Computation In Complex Networks

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Computation in Complex Networks

Clara Pizzuti,Annalisa Socievole
Computation in Complex Networks Book PDF

Author : Clara Pizzuti,Annalisa Socievole
Publisher : MDPI
Page : 352 pages
File Size : 46,8 Mb
Release : 2021-09-02
Category : Technology & Engineering
ISBN : 9783036506821

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Computation in Complex Networks by Clara Pizzuti,Annalisa Socievole Pdf

Complex networks are one of the most challenging research focuses of disciplines, including physics, mathematics, biology, medicine, engineering, and computer science, among others. The interest in complex networks is increasingly growing, due to their ability to model several daily life systems, such as technology networks, the Internet, and communication, chemical, neural, social, political and financial networks. The Special Issue “Computation in Complex Networks" of Entropy offers a multidisciplinary view on how some complex systems behave, providing a collection of original and high-quality papers within the research fields of: • Community detection • Complex network modelling • Complex network analysis • Node classification • Information spreading and control • Network robustness • Social networks • Network medicine

Mining Complex Networks

Bogumil Kaminski,Pawel Prałat,Francois Theberge
Mining Complex Networks Book PDF

Author : Bogumil Kaminski,Pawel Prałat,Francois Theberge
Publisher : CRC Press
Page : 278 pages
File Size : 55,5 Mb
Release : 2021-12-15
Category : Mathematics
ISBN : 9781000515855

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Mining Complex Networks by Bogumil Kaminski,Pawel Prałat,Francois Theberge Pdf

This book concentrates on mining networks, a subfield within data science. Data science uses scientific and computational tools to extract valuable knowledge from large data sets. Once data is processed and cleaned, it is analyzed and presented to support decision-making processes. Data science and machine learning tools have become widely used in companies of all sizes. Networks are often large-scale, decentralized, and evolve dynamically over time. Mining complex networks aim to understand the principles governing the organization and the behavior of such networks is crucial for a broad range of fields of study. Here are a few selected typical applications of mining networks: Community detection (which users on some social media platforms are close friends). Link prediction (who is likely to connect to whom on such platforms). Node attribute prediction (what advertisement should be shown to a given user of a particular platform to match their interests). Influential node detection (which social media users would be the best ambassadors of a specific product). This textbook is suitable for an upper-year undergraduate course or a graduate course in programs such as data science, mathematics, computer science, business, engineering, physics, statistics, and social science. This book can be successfully used by all enthusiasts of data science at various levels of sophistication to expand their knowledge or consider changing their career path. Jupiter notebooks (in Python and Julia) accompany the book and can be accessed on https://www.ryerson.ca/mining-complex-networks/. These not only contain all the experiments presented in the book, but also include additional material. Bogumił Kamiński is the Chairman of the Scientific Council for the Discipline of Economics and Finance at SGH Warsaw School of Economics. He is also an Adjunct Professor at the Data Science Laboratory at Ryerson University. Bogumił is an expert in applications of mathematical modeling to solving complex real-life problems. He is also a substantial open-source contributor to the development of the Julia language and its package ecosystem. Paweł Prałat is a Professor of Mathematics in Ryerson University, whose main research interests are in random graph theory, especially in modeling and mining complex networks. He is the Director of Fields-CQAM Lab on Computational Methods in Industrial Mathematics in The Fields Institute for Research in Mathematical Sciences and has pursued collaborations with various industry partners as well as the Government of Canada. He has written over 170 papers and three books with 130 plus collaborators. François Théberge holds a B.Sc. degree in applied mathematics from the University of Ottawa, a M.Sc. in telecommunications from INRS and a PhD in electrical engineering from McGill University. He has been employed by the Government of Canada since 1996 where he was involved in the creation of the data science team as well as the research group now known as the Tutte Institute for Mathematics and Computing. He also holds an adjunct professorial position in the Department of Mathematics and Statistics at the University of Ottawa. His current interests include relational-data mining and deep learning.

Computation in Complex Networks

Clara Pizzuti,Annalisa Socievole
Computation in Complex Networks Book PDF

Author : Clara Pizzuti,Annalisa Socievole
Publisher : Unknown
Page : 352 pages
File Size : 46,7 Mb
Release : 2021
Category : Electronic
ISBN : 3036506837

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Computation in Complex Networks by Clara Pizzuti,Annalisa Socievole Pdf

Complex networks are one of the most challenging research focuses of disciplines, including physics, mathematics, biology, medicine, engineering, and computer science, among others. The interest in complex networks is increasingly growing, due to their ability to model several daily life systems, such as technology networks, the Internet, and communication, chemical, neural, social, political and financial networks. The Special Issue “Computation in Complex Networks" of Entropy offers a multidisciplinary view on how some complex systems behave, providing a collection of original and high-quality papers within the research fields of: • Community detection • Complex network modelling • Complex network analysis • Node classification • Information spreading and control • Network robustness • Social networks • Network medicine.

Complex Systems and Networks

Jinhu Lü,Xinghuo Yu,Guanrong Chen,Wenwu Yu
Complex Systems and Networks Book PDF

Author : Jinhu Lü,Xinghuo Yu,Guanrong Chen,Wenwu Yu
Publisher : Springer
Page : 482 pages
File Size : 54,6 Mb
Release : 2015-08-14
Category : Technology & Engineering
ISBN : 9783662478240

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Complex Systems and Networks by Jinhu Lü,Xinghuo Yu,Guanrong Chen,Wenwu Yu Pdf

This elementary book provides some state-of-the-art research results on broad disciplinary sciences on complex networks. It presents an in-depth study with detailed description of dynamics, controls and applications of complex networks. The contents of this book can be summarized as follows. First, the dynamics of complex networks, for example, the cluster dynamic analysis by using kernel spectral methods, community detection algorithms in bipartite networks, epidemiological modeling with demographics and epidemic spreading on multi-layer networks, are studied. Second, the controls of complex networks are investigated including topics like distributed finite-time cooperative control of multi-agent systems by applying homogenous-degree and Lyapunov methods, composite finite-time containment control for disturbed second-order multi-agent systems, fractional-order observer design of multi-agent systems, chaos control and anticontrol of complex systems via Parrondos game and many more. Third, the applications of complex networks provide some applicable carriers, which show the importance of theories developed in complex networks. In particular, a general model for studying time evolution of transition networks, deflection routing in complex networks, recommender systems for social networks analysis and mining, strategy selection in networked evolutionary games, integration and methods in computational biology, are discussed in detail.

The Local Information Dynamics of Distributed Computation in Complex Systems

Joseph T. Lizier
The Local Information Dynamics of Distributed Computation in Complex Systems Book PDF

Author : Joseph T. Lizier
Publisher : Springer Science & Business Media
Page : 249 pages
File Size : 55,7 Mb
Release : 2012-11-06
Category : Technology & Engineering
ISBN : 9783642329524

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The Local Information Dynamics of Distributed Computation in Complex Systems by Joseph T. Lizier Pdf

The nature of distributed computation in complex systems has often been described in terms of memory, communication and processing. This thesis presents a complete information-theoretic framework to quantify these operations on information (i.e. information storage, transfer and modification), and in particular their dynamics in space and time. The framework is applied to cellular automata, and delivers important insights into the fundamental nature of distributed computation and the dynamics of complex systems (e.g. that gliders are dominant information transfer agents). Applications to several important network models, including random Boolean networks, suggest that the capability for information storage and coherent transfer are maximised near the critical regime in certain order-chaos phase transitions. Further applications to study and design information structure in the contexts of computational neuroscience and guided self-organisation underline the practical utility of the techniques presented here.

Evolutionary Computation and Complex Networks

Jing Liu,Hussein A. Abbass,Kay Chen Tan
Evolutionary Computation and Complex Networks Book PDF

Author : Jing Liu,Hussein A. Abbass,Kay Chen Tan
Publisher : Springer
Page : 148 pages
File Size : 50,5 Mb
Release : 2018-09-22
Category : Technology & Engineering
ISBN : 9783319600000

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Evolutionary Computation and Complex Networks by Jing Liu,Hussein A. Abbass,Kay Chen Tan Pdf

This book introduces the linkage between evolutionary computation and complex networks and the advantages of cross-fertilising ideas from both fields. Instead of introducing each field individually, the authors focus on the research that sits at the interface of both fields. The book is structured to address two questions: (1) how complex networks are used to analyze and improve the performance of evolutionary computation methods? (2) how evolutionary computation methods are used to solve problems in complex networks? The authors interweave complex networks and evolutionary computing, using evolutionary computation to discover community structure, while also using network analysis techniques to analyze the performance of evolutionary algorithms. The book is suitable for both beginners and senior researchers in the fields of evolutionary computation and complex networks.

Structural Analysis of Complex Networks

Matthias Dehmer
Structural Analysis of Complex Networks Book PDF

Author : Matthias Dehmer
Publisher : Springer Science & Business Media
Page : 493 pages
File Size : 53,7 Mb
Release : 2010-10-14
Category : Mathematics
ISBN : 9780817647896

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Structural Analysis of Complex Networks by Matthias Dehmer Pdf

Filling a gap in literature, this self-contained book presents theoretical and application-oriented results that allow for a structural exploration of complex networks. The work focuses not only on classical graph-theoretic methods, but also demonstrates the usefulness of structural graph theory as a tool for solving interdisciplinary problems. Applications to biology, chemistry, linguistics, and data analysis are emphasized. The book is suitable for a broad, interdisciplinary readership of researchers, practitioners, and graduate students in discrete mathematics, statistics, computer science, machine learning, artificial intelligence, computational and systems biology, cognitive science, computational linguistics, and mathematical chemistry. It may also be used as a supplementary textbook in graduate-level seminars on structural graph analysis, complex networks, or network-based machine learning methods.

Complex Computing-Networks

Izzet Cem Göknar,Levent Sevgi
Complex Computing Networks Book PDF

Author : Izzet Cem Göknar,Levent Sevgi
Publisher : Springer Science & Business Media
Page : 404 pages
File Size : 45,6 Mb
Release : 2006-05-31
Category : Science
ISBN : 9783540306368

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Complex Computing-Networks by Izzet Cem Göknar,Levent Sevgi Pdf

This book contains the ceremonials and the proceedings pertaining to the Int- national Symposium CCN2005 on “Complex Computing-Networks: A Link between Brain-like and Wave-Oriented Electrodynamics Algorithms,” convened at Do ?u ? University of Istanbul, Turkey, on 13–14 June 2005, in connection with the bestowal of the honorary doctorate degrees on Professors Leopold B. Felsen and Leon O. Chua, for their extraordinary achievements in electromagnetics, and n- linear systems, respectively. The symposium was co-organized by Cem Göknar and Levent Sevgi, in consultation with Leopold B. Felsen and Leon O. Chua. Istanbul is a city with wonderful natural and historical surroundings, a city not only interconnecting Asia and Europe but also Eastern and Western cultures. Therefore, CCN2005 was a memorable event not only in the lifetime of Drs. Felsen, Chua, and their families, but also for all the other participants who were there to congratulate the recipients and participate in the symposium.

Complex Networks and Their Applications VIII

Hocine Cherifi,Sabrina Gaito,José Fernendo Mendes,Esteban Moro,Luis Mateus Rocha
Complex Networks and Their Applications VIII Book PDF

Author : Hocine Cherifi,Sabrina Gaito,José Fernendo Mendes,Esteban Moro,Luis Mateus Rocha
Publisher : Springer Nature
Page : 1047 pages
File Size : 55,8 Mb
Release : 2019-11-26
Category : Technology & Engineering
ISBN : 9783030366834

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Complex Networks and Their Applications VIII by Hocine Cherifi,Sabrina Gaito,José Fernendo Mendes,Esteban Moro,Luis Mateus Rocha Pdf

This book highlights cutting-edge research in the field of network science, offering scientists, researchers, students, and practitioners a unique update on the latest advances in theory and a multitude of applications. It presents the peer-reviewed proceedings of the Eighth International Conference on Complex Networks and their Applications (COMPLEX NETWORKS 2019), which took place in Lisbon, Portugal, on December 10–12, 2019. The carefully selected papers cover a wide range of theoretical topics such as network models and measures; community structure, and network dynamics; diffusion, epidemics, and spreading processes; resilience and control as well as all the main network applications, including social and political networks; networks in finance and economics; biological and neuroscience networks; and technological networks.

Complex Networks & Their Applications IX

Rosa M. Benito,Chantal Cherifi,Hocine Cherifi,Esteban Moro,Luis Mateus Rocha,Marta Sales-Pardo
Complex Networks Their Applications IX Book PDF

Author : Rosa M. Benito,Chantal Cherifi,Hocine Cherifi,Esteban Moro,Luis Mateus Rocha,Marta Sales-Pardo
Publisher : Springer Nature
Page : 702 pages
File Size : 54,8 Mb
Release : 2020-12-19
Category : Technology & Engineering
ISBN : 9783030653477

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Complex Networks & Their Applications IX by Rosa M. Benito,Chantal Cherifi,Hocine Cherifi,Esteban Moro,Luis Mateus Rocha,Marta Sales-Pardo Pdf

This book highlights cutting-edge research in the field of network science, offering scientists, researchers, students and practitioners a unique update on the latest advances in theory and a multitude of applications. It presents the peer-reviewed proceedings of the IX International Conference on Complex Networks and their Applications (COMPLEX NETWORKS 2020). The carefully selected papers cover a wide range of theoretical topics such as network models and measures; community structure, network dynamics; diffusion, epidemics and spreading processes; resilience and control as well as all the main network applications, including social and political networks; networks in finance and economics; biological and neuroscience networks and technological networks.

Evolutionary Algorithms, Swarm Dynamics and Complex Networks

Ivan Zelinka,Guanrong Chen
Evolutionary Algorithms Swarm Dynamics and Complex Networks Book PDF

Author : Ivan Zelinka,Guanrong Chen
Publisher : Springer
Page : 312 pages
File Size : 48,6 Mb
Release : 2017-11-25
Category : Technology & Engineering
ISBN : 9783662556634

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Evolutionary Algorithms, Swarm Dynamics and Complex Networks by Ivan Zelinka,Guanrong Chen Pdf

Evolutionary algorithms constitute a class of well-known algorithms, which are designed based on the Darwinian theory of evolution and Mendelian theory of heritage. They are partly based on random and partly based on deterministic principles. Due to this nature, it is challenging to predict and control its performance in solving complex nonlinear problems. Recently, the study of evolutionary dynamics is focused not only on the traditional investigations but also on the understanding and analyzing new principles, with the intention of controlling and utilizing their properties and performances toward more effective real-world applications. In this book, based on many years of intensive research of the authors, is proposing novel ideas about advancing evolutionary dynamics towards new phenomena including many new topics, even the dynamics of equivalent social networks. In fact, it includes more advanced complex networks and incorporates them with the CMLs (coupled map lattices), which are usually used for spatiotemporal complex systems simulation and analysis, based on the observation that chaos in CML can be controlled, so does evolution dynamics. All the chapter authors are, to the best of our knowledge, originators of the ideas mentioned above and researchers on evolutionary algorithms and chaotic dynamics as well as complex networks, who will provide benefits to the readers regarding modern scientific research on related subjects.

Information Dynamics

Harald Atmanspacher,Herbert Scheingraber
Information Dynamics Book PDF

Author : Harald Atmanspacher,Herbert Scheingraber
Publisher : Springer Science & Business Media
Page : 362 pages
File Size : 45,9 Mb
Release : 2013-11-11
Category : Technology & Engineering
ISBN : 9781489923059

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Information Dynamics by Harald Atmanspacher,Herbert Scheingraber Pdf

Proceedings of a NATO ASI held in Irsee/Kaufbeuren, Germany, June 15--26, 1990

Complex Networks & Their Applications VI

Chantal Cherifi,Hocine Cherifi,Márton Karsai,Mirco Musolesi
Complex Networks Their Applications VI Book PDF

Author : Chantal Cherifi,Hocine Cherifi,Márton Karsai,Mirco Musolesi
Publisher : Springer
Page : 1288 pages
File Size : 40,9 Mb
Release : 2017-11-24
Category : Technology & Engineering
ISBN : 9783319721507

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Complex Networks & Their Applications VI by Chantal Cherifi,Hocine Cherifi,Márton Karsai,Mirco Musolesi Pdf

This book highlights cutting-edge research in the field of network science, offering scientists, researchers, students and practitioners a unique update on the latest advances in theory and a multitude of applications. It presents the peer-reviewed proceedings of the VI International Conference on Complex Networks and their Applications (COMPLEX NETWORKS 2017), which took place in Lyon on November 29 – December 1, 2017. The carefully selected papers cover a wide range of theoretical topics such as network models and measures; community structure, network dynamics; diffusion, epidemics and spreading processes; resilience and control as well as all the main network applications, including social and political networks; networks in finance and economics; biological and ecological networks and technological networks.

Complex Networks and their Applications

Hocine Cherifi
Complex Networks and their Applications Book PDF

Author : Hocine Cherifi
Publisher : Cambridge Scholars Publishing
Page : 355 pages
File Size : 52,5 Mb
Release : 2014-06-30
Category : Mathematics
ISBN : 9781443863247

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Complex Networks and their Applications by Hocine Cherifi Pdf

Fuelled by the big data paradigm, the study of networks is an interdisciplinary field that is growing at the interface of many branches of science including mathematics, physics, computer science, biology, economics and the social sciences. This book, written by experts from the Network Science community, covers a wide range of theoretical and practical advances in this highly active field, highlighting the strong interconnections between works in different disciplines. The eleven chapters take the reader through the essential concepts for the structural analysis of networks, and their applications to real-world scenarios. Being self-contained, the book is intended for researchers, graduate and advanced undergraduate students from different intellectual backgrounds. Each chapter combines mathematical rigour with rich references to the literature, while remaining accessible to a wide range of readers who wish to understand some of the key issues encountered in many aspects of networked everyday life.

Complex Networks IX

Sean Cornelius,Kate Coronges,Bruno Gonçalves,Roberta Sinatra,Alessandro Vespignani
Complex Networks IX Book PDF

Author : Sean Cornelius,Kate Coronges,Bruno Gonçalves,Roberta Sinatra,Alessandro Vespignani
Publisher : Springer
Page : 350 pages
File Size : 42,5 Mb
Release : 2018-02-15
Category : Science
ISBN : 9783319731988

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Complex Networks IX by Sean Cornelius,Kate Coronges,Bruno Gonçalves,Roberta Sinatra,Alessandro Vespignani Pdf

This book aims to bring together researchers and practitioners working across domains and research disciplines to measure, model, and visualize complex networks. It collects the works presented at the 9th International Conference on Complex Networks (CompleNet) in Boston, MA, March, 2018. With roots in physical, information and social science, the study of complex networks provides a formal set of mathematical methods, computational tools and theories to describe, prescribe and predict dynamics and behaviors of complex systems. Despite their diversity, whether the systems are made up of physical, technological, informational, or social networks, they share many common organizing principles and thus can be studied with similar approaches. This book provides a view of the state-of-the-art in this dynamic field and covers topics such as group decision-making, brain and cellular connectivity, network controllability and resiliency, online activism, recommendation systems, and cyber security.