WorldCat Identities

Djurić, Petar M.

Overview
Works: 26 works in 36 publications in 1 language and 267 library holdings
Roles: Author, Editor, Contributor, Other, dgs
Publication Timeline
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Most widely held works by Petar M Djurić
Cooperative and graph signal processing : principles and applications by Petar M Djurić( )

10 editions published in 2018 in English and Undetermined and held by 225 WorldCat member libraries worldwide

"Cooperative and Graph Signal Processing: Principles and Applications presents the fundamentals of signal processing over networks and the latest advances in graph signal processing. A range of key concepts are clearly explained, including learning, adaptation, optimization, control, inference and machine learning. Building on the principles of these areas, the book then shows how they are relevant to understanding distributed communication, networking and sensing and social networks. Finally, the book shows how the principles are applied to a range of applications, such as Big data, Media and video, Smart grids, Internet of Things, Wireless health and Neuroscience. With this book readers will learn the basics of adaptation and learning in networks, the essentials of detection, estimation and filtering, Bayesian inference in networks, optimization and control, machine learning, signal processing on graphs, signal processing for distributed communication, social networks from the perspective of flow of information, and how to apply signal processing methods in distributed settings."--
Robust and Distributed Cluster Enumeration and Object Labeling by Freweyni Kidane Teklehaymanot( )

1 edition published in 2019 in English and held by 3 WorldCat member libraries worldwide

Special issue on Monte Carlo methods for statistical signal processing( Book )

2 editions published in 2002 in English and held by 3 WorldCat member libraries worldwide

Simplifying Physical Realization of Gaussian Particle Filters with Block-Level Pipeline Control by Sangjin Hong( )

1 edition published in 2005 in English and held by 2 WorldCat member libraries worldwide

Sequential Monte Carlo for inference of latent ARMA time-series with innovations correlated in time by Iñigo Urteaga( )

1 edition published in 2017 in English and held by 2 WorldCat member libraries worldwide

Generic Hardware Architectures for Sampling and Resampling in Particle Filters by Akshay Athalye( )

1 edition published in 2005 in English and held by 2 WorldCat member libraries worldwide

Adaptive Blind Multiuser Detection over Flat Fast Fading Channels Using Particle Filtering by Yufei Huang( )

1 edition published in 2005 in English and held by 2 WorldCat member libraries worldwide

Resampling Algorithms for Particle Filters: A Computational Complexity Perspective by Miodrag Bolić( )

1 edition published in 2004 in English and held by 2 WorldCat member libraries worldwide

Joint Estimation and Decoding of Space-Time Trellis Codes by Jianqiu Zhang( )

1 edition published in 2002 in English and held by 2 WorldCat member libraries worldwide

Sequential Parameter Estimation of Time-Varying Non-Gaussian Autoregressive Processes by Petar M Djurić( )

1 edition published in 2002 in English and held by 2 WorldCat member libraries worldwide

Position estimation with a millimeter-wave massive MIMO system based on distributed steerable phased antenna arrays by Nenad Vukmirović( )

1 edition published in 2018 in English and held by 2 WorldCat member libraries worldwide

Transcriptional profiling of putative human epithelial stem cells by Salih S Koçer( )

1 edition published in 2008 in English and held by 2 WorldCat member libraries worldwide

Editorial by Petar M Djurić( )

1 edition published in 2004 in English and held by 2 WorldCat member libraries worldwide

A New Class of Particle Filters for Random Dynamic Systems with Unknown Statistics by Joaquín Míguez( )

1 edition published in 2004 in English and held by 2 WorldCat member libraries worldwide

Variable Selection by Perfect Sampling by Yufei Huang( )

1 edition published in 2002 in English and held by 2 WorldCat member libraries worldwide

Erratum to A New Class of Particle Filters for Random Dynamic Systems with Unknown Statistics by Joaquín Míguez( )

1 edition published in 2006 in English and held by 2 WorldCat member libraries worldwide

An MCMC sampling approach to estimation of nostationary hidden markov models by Petar M Djurić( )

1 edition published in 2002 in English and held by 1 WorldCat member library worldwide

On the detection of edges in vector images by Petar M Djurić( )

1 edition published in 1997 in English and held by 1 WorldCat member library worldwide

Signal decompositions using trans-dimensional Bayesian methods. by Alireza Roodaki( )

1 edition published in 2012 in English and held by 1 WorldCat member library worldwide

This thesis addresses the challenges encountered when dealing with signal decomposition problems with an unknown number of components in a Bayesian framework. Particularly, we focus on the issue of summarizing the variable-dimensional posterior distributions that typically arise in such problems. Such posterior distributions are defined over union of subspaces of differing dimensionality, and can be sampled from using modern Monte Carlo techniques, for instance the increasingly popular Reversible-Jump MCMC (RJ-MCMC) sampler. No generic approach is available, however, to summarize the resulting variable-dimensional samples and extract from them component-specific parameters. One of the main challenges that needs to be addressed to this end is the label-switching issue, which is caused by the invariance of the posterior distribution to the permutation of the components. We propose a novel approach to this problem, which consists in approximating the complex posterior of interest by a “simple”--but still variable-dimensional parametric distribution. We develop stochastic EM-type algorithms, driven by the RJ-MCMC sampler, to estimate the parameters of the model through the minimization of a divergence measure between the two distributions. Two signal decomposition problems are considered, to show the capability of the proposed approach both for relabeling and for summarizing variable dimensional posterior distributions: the classical problem of detecting and estimating sinusoids in white Gaussian noise on the one hand, and a particle counting problem motivated by the Pierre Auger project in astrophysics on the other hand
Bayesian detection and estiamation of cisoids in colored noise by Chao-Ming Cho( )

1 edition published in 1995 in English and held by 1 WorldCat member library worldwide

 
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Cooperative and graph signal processing : principles and applications
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Alternative Names
Djurić, P. M.

Petar M Djurić onderzoeker

Petar M Djurić researcher

Languages
English (29)