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There is a lack of methodological results for continuous time change detection due to the challenges of noninformative prior specification and efficient posterior inference in this setting. Most methodologies to date assume data are…

统计方法学 · 统计学 2025-04-28 Dan Cunha , Mark Friedl , Luis Carvalho

The problem of goal-oriented semantic filtering and timely source coding in multiuser communication systems is considered here. We study a distributed monitoring system in which multiple information sources, each observing a physical…

信息论 · 计算机科学 2024-02-16 Pouya Agheli , Nikolaos Pappas , Marios Kountouris

Continuous Time Markov Chains (CTMC) have been used extensively to model reliability of storage systems. While the exponentially distributed sojourn time of Markov models is widely known to be unrealistic (and it is necessary to consider…

性能 · 计算机科学 2015-03-30 Prasenjit Karmakar , K. Gopinath

Many systems necessitate frequent and consistent updates of a specific information. Often this information is updated regularly, where an old packet becomes completely obsolete in the presence of a new packet. In this context, we consider a…

信息论 · 计算机科学 2023-10-04 Shiksha Singhal , Veeraruna Kavitha , Vidya Shankar

For a remote estimation system, we study age of incorrect information (AoII), which is a recently proposed semantic-aware freshness metric. In particular, we assume an information source observing a discrete-time finite-state Markov chain…

信息论 · 计算机科学 2025-12-04 Ismail Cosandal , Sennur Ulukus , Nail Akar

The age of Incorrect Information (AoII) has been introduced recently to address the shortcomings of the standard Age of information metric (AoI) in real-time monitoring applications. In this paper, we consider the problem of monitoring the…

信息论 · 计算机科学 2021-02-08 Saad Kriouile , Mohamad Assaad

In this paper, we analyze the impact of data freshness on remote inference systems, where a pre-trained neural network blue infers a time-varying target (e.g., the locations of vehicles and pedestrians) based on features (e.g., video…

网络与互联网体系结构 · 计算机科学 2024-06-21 Md Kamran Chowdhury Shisher , Yin Sun , I-Hong Hou

In this paper, we study the remote estimation problem of a Markov process over a channel with a cost. We formulate this problem as an infinite horizon optimization problem with two players, i.e., a sensor and a monitor, that have distinct…

系统与控制 · 电气工程与系统科学 2024-02-01 Edoardo David Santi , Touraj Soleymani , Deniz Gunduz

We consider a multi-source hybrid automatic repeat request (HARQ) based system, where a transmitter sends status update packets of random arrival (i.e., uncontrollable sampling) and generate-atwill (i.e., controllable sampling) sources to a…

系统与控制 · 电气工程与系统科学 2022-07-20 Saeid Sadeghi Vilni , Mohammad Moltafet , Markus Leinonen , Marian Codreanu

Diffusion models have achieved huge empirical success in data generation tasks. Recently, some efforts have been made to adapt the framework of diffusion models to discrete state space, providing a more natural approach for modeling…

机器学习 · 统计学 2024-02-15 Hongrui Chen , Lexing Ying

We study a sampling and transmission scheduling problem for multi-source remote estimation, where a scheduler determines when to take samples from multiple continuous-time Gauss-Markov processes and send the samples over multiple channels…

网络与互联网体系结构 · 计算机科学 2024-04-17 Tasmeen Zaman Ornee , Yin Sun

While information theory has been introduced to characterize the fundamental limitations of control and filtering for a few decades, the existing information-theoretic methods are indirect and cumbersome for analyzing the limitations of…

信息论 · 计算机科学 2026-02-03 Neng Wan , Dapeng Li , Naira Hovakimyan

We design a dynamic rate scheduling policy of Markov type via the solution (a social optimal Nash equilibrium point) to a utility-maximization problem over a randomly evolving capacity set for a class of generalized processor-sharing queues…

概率论 · 数学 2015-08-28 Wanyang Dai

Age of information (AoI) is one of the key performance metrics for Internet of things (IoT) systems. Timely status updates are essential for many IoT applications; however, they are subject to strict constraints related on the available…

信息论 · 计算机科学 2021-08-05 Elvina Gindullina , Leonardo Badia , Deniz Gündüz

We consider a system consisting of a server, which receives updates for $N$ files according to independent Poisson processes. The goal of the server is to deliver the latest version of the files to the user through a parallel network of $K$…

信息论 · 计算机科学 2021-05-12 Priyanka Kaswan , Melih Bastopcu , Sennur Ulukus

In this paper, we investigate the problem of remote estimation of a discrete-time joint Markov process using multiple sensors. Each sensor observes a different component of the joint Markov process, and in each time slot, the monitor…

信息论 · 计算机科学 2025-01-23 Ismail Cosandal , Sennur Ulukus , Nail Akar

Data is rapidly increasing in volume and velocity and the Internet of Things (IoT) is one important source of this data. The IoT is a collection of connected devices (things) which are constantly recording data from their surroundings using…

统计方法学 · 统计学 2016-09-05 Jonathan Law , Darren Wilkinson

In this paper, we aim to design an optimal sampler for a system in which fresh samples of a signal (source) are sent through an unreliable channel to a remote estimator, and acknowledgments are sent back over a feedback channel. Both the…

信息论 · 计算机科学 2022-03-21 Jiayu Pan , Ahmed M. Bedewy , Yin Sun , Ness B. Shroff

Age of Information (AoI) is emerging as a novel metric for measuring information freshness in real-time monitoring systems. For computation-intensive status data, the information is not revealed until being processed. We consider a status…

信息论 · 计算机科学 2025-08-21 Jianhang Zhu , Jie Gong

Data collected and transmitted by Internet of things (IoT) devices are typically used for control and monitoring purposes; and hence, their timely delivery is of utmost importance for the underlying applications. However, IoT devices…

信息论 · 计算机科学 2020-04-24 Elvina Gindullina , Leonardo Badia , Deniz Gündüz