Sciweavers

TSP
2016
53views more  TSP 2016»
10 years 15 days ago
Randomized Algorithms for Distributed Nonlinear Optimization Under Sparsity Constraints
Abstract—Distributed optimization in multi-agent systems under sparsity constraints has recently received a lot of attention. In this paper, we consider the in-network minimizati...
Chiara Ravazzi, Sophie M. Fosson, Enrico Magli
TSP
2016
64views more  TSP 2016»
10 years 15 days ago
Analysis SimCO Algorithms for Sparse Analysis Model Based Dictionary Learning
—In this paper, we consider the dictionary learning problem for the sparse analysis model. A novel algorithm is proposed by adapting the simultaneous codeword optimization (SimCO...
Jing Dong, Wenwu Wang, Wei Dai, Mark D. Plumbley, ...
TSP
2016
56views more  TSP 2016»
10 years 15 days ago
Sampling Sparse Signals on the Sphere: Algorithms and Applications
Abstract—We propose a sampling scheme that can perfectly reconstruct a collection of spikes on the sphere from samples of their lowpass-filtered observations. Central to our alg...
Ivan Dokmanic, Yue M. Lu
TSP
2016
56views more  TSP 2016»
10 years 15 days ago
On the Ergodic Secret-Key Agreement Over Spatially Correlated Multiple-Antenna Channels With Public Discussion
We consider secret-key agreement with public discussion over multiple-input multiple-output (MIMO) Rayleigh fast-fading channels under correlated environment. We assume that trans...
Marwen Zorgui, Zouheir Rezki, Basel Alomair, Eduar...
TSP
2016
45views more  TSP 2016»
10 years 15 days ago
Consensus Algorithms With State-Dependent Weights
We provide an analysis of a consensus-type algorithm with weights dependent only on the received data. Differently from previous approaches that require a global knowledge of the ...
Ondrej Sluciak, Markus Rupp
TSP
2016
42views more  TSP 2016»
10 years 15 days ago
A Multiscale Pyramid Transform for Graph Signals
—Multiscale transforms designed to process analog and discrete-time signals and images cannot be directly applied to analyze high-dimensional data residing on the vertices of a w...
David I. Shuman, Mohammad Javad Faraji, Pierre Van...
TSP
2016
58views more  TSP 2016»
10 years 15 days ago
Joint Community and Anomaly Tracking in Dynamic Networks
Abstract—Most real-world networks exhibit community structure, a phenomenon characterized by existence of node clusters whose intra-edge connectivity is stronger than edge connec...
Brian Baingana, Georgios B. Giannakis
TSP
2016
57views more  TSP 2016»
10 years 15 days ago
Dual-Function Radar-Communications: Information Embedding Using Sidelobe Control and Waveform Diversity
—We develop a new technique for a dual-function system with joint radar and communication platforms. Sidelobe control of the transmit beamforming in tandem with waveform diversit...
Aboulnasr Hassanien, Moeness G. Amin, Yimin D. Zha...
TSP
2016
56views more  TSP 2016»
10 years 15 days ago
Nonparametric Decentralized Detection and Sparse Sensor Selection Via Weighted Kernel
—The kernel-based nonparametric approach proposed by Nguyen, Wainwright and Jordan is further investigated for decentralized detection. In contrast to the uniform kernel used in ...
Weiguang Wang, Yingbin Liang, Eric P. Xing, Lixin ...
TSP
2016
56views more  TSP 2016»
10 years 15 days ago
Distributed Inference for Relay-Assisted Sensor Networks With Intermittent Measurements Over Fading Channels
In this paper, we consider a general distributed estimation problem in relay-assisted sensor networks by taking into account time-varying asymmetric communications, fading channel...
Shanying Zhu, Yeng Chai Soh, Lihua Xie