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Stochastic Event-Triggered Distributed Fusion Estimation Under Jamming Attacks

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

The paper concentrates on the distributed fusion estimation issue of a bandwidth-constrained multi-sensor nonlinear networked system suffering from ja......

Collision Resolution With FM0 Signal Separation for Short-Range Random Multi-Access Wireless Network

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

In internet of things, a central node to multiple sensor nodes is usually a short-range communication network, which generally uses random multiple ac......

A Newton Tracking Algorithm With Exact Linear Convergence for Decentralized Consensus Optimization

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

This paper considers the problem of decentralized consensus optimization over a network, where each node holds a strongly convex and twice-differentia......

Multi-Scale Graph Convolutional Network With Spectral Graph Wavelet Frame

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

Graph neural networks have achieved impressive progress in solving large and complex graph-structured problems. However, existing methods cannot suffi......

Robust Adaptive Steganography Based on Dither Modulation and Modification With Re-Compression

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

Traditional adaptive steganography is a technique used for covert communication with high security, but it is invalid in the case of stego images are ......

Distributed Adaptive Multi-Task Learning Based on Partially Observed Graph Signals

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

In this paper, we consider the clustered multi-task learning (MTL) problem with partial observations and develop a diffusion least-mean-square (LMS) a......

Probability-Guaranteed Distributed Secure Estimation for Nonlinear Systems Over Sensor Networks Under Deception Attacks on Innovations

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

This paper studies the distributed secure state estimation problem for a class of general nonlinear systems over sensor networks under unknown decepti......

Robust Deep Graph Based Learning for Binary Classification

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

Convolutional neural network (CNN)-based feature learning has become the state-of-the-art for many applications since, given sufficient training data,......

Federated Tobit Kalman Filtering Fusion With Dead-Zone-Like Censoring and Dynamical Bias Under the Round-Robin Protocol

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

This paper is concerned with the multi-sensor filtering fusion problem subject to stochastic uncertainties under the Round-Robin protocol (RRP). The u......

Multiscale Representation Learning of Graph Data With Node Affinity

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

Graph neural networks have emerged as a popular and powerful tool for learning hierarchical representation of graph data. In complement to graph convo......

Distributed Estimation Under Sensor Attacks: Linear and Nonlinear Measurement Models

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

This paper investigates distributed estimation of an unknown vector parameter in adversarial environments. Individual agents make successive local mea......

Differentially Private Distributed Resource Allocation via Deviation Tracking

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

This paper studies the distributed resource allocation problem where all the agents cooperatively minimize the sum of their cost functions. To prevent......

Recursive Secure Filtering Over Gilbert-Elliott Channels in Sensor Networks: The Distributed Case

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2021; 7 ()

This paper is concerned with the recursive secure filtering problem for a class of discrete-time systems subject to unreliable communication due to th......

Distributed Discrete Hashing by Equivalent Continuous Formulation

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2020; 6 ()

Hashing based approximate nearest neighbor search has attracted considerable attention in various fields. Most of the existing hashing methods are cen......

Computation-Efficient Distributed Algorithm for Convex Optimization Over Time-Varying Networks With Limited Bandwidth Communication

期刊: IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2020; 6 ()

A novel computation-efficient quantized distributed optimization algorithm is presented in this article for solving a class of convex optimization pro......

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