内容提示: APPROXIMATE MESSAGE PASSING ALGORITHMS FORCOMPRESSED SENSINGA DISSERTATIONSUBMITTED TO THE DEPARTMENT OF ELECTRICALENGINEERINGAND THE COMMITTEE ON GRADUATE STUDIESOF STANFORD UNIVERSITYIN PARTIAL FULFILLMENT OF THE REQUIREMENTSFOR THE DEGREE OFDOCTOR OF PHILOSOPHYArian MalekiSeptember 2011 文档格式:...
J. T. Parker, "Approximate message passing algorithms for generalized bilinear inference," Ph.D. thesis, The Ohio State University, 2014.Parker, J. T. (2014) Approximate Message Passing Algorithms for Generalized Bilinear Inference. Ph.D. thesis, The Ohio State University....
Message-passing algorithms for compressed sensing 热度: 页数:6 How to Design Message Passing Algorithms for Compressed Sensing 热度: 页数:28 Chapter 10 - Message passing interface communication protocol optimizations 热度: 页数:33 Economic approximate-K color printing algorithm 热度: 页数:16 ...
State Evolution for General Approximate Message Passing Algorithms, with Applications to Spatial Coupling We consider a class of approximated message passing (AMP) algorithms and characterize their high-dimensional behavior in terms of a suitable state evolutio... J Adel,M Andrea - 《Information & Inf...
Our signals are assumed to be stationary and ergodic, but the input statistics are unknown; the goal is to provide reconstruction algorithms that are universal to the input statistics. We present a novel algorithm that combines: (i) the approximate message passing (AMP) CS reconstruction framework...
(MSE). If this distribution was apriori known, then one could use computationally efficient approximate message passing (AMP) techniques for nearly minimum MSE (MMSE) recovery. In practice, though, the distribution is unknown, moti- vating the use of robust algorithms like LASSO—which is ...
Message-Passing Algorithms for Channel Estimation and Decoding Using Approximate Inference Mihai-Alin Badiu,Gunvor Elisabeth Kirkelund,Carles Navarro Manchón,Erwin Riegler,Bernard Henri Fleury Full-Text Cite this paper Add to My Lib Abstract: We design iterative receiver schemes for a generic wireless...
Approximate Message Passing (AMP) and Generalized AMP (GAMP) algorithms usually suffer from serious convergence issues when the elements of the sensing matrix do not exactly match the zero-mean Gaussian assumption. To stabilize AMP/GAMP ... Y Luo,G Guan,X Cong,... - 《Entropy》 被引量: 8...
"Approximate message passing" (AMP) algorithms have proved to be effective in reconstructing sparse signals from a small number of incoherent linear measur... M Bayati,A Montanari - 《IEEE Transactions on Information Theory》 被引量: 745发表: 2011年 Swept Approximate Message Passing for Sparse Es...
The performance of these algorithms is compared to the state of the art. We apply AMP with soft- and hard-thresholding. Unlike the common applications in which AMP with hard-thresholding diverges, the properties of the THz channel favor this approach. It is shown that THz channel estimation ...