Cooperative and Graph Signal Processing

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. Presents the first book on cooperative signal processing and graph signal processing Provides a range of applications and application areas that are thoroughly covered Includes an editor in chief and associate editor from the IEEE Transactions on Signal Processing and Information Processing over Networks who have recruited top contributors for the book

Produk Detail:

  • Author : Petar Djuric
  • Publisher : Academic Press
  • Pages : 866 pages
  • ISBN : 0128136782
  • Rating : 4/5 from 21 reviews
CLICK HERE TO GET THIS BOOKCooperative and Graph Signal Processing

Cooperative and Graph Signal Processing

Cooperative and Graph Signal Processing
  • Author : Petar Djuric,Cédric Richard
  • Publisher : Academic Press
  • Release : 04 July 2018
GET THIS BOOKCooperative and Graph Signal Processing

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,

Vertex-Frequency Analysis of Graph Signals

Vertex-Frequency Analysis of Graph Signals
  • Author : Ljubiša Stanković,Ervin Sejdić
  • Publisher : Springer
  • Release : 01 December 2018
GET THIS BOOKVertex-Frequency Analysis of Graph Signals

This book introduces new methods to analyze vertex-varying graph signals. In many real-world scenarios, the data sensing domain is not a regular grid, but a more complex network that consists of sensing points (vertices) and edges (relating the sensing points). Furthermore, sensing geometry or signal properties define the relation among sensed signal points. Even for the data sensed in the well-defined time or space domain, the introduction of new relationships among the sensing points may produce new insights in the

Advanced Data Analytics for Power Systems

Advanced Data Analytics for Power Systems
  • Author : Ali Tajer,Samir M. Perlaza,H. Vincent Poor
  • Publisher : Cambridge University Press
  • Release : 31 January 2021
GET THIS BOOKAdvanced Data Analytics for Power Systems

Experts in data analytics and power engineering present techniques addressing the needs of modern power systems, covering theory and applications related to power system reliability, efficiency, and security. With topics spanning large-scale and distributed optimization, statistical learning, big data analytics, graph theory, and game theory, this is an essential resource for graduate students and researchers in academia and industry with backgrounds in power systems engineering, applied mathematics, and computer science.

Excursions in Harmonic Analysis, Volume 6

Excursions in Harmonic Analysis, Volume 6
  • Author : Matthew Hirn,Shidong Li,Kasso A. Okoudjou,Sandra Saliani,Özgür Yilmaz
  • Publisher : Springer Nature
  • Release : 01 September 2021
GET THIS BOOKExcursions in Harmonic Analysis, Volume 6

John J. Benedetto has had a profound influence not only on the direction of harmonic analysis and its applications, but also on the entire community of people involved in the field. The chapters in this volume – compiled on the occasion of his 80th birthday – are written by leading researchers in the field and pay tribute to John’s many significant and lasting achievements. Covering a wide range of topics in harmonic analysis and related areas, these chapters are organized into

Modeling, Stochastic Control, Optimization, and Applications

Modeling, Stochastic Control, Optimization, and Applications
  • Author : George Yin,Qing Zhang
  • Publisher : Springer
  • Release : 16 July 2019
GET THIS BOOKModeling, Stochastic Control, Optimization, and Applications

This volume collects papers, based on invited talks given at the IMA workshop in Modeling, Stochastic Control, Optimization, and Related Applications, held at the Institute for Mathematics and Its Applications, University of Minnesota, during May and June, 2018. There were four week-long workshops during the conference. They are (1) stochastic control, computation methods, and applications, (2) queueing theory and networked systems, (3) ecological and biological applications, and (4) finance and economics applications. For broader impacts, researchers from different fields covering both theoretically oriented and application

Internet of Things and Its Applications

Internet of Things and Its Applications
  • Author : Sachi Nandan Mohanty,Jyotir Moy Chatterjee,Suneeta Satpathy
  • Publisher : Springer Nature
  • Release : 25 November 2021
GET THIS BOOKInternet of Things and Its Applications

This book offers a holistic approach to the Internet of Things (IoT) model, covering both the technologies and their applications, focusing on uniquely identifiable objects and their virtual representations in an Internet-like structure. The authors add to the rapid growth in research on IoT communications and networks, confirming the scalability and broad reach of the core concepts. The book is filled with examples of innovative applications and real-world case studies. The authors also address the business, social, and legal aspects

Sampling Techniques for Supervised or Unsupervised Tasks

Sampling Techniques for Supervised or Unsupervised Tasks
  • Author : Frédéric Ros,Serge Guillaume
  • Publisher : Springer Nature
  • Release : 26 October 2019
GET THIS BOOKSampling Techniques for Supervised or Unsupervised Tasks

This book describes in detail sampling techniques that can be used for unsupervised and supervised cases, with a focus on sampling techniques for machine learning algorithms. It covers theory and models of sampling methods for managing scalability and the “curse of dimensionality”, their implementations, evaluations, and applications. A large part of the book is dedicated to database comprising standard feature vectors, and a special section is reserved to the handling of more complex objects and dynamic scenarios. The book is

Building an Effective Security Program for Distributed Energy Resources and Systems

Building an Effective Security Program for Distributed Energy Resources and Systems
  • Author : Mariana Hentea
  • Publisher : John Wiley & Sons
  • Release : 06 April 2021
GET THIS BOOKBuilding an Effective Security Program for Distributed Energy Resources and Systems

Building an Effective Security Program for Distributed Energy Resources and Systems Build a critical and effective security program for DERs Building an Effective Security Program for Distributed Energy Resources and Systems requires a unified approach to establishing a critical security program for DER systems and Smart Grid applications. The methodology provided integrates systems security engineering principles, techniques, standards, and best practices. This publication introduces engineers on the design, implementation, and maintenance of a security program for distributed energy resources (DERs),

Graph Theoretic Methods in Multiagent Networks

Graph Theoretic Methods in Multiagent Networks
  • Author : Mehran Mesbahi,Magnus Egerstedt
  • Publisher : Princeton University Press
  • Release : 01 July 2010
GET THIS BOOKGraph Theoretic Methods in Multiagent Networks

This accessible book provides an introduction to the analysis and design of dynamic multiagent networks. Such networks are of great interest in a wide range of areas in science and engineering, including: mobile sensor networks, distributed robotics such as formation flying and swarming, quantum networks, networked economics, biological synchronization, and social networks. Focusing on graph theoretic methods for the analysis and synthesis of dynamic multiagent networks, the book presents a powerful new formalism and set of tools for networked systems.

Introduction to Graph Signal Processing

Introduction to Graph Signal Processing
  • Author : Antonio Ortega
  • Publisher : Cambridge University Press
  • Release : 30 June 2022
GET THIS BOOKIntroduction to Graph Signal Processing

An intuitive, accessible text explaining the fundamentals and applications of signal processing on graphs. It covers basic and advanced topics, includes numerous exercises and Matlab examples, and is accompanied online by a solutions manual for instructors, making it essential reading for graduate students, researchers, and industry professionals.

Cooperative Localization and Navigation

Cooperative Localization and Navigation
  • Author : Chao Gao,Guorong Zhao,Hassen Fourati
  • Publisher : CRC Press
  • Release : 21 August 2019
GET THIS BOOKCooperative Localization and Navigation

This book captures the latest results and techniques for cooperative localization and navigation drawn from a broad array of disciplines. It provides the reader with a generic and comprehensive view of modeling, strategies, and state estimation methodologies in that fields. It discusses the most recent research and novel advances in that direction, exploring the design of algorithms and architectures, benefits, and challenging aspects, as well as a potential broad array of disciplines, including wireless communication, indoor localization, robotics, emergency rescue,

Data Analytics on Graphs

Data Analytics on Graphs
  • Author : Ljubisa Stankovic,Danilo Mandic,Milos Dakovic,Bruno Scalzo,Shengxi Li,A. G. Constantinides
  • Publisher : Unknown Publisher
  • Release : 22 December 2020
GET THIS BOOKData Analytics on Graphs

Aimed at readers with a good grasp of the fundamentals of data analytics, this book sets out the fundamentals of graph theory and the emerging mathematical techniques for the analysis of a wide range of data acquired on graph environments. This book will be a useful friend and a helpful companion to all involved in data gathering and analysis.

Computer Supported Cooperative Work and Social Computing

Computer Supported Cooperative Work and Social Computing
  • Author : Yuqing Sun,Dongning Liu,Hao Liao,Hongfei Fan,Liping Gao
  • Publisher : Springer Nature
  • Release : 06 May 2021
GET THIS BOOKComputer Supported Cooperative Work and Social Computing

This book constitutes the refereed post-conference proceedings of the 15th CCF Conference on Computer Supported Cooperative Work and Social Computing, ChineseCSCW 2020, held in Shenzhen, China, in November 2020. The 40 revised full papers and 15 revised short papers were carefully reviewed and selected from 137 submissions. The papers of this volume are organized in topical sections on: crowdsourcing, crowd intelligence, and crowd cooperative computing; domain-specific collaborative applications; collaborative mechanisms, models, approaches, algorithms, and systems; social media and online communities; and short papers.

Signal Processing for 5G: Algorithms and Implementations

Signal Processing for 5G: Algorithms and Implementations
  • Author : Fa-Long Luo,Charlie Zhang
  • Publisher : John Wiley & Sons
  • Release : 17 October 2016
GET THIS BOOKSignal Processing for 5G: Algorithms and Implementations

A comprehensive and invaluable guide to 5G technology, implementation and practice in one single volume. For all things 5G, this book is a must-read. Signal processing techniques have played the most important role in wireless communications since the second generation of cellular systems. It is anticipated that new techniques employed in 5G wireless networks will not only improve peak service rates significantly, but also enhance capacity, coverage, reliability , low-latency, efficiency, flexibility, compatibility and convergence to meet the increasing demands imposed