals observes a memoryless source sequence, the sensor sends a message to both detectors and the first detector sends a message to the second…

信息论 · 计算机科学 2018-10-09 Pierre Escamilla , Abdellatif Zaidi , Michèle Wigger