Intermediate Network Analysis

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Complex Network Analysis in Python

Author : Dmitry Zinoviev
Publisher : Pragmatic Bookshelf
ISBN 13 : 1680505408
Total Pages : 330 pages
Book Rating : 4.6/5 (85 download)

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Book Synopsis Complex Network Analysis in Python by : Dmitry Zinoviev

Download or read book Complex Network Analysis in Python written by Dmitry Zinoviev and published by Pragmatic Bookshelf. This book was released on 2018-01-19 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: Construct, analyze, and visualize networks with networkx, a Python language module. Network analysis is a powerful tool you can apply to a multitude of datasets and situations. Discover how to work with all kinds of networks, including social, product, temporal, spatial, and semantic networks. Convert almost any real-world data into a complex network--such as recommendations on co-using cosmetic products, muddy hedge fund connections, and online friendships. Analyze and visualize the network, and make business decisions based on your analysis. If you're a curious Python programmer, a data scientist, or a CNA specialist interested in mechanizing mundane tasks, you'll increase your productivity exponentially. Complex network analysis used to be done by hand or with non-programmable network analysis tools, but not anymore! You can now automate and program these tasks in Python. Complex networks are collections of connected items, words, concepts, or people. By exploring their structure and individual elements, we can learn about their meaning, evolution, and resilience. Starting with simple networks, convert real-life and synthetic network graphs into networkx data structures. Look at more sophisticated networks and learn more powerful machinery to handle centrality calculation, blockmodeling, and clique and community detection. Get familiar with presentation-quality network visualization tools, both programmable and interactive--such as Gephi, a CNA explorer. Adapt the patterns from the case studies to your problems. Explore big networks with NetworKit, a high-performance networkx substitute. Each part in the book gives you an overview of a class of networks, includes a practical study of networkx functions and techniques, and concludes with case studies from various fields, including social networking, anthropology, marketing, and sports analytics. Combine your CNA and Python programming skills to become a better network analyst, a more accomplished data scientist, and a more versatile programmer. What You Need: You will need a Python 3.x installation with the following additional modules: Pandas (>=0.18), NumPy (>=1.10), matplotlib (>=1.5), networkx (>=1.11), python-louvain (>=0.5), NetworKit (>=3.6), and generalizesimilarity. We recommend using the Anaconda distribution that comes with all these modules, except for python-louvain, NetworKit, and generalizedsimilarity, and works on all major modern operating systems.

Statistical Analysis of Network Data with R

Author : Eric D. Kolaczyk
Publisher : Springer
ISBN 13 : 1493909835
Total Pages : 214 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis Statistical Analysis of Network Data with R by : Eric D. Kolaczyk

Download or read book Statistical Analysis of Network Data with R written by Eric D. Kolaczyk and published by Springer. This book was released on 2014-05-22 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: Networks have permeated everyday life through everyday realities like the Internet, social networks, and viral marketing. As such, network analysis is an important growth area in the quantitative sciences, with roots in social network analysis going back to the 1930s and graph theory going back centuries. Measurement and analysis are integral components of network research. As a result, statistical methods play a critical role in network analysis. This book is the first of its kind in network research. It can be used as a stand-alone resource in which multiple R packages are used to illustrate how to conduct a wide range of network analyses, from basic manipulation and visualization, to summary and characterization, to modeling of network data. The central package is igraph, which provides extensive capabilities for studying network graphs in R. This text builds on Eric D. Kolaczyk’s book Statistical Analysis of Network Data (Springer, 2009).

Social Network Analysis

Author : Christina Prell
Publisher : SAGE
ISBN 13 : 1446290131
Total Pages : 274 pages
Book Rating : 4.4/5 (462 download)

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Book Synopsis Social Network Analysis by : Christina Prell

Download or read book Social Network Analysis written by Christina Prell and published by SAGE. This book was released on 2011-10-26 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: We live in a world that is paradoxically both small and vast; each of us is embedded in local communities and yet we are only a few 'links' away from anyone else in the world. This engaging book represents these interdependencies' positive and negative consequences, their multiple effects and the ways in which a local occurrence in one part of the world can directly affect the rest. Then it demonstrates precisely how these interactions and relationships form. This is a book for the social network novice learning how to study, think about and analyse social networks; the intermediate user, not yet familiar with some of the newer developments in the field; and the teacher looking for a range of exercises, as well as an up-to-date historical account of the field. It is divided into three clear sections: 1. historical & Background Concepts 2. Levels of Analysis 3. Advances, Extensions and Conclusions The book provides a full overview of the field - historical origins, common theoretical perspectives and frameworks; traditional and current analytical procedures and fundamental mathematical equations needed to get a foothold in the field. Available with Perusall—an eBook that makes it easier to prepare for class Perusall is an award-winning eBook platform featuring social annotation tools that allow students and instructors to collaboratively mark up and discuss their SAGE textbook. Backed by research and supported by technological innovations developed at Harvard University, this process of learning through collaborative annotation keeps your students engaged and makes teaching easier and more effective. Learn more.

Weighted Network Analysis

Author : Steve Horvath
Publisher : Springer Science & Business Media
ISBN 13 : 144198819X
Total Pages : 433 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Weighted Network Analysis by : Steve Horvath

Download or read book Weighted Network Analysis written by Steve Horvath and published by Springer Science & Business Media. This book was released on 2011-04-30 with total page 433 pages. Available in PDF, EPUB and Kindle. Book excerpt: High-throughput measurements of gene expression and genetic marker data facilitate systems biologic and systems genetic data analysis strategies. Gene co-expression networks have been used to study a variety of biological systems, bridging the gap from individual genes to biologically or clinically important emergent phenotypes.

A User’s Guide to Network Analysis in R

Author : Douglas Luke
Publisher : Springer
ISBN 13 : 3319238833
Total Pages : 241 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis A User’s Guide to Network Analysis in R by : Douglas Luke

Download or read book A User’s Guide to Network Analysis in R written by Douglas Luke and published by Springer. This book was released on 2015-12-14 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presenting a comprehensive resource for the mastery of network analysis in R, the goal of Network Analysis with R is to introduce modern network analysis techniques in R to social, physical, and health scientists. The mathematical foundations of network analysis are emphasized in an accessible way and readers are guided through the basic steps of network studies: network conceptualization, data collection and management, network description, visualization, and building and testing statistical models of networks. As with all of the books in the Use R! series, each chapter contains extensive R code and detailed visualizations of datasets. Appendices will describe the R network packages and the datasets used in the book. An R package developed specifically for the book, available to readers on GitHub, contains relevant code and real-world network datasets as well.

Spatial Analysis and GeoComputation

Author : Manfred M. Fischer
Publisher : Springer Science & Business Media
ISBN 13 : 3540357300
Total Pages : 332 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Spatial Analysis and GeoComputation by : Manfred M. Fischer

Download or read book Spatial Analysis and GeoComputation written by Manfred M. Fischer and published by Springer Science & Business Media. This book was released on 2006-11-22 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains selected essays of Manfred M. Fischer in the field of spatial analysis from the perspective of GeoComputation. The volume is structured in four parts, from broad issues in spatial analysis and the role of GIS to computational intelligence technologies such as neural networks. The third part provides the theoretical framework required for adaptive pattern classifiers in remote sensing environments. The final section outlines the latest in neural spatial interaction modeling.

Social Network Analysis and Egyptology

Author : Danijela Stefanović
Publisher : Taylor & Francis
ISBN 13 : 1040014631
Total Pages : 104 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Social Network Analysis and Egyptology by : Danijela Stefanović

Download or read book Social Network Analysis and Egyptology written by Danijela Stefanović and published by Taylor & Francis. This book was released on 2024-02-09 with total page 104 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses Social Network Analysis (SNA) as a methodological approach in the field of Egyptology, exploring its possibilities, limitations, and applications within the discipline. Social Network Analysis is a sociological, graph theory-based approach used to investigate social structures created by patterns of relationships (ties or links) between actors (nodes), which has been utilised by scholars in other areas of ancient history. The book first provides readers with basic information on the theoretical background of methods applied in SNA, as well as network theory and Actor-Network Theory (ANT) more generally. It discusses the history of SNA specifically within the discipline of Egyptology, evaluating the advantages and limitations of this approach when applied to different types of datasets, such as written sources and material records. The author then explores a case study, examining the potential of network modelling on datasets from the Abydos votive zone during the Middle Kingdom period (c. 2040-1750 BC). The book highlights how SNA and network theory can be useful supplementary tools alongside more traditional research approaches in Egyptology for a more comprehensive understanding of social relations and interconnections in ancient contexts. Social Network Analysis and Egyptology is suitable for students and scholars working on Egyptology who are interested in SNA methodology, as well as those working on Classical and Ancient Near Eastern archaeology and history. It also appeals to those interested in network research and theory more broadly. Colour versions of images in this book can be found in the Support Material: www.routledge.com/9781032599632.

Network Analysis Literacy

Author : Katharina A. Zweig
Publisher : Springer Science & Business Media
ISBN 13 : 3709107415
Total Pages : 546 pages
Book Rating : 4.7/5 (91 download)

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Book Synopsis Network Analysis Literacy by : Katharina A. Zweig

Download or read book Network Analysis Literacy written by Katharina A. Zweig and published by Springer Science & Business Media. This book was released on 2016-10-26 with total page 546 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a perspective of network analysis as a tool to find and quantify significant structures in the interaction patterns between different types of entities. Moreover, network analysis provides the basic means to relate these structures to properties of the entities. It has proven itself to be useful for the analysis of biological and social networks, but also for networks describing complex systems in economy, psychology, geography, and various other fields. Today, network analysis packages in the open-source platform R and other open-source software projects enable scientists from all fields to quickly apply network analytic methods to their data sets. Altogether, these applications offer such a wealth of network analytic methods that it can be overwhelming for someone just entering this field. This book provides a road map through this jungle of network analytic methods, offers advice on how to pick the best method for a given network analytic project, and how to avoid common pitfalls. It introduces the methods which are most often used to analyze complex networks, e.g., different global network measures, types of random graph models, centrality indices, and networks motifs. In addition to introducing these methods, the central focus is on network analysis literacy – the competence to decide when to use which of these methods for which type of question. Furthermore, the book intends to increase the reader's competence to read original literature on network analysis by providing a glossary and intensive translation of formal notation and mathematical symbols in everyday speech. Different aspects of network analysis literacy – understanding formal definitions, programming tasks, or the analysis of structural measures and their interpretation – are deepened in various exercises with provided solutions. This text is an excellent, if not the best starting point for all scientists who want to harness the power of network analysis for their field of expertise.

Networks, Crowds, and Markets

Author : David Easley
Publisher : Cambridge University Press
ISBN 13 : 1139490303
Total Pages : 745 pages
Book Rating : 4.1/5 (394 download)

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Book Synopsis Networks, Crowds, and Markets by : David Easley

Download or read book Networks, Crowds, and Markets written by David Easley and published by Cambridge University Press. This book was released on 2010-07-19 with total page 745 pages. Available in PDF, EPUB and Kindle. Book excerpt: Are all film stars linked to Kevin Bacon? Why do the stock markets rise and fall sharply on the strength of a vague rumour? How does gossip spread so quickly? Are we all related through six degrees of separation? There is a growing awareness of the complex networks that pervade modern society. We see them in the rapid growth of the internet, the ease of global communication, the swift spread of news and information, and in the way epidemics and financial crises develop with startling speed and intensity. This introductory book on the new science of networks takes an interdisciplinary approach, using economics, sociology, computing, information science and applied mathematics to address fundamental questions about the links that connect us, and the ways that our decisions can have consequences for others.

Network Analysis & Synthesis 2nd Revised Edition

Author : Wadhwa C L
Publisher : New Age International
ISBN 13 : 9788122417531
Total Pages : 860 pages
Book Rating : 4.4/5 (175 download)

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Book Synopsis Network Analysis & Synthesis 2nd Revised Edition by : Wadhwa C L

Download or read book Network Analysis & Synthesis 2nd Revised Edition written by Wadhwa C L and published by New Age International. This book was released on with total page 860 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Network Analysis 3Rd Ed.

Author : Van Valkenburg
Publisher :
ISBN 13 : 9788120301566
Total Pages : 592 pages
Book Rating : 4.3/5 (15 download)

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Book Synopsis Network Analysis 3Rd Ed. by : Van Valkenburg

Download or read book Network Analysis 3Rd Ed. written by Van Valkenburg and published by . This book was released on 1974 with total page 592 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Mastering Gephi Network Visualization

Author : Ken Cherven
Publisher : Packt Publishing Ltd
ISBN 13 : 1783987359
Total Pages : 378 pages
Book Rating : 4.7/5 (839 download)

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Book Synopsis Mastering Gephi Network Visualization by : Ken Cherven

Download or read book Mastering Gephi Network Visualization written by Ken Cherven and published by Packt Publishing Ltd. This book was released on 2015-01-28 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is intended for anyone interested in advanced network analysis. If you wish to master the skills of analyzing and presenting network graphs effectively, then this is the book for you. No coding experience is required to use this book, although some familiarity with the Gephi user interface will be helpful.

Analysis of Computer and Communication Networks

Author : Fayez Gebali
Publisher : Springer Science & Business Media
ISBN 13 : 0387744371
Total Pages : 685 pages
Book Rating : 4.3/5 (877 download)

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Book Synopsis Analysis of Computer and Communication Networks by : Fayez Gebali

Download or read book Analysis of Computer and Communication Networks written by Fayez Gebali and published by Springer Science & Business Media. This book was released on 2008-06-24 with total page 685 pages. Available in PDF, EPUB and Kindle. Book excerpt: Analysis of Computer and Communication Networks provides the basic techniques for modeling and analyzing two of the fundamental components of high performance networks: switching equipment, and software employed at the end nodes and intermediate switches. The book also reviews the design options used to build efficient switching equipment. Topics covered include Markov chains and queuing analysis, traffic modeling, interconnection networks, and switch architectures and buffering strategies. This book covers the mathematical theory and techniques necessary for analyzing telecommunication systems. Queuing and Markov chain analyses are provided for many protocols currently in use. The book then discusses in detail applications of Markov chains and queuing analysis to model more than 15 communications protocols and hardware components.

Network Analysis

Author : Ulrik Brandes
Publisher : Springer
ISBN 13 : 3540319557
Total Pages : 481 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Network Analysis by : Ulrik Brandes

Download or read book Network Analysis written by Ulrik Brandes and published by Springer. This book was released on 2005-02-02 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: ‘Network’ is a heavily overloaded term, so that ‘network analysis’ means different things to different people. Specific forms of network analysis are used in the study of diverse structures such as the Internet, interlocking directorates, transportation systems, epidemic spreading, metabolic pathways, the Web graph, electrical circuits, project plans, and so on. There is, however, a broad methodological foundation which is quickly becoming a prerequisite for researchers and practitioners working with network models. From a computer science perspective, network analysis is applied graph theory. Unlike standard graph theory books, the content of this book is organized according to methods for specific levels of analysis (element, group, network) rather than abstract concepts like paths, matchings, or spanning subgraphs. Its topics therefore range from vertex centrality to graph clustering and the evolution of scale-free networks. In 15 coherent chapters, this monograph-like tutorial book introduces and surveys the concepts and methods that drive network analysis, and is thus the first book to do so from a methodological perspective independent of specific application areas.

Social Network Analysis for Startups

Author : Maksim Tsvetovat
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1449306462
Total Pages : 191 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis Social Network Analysis for Startups by : Maksim Tsvetovat

Download or read book Social Network Analysis for Startups written by Maksim Tsvetovat and published by "O'Reilly Media, Inc.". This book was released on 2011-10-06 with total page 191 pages. Available in PDF, EPUB and Kindle. Book excerpt: Does your startup rely on social network analysis? This concise guide provides a statistical framework to help you identify social processes hidden among the tons of data now available. Social network analysis (SNA) is a discipline that predates Facebook and Twitter by 30 years. Through expert SNA researchers, you'll learn concepts and techniques for recognizing patterns in social media, political groups, companies, cultural trends, and interpersonal networks. You'll also learn how to use Python and other open source tools—such as NetworkX, NumPy, and Matplotlib—to gather, analyze, and visualize social data. This book is the perfect marriage between social network theory and practice, and a valuable source of insight and ideas. Discover how internal social networks affect a company’s ability to perform Follow terrorists and revolutionaries through the 1998 Khobar Towers bombing, the 9/11 attacks, and the Egyptian uprising Learn how a single special-interest group can control the outcome of a national election Examine relationships between companies through investment networks and shared boards of directors Delve into the anatomy of cultural fads and trends—offline phenomena often mediated by Twitter and Facebook

Network Analysis and Architecture

Author : Yu-Chu Tian
Publisher : Springer Nature
ISBN 13 : 981995648X
Total Pages : 578 pages
Book Rating : 4.8/5 (199 download)

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Book Synopsis Network Analysis and Architecture by : Yu-Chu Tian

Download or read book Network Analysis and Architecture written by Yu-Chu Tian and published by Springer Nature. This book was released on 2023-09-30 with total page 578 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers network analysis and architecture for large-scale computer network planning. Networks and the Internet are essential for modern industries and societies. Building a new network, upgrading an existing network, or planning to use a public network requires integrating various network mechanisms and technologies in a cohesive fashion. This demands a deep understanding of the concepts, principles, processes, approaches, and good practices of advanced network planning. More specifically, emphasizing service-based networking, the book introduces structured processes for network planning, provides systematic approaches for network analysis and architecture, develops network planning specifications, and discusses high-level network architectural models from various perspectives. It also offers detailed discussions on component-based architecture about addressing, routing, performance, management, and security and privacy. Recent developments in data centers, virtualization, and cloud are also embedded into the network architecture. Moreover, the book includes a comprehensive introduction to building practical TCP/IP network communications via sockets with practical examples. The book is suitable for use as a textbook for senior undergraduate and postgraduate students or as a reference book for network practitioners looking to develop or enhance their skills in network planning.

Network Psychometrics with R

Author : Adela-Maria Isvoranu
Publisher : Taylor & Francis
ISBN 13 : 100054107X
Total Pages : 261 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Network Psychometrics with R by : Adela-Maria Isvoranu

Download or read book Network Psychometrics with R written by Adela-Maria Isvoranu and published by Taylor & Francis. This book was released on 2022-04-28 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: A systematic, innovative introduction to the field of network analysis, Network Psychometrics with R: A Guide for Behavioral and Social Scientists provides a comprehensive overview of and guide to both the theoretical foundations of network psychometrics as well as modelling techniques developed from this perspective. Written by pioneers in the field, this textbook showcases cutting-edge methods in an easily accessible format, accompanied by problem sets and code. After working through this book, readers will be able to understand the theoretical foundations behind network modelling, infer network topology, and estimate network parameters from different sources of data. This book features an introduction on the statistical programming language R that guides readers on how to analyse network structures and their stability using R. While Network Psychometrics with R is written in the context of social and behavioral science, the methods introduced in this book are widely applicable to data sets from related fields of study. Additionally, while the text is written in a non-technical manner, technical content is highlighted in textboxes for the interested reader. Network Psychometrics with R is ideal for instructors and students of undergraduate and graduate level courses and workshops in the field of network psychometrics as well as established researchers looking to master new methods. This book is accompanied by a companion website with resources for both students and lecturers.