Analysis And Visualization Of Citation Networks

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Analysis and Visualization of Citation Networks

Author : Dangzhi Zhao
Publisher : Morgan & Claypool Publishers
ISBN 13 : 160845939X
Total Pages : 209 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis Analysis and Visualization of Citation Networks by : Dangzhi Zhao

Download or read book Analysis and Visualization of Citation Networks written by Dangzhi Zhao and published by Morgan & Claypool Publishers. This book was released on 2015-02-01 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Citation analysis—the exploration of reference patterns in the scholarly and scientific literature—has long been applied in a number of social sciences to study research impact, knowledge flows, and knowledge networks. It has important information science applications as well, particularly in knowledge representation and in information retrieval. Recent years have seen a burgeoning interest in citation analysis to help address research, management, or information service issues such as university rankings, research evaluation, or knowledge domain visualization. This renewed and growing interest stems from significant improvements in the availability and accessibility of digital bibliographic data (both citation and full text) and of relevant computer technologies. The former provides large amounts of data and the latter the necessary tools for researchers to conduct new types of large-scale citation analysis, even without special access to special data collections. Exciting new developments are emerging this way in many aspects of citation analysis. This book critically examines both theory and practical techniques of citation network analysis and visualization, one of the two main types of citation analysis (the other being evaluative citation analysis). To set the context for its main theme, the book begins with a discussion of the foundations of citation analysis in general, including an overview of what can and what cannot be done with citation analysis (Chapter 1). An in-depth examination of the generally accepted steps and procedures for citation network analysis follows, including the concepts and techniques that are associated with each step (Chapter 2). Individual issues that are particularly important in citation network analysis are then scrutinized, namely: field delineation and data sources for citation analysis (Chapter 3); disambiguation of names and references (Chapter 4); and visualization of citation networks (Chapter 5). Sufficient technical detail is provided in each chapter so the book can serve as a practical how-to guide to conducting citation network analysis and visualization studies. While the discussion of most of the topics in this book applies to all types of citation analysis, the structure of the text and the details of procedures, examples, and tools covered here are geared to citation network analysis rather than evaluative citation analysis. This conscious choice was based on the authors’ observation that, compared to evaluative citation analysis, citation network analysis has not been covered nearly as well by dedicated books, despite the fact that it has not been subject to nearly as much severe criticism and has been substantially enriched in recent years with new theory and techniques from research areas such as network science, social network analysis, or information visualization.

Analysis and Visualization of Citation Networks

Author : Dangzhi Zhao
Publisher : Springer Nature
ISBN 13 : 3031022912
Total Pages : 189 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Analysis and Visualization of Citation Networks by : Dangzhi Zhao

Download or read book Analysis and Visualization of Citation Networks written by Dangzhi Zhao and published by Springer Nature. This book was released on 2022-06-01 with total page 189 pages. Available in PDF, EPUB and Kindle. Book excerpt: Citation analysis—the exploration of reference patterns in the scholarly and scientific literature—has long been applied in a number of social sciences to study research impact, knowledge flows, and knowledge networks. It has important information science applications as well, particularly in knowledge representation and in information retrieval. Recent years have seen a burgeoning interest in citation analysis to help address research, management, or information service issues such as university rankings, research evaluation, or knowledge domain visualization. This renewed and growing interest stems from significant improvements in the availability and accessibility of digital bibliographic data (both citation and full text) and of relevant computer technologies. The former provides large amounts of data and the latter the necessary tools for researchers to conduct new types of large-scale citation analysis, even without special access to special data collections. Exciting new developments are emerging this way in many aspects of citation analysis. This book critically examines both theory and practical techniques of citation network analysis and visualization, one of the two main types of citation analysis (the other being evaluative citation analysis). To set the context for its main theme, the book begins with a discussion of the foundations of citation analysis in general, including an overview of what can and what cannot be done with citation analysis (Chapter 1). An in-depth examination of the generally accepted steps and procedures for citation network analysis follows, including the concepts and techniques that are associated with each step (Chapter 2). Individual issues that are particularly important in citation network analysis are then scrutinized, namely: field delineation and data sources for citation analysis (Chapter 3); disambiguation of names and references (Chapter 4); and visualization of citation networks (Chapter 5). Sufficient technical detail is provided in each chapter so the book can serve as a practical how-to guide to conducting citation network analysis and visualization studies. While the discussion of most of the topics in this book applies to all types of citation analysis, the structure of the text and the details of procedures, examples, and tools covered here are geared to citation network analysis rather than evaluative citation analysis. This conscious choice was based on the authors’ observation that, compared to evaluative citation analysis, citation network analysis has not been covered nearly as well by dedicated books, despite the fact that it has not been subject to nearly as much severe criticism and has been substantially enriched in recent years with new theory and techniques from research areas such as network science, social network analysis, or information visualization. Table of Contents: Acknowledgment / Dedications /Foundations of Citation Analysis / Conducting Citation Network Analysis: Steps, Concepts, Techniques, and Tools / Field Delineation and Data Sources for Citation Analysis / Disambiguation in Citation Network Analysis / Visualization of Citation Networks / Appendix 3.3 / Appendix 5.4.2 / Bibliography / Author Biographies

Graph Drawing Software

Author : Michael Jünger
Publisher : Springer Science & Business Media
ISBN 13 : 3642186386
Total Pages : 378 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Graph Drawing Software by : Michael Jünger

Download or read book Graph Drawing Software written by Michael Jünger and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: After an introduction to the subject area and a concise treatment of the technical foundations for the subsequent chapters, this book features 14 chapters on state-of-the-art graph drawing software systems, ranging from general "tool boxes'' to customized software for various applications. These chapters are written by leading experts: they follow a uniform scheme and can be read independently from each other. The text covers many industrial applications.

Measuring Scholarly Impact

Author : Ying Ding
Publisher : Springer
ISBN 13 : 3319103776
Total Pages : 346 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Measuring Scholarly Impact by : Ying Ding

Download or read book Measuring Scholarly Impact written by Ying Ding and published by Springer. This book was released on 2014-11-06 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is an authoritative handbook of current topics, technologies and methodological approaches that may be used for the study of scholarly impact. The included methods cover a range of fields such as statistical sciences, scientific visualization, network analysis, text mining, and information retrieval. The techniques and tools enable researchers to investigate metric phenomena and to assess scholarly impact in new ways. Each chapter offers an introduction to the selected topic and outlines how the topic, technology or methodological approach may be applied to metrics-related research. Comprehensive and up-to-date, Measuring Scholarly Impact: Methods and Practice is designed for researchers and scholars interested in informetrics, scientometrics, and text mining. The hands-on perspective is also beneficial to advanced-level students in fields from computer science and statistics to information science.

Citation Analysis and Dynamics of Citation Networks

Author : Michael Golosovsky
Publisher : Springer Nature
ISBN 13 : 3030281698
Total Pages : 121 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Citation Analysis and Dynamics of Citation Networks by : Michael Golosovsky

Download or read book Citation Analysis and Dynamics of Citation Networks written by Michael Golosovsky and published by Springer Nature. This book was released on 2019-09-26 with total page 121 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book deals with the science of science by applying network science methods to citation networks and uniquely presents a physics-inspired model of citation dynamics. This stochastic model of citation dynamics is based on a well-known copying or recursive search mechanism. The measurements covered in this text yield parameters of the model and reveal that citation dynamics of scientific papers is not linear, as was previously assumed. This nonlinearity has far-reaching consequences including non-stationary citation distributions, diverging citation trajectories of similar papers, and runaways or "immortal papers" with an infinite citation lifespan. The author shows us that nonlinear stochastic models of citation dynamics can be the basis for a quantitative probabilistic prediction of citation dynamics of individual papers and of the overall journal impact factor. This book appeals to students and researchers from differing subject areas working in network science and bibliometrics.

Multivariate Network Visualization

Author : Andreas Kerren
Publisher : Springer
ISBN 13 : 9783319067926
Total Pages : 237 pages
Book Rating : 4.0/5 (679 download)

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Book Synopsis Multivariate Network Visualization by : Andreas Kerren

Download or read book Multivariate Network Visualization written by Andreas Kerren and published by Springer. This book was released on 2014-04-29 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the outcome of the Dagstuhl Seminar 13201 on Information Visualization - Towards Multivariate Network Visualization, held in Dagstuhl Castle, Germany in May 2013. The goal of this Dagstuhl Seminar was to bring together theoreticians and practitioners from Information Visualization, HCI and Graph Drawing with a special focus on multivariate network visualization, i.e., on graphs where the nodes and/or edges have additional (multidimensional) attributes. The integration of multivariate data into complex networks and their visual analysis is one of the big challenges not only in visualization, but also in many application areas. Thus, in order to support discussions related to the visualization of real world data, also invited researchers from selected application areas, especially bioinformatics, social sciences and software engineering. The unique "Dagstuhl climate" ensured an open and undisturbed atmosphere to discuss the state-of-the-art, new directions and open challenges of multivariate network visualization.

Complex Networks

Author : Eli Ben-Naim
Publisher : Springer Science & Business Media
ISBN 13 : 9783540223542
Total Pages : 548 pages
Book Rating : 4.2/5 (235 download)

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Book Synopsis Complex Networks by : Eli Ben-Naim

Download or read book Complex Networks written by Eli Ben-Naim and published by Springer Science & Business Media. This book was released on 2004-09-01 with total page 548 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is devoted to the applications of techniques from statistical physics to the characterization and modeling of complex networks. The first two parts of the book concern theory and modeling of networks, the last two parts survey applications to a wide variety of natural and artificial networks. The tutorial reviews that form this book are aimed at students and newcomers to the field, and will also constitute a modern and comprehensive reference for experts. To this aim, all contributions have been carefully peer-reviewed not only for scientific content but also for self-consistency and readability.

Analysis of Biological Networks

Author : Björn H. Junker
Publisher : John Wiley & Sons
ISBN 13 : 1118209915
Total Pages : 278 pages
Book Rating : 4.1/5 (182 download)

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Book Synopsis Analysis of Biological Networks by : Björn H. Junker

Download or read book Analysis of Biological Networks written by Björn H. Junker and published by John Wiley & Sons. This book was released on 2011-09-20 with total page 278 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to biological networks and methods for their analysis Analysis of Biological Networks is the first book of its kind to provide readers with a comprehensive introduction to the structural analysis of biological networks at the interface of biology and computer science. The book begins with a brief overview of biological networks and graph theory/graph algorithms and goes on to explore: global network properties, network centralities, network motifs, network clustering, Petri nets, signal transduction and gene regulation networks, protein interaction networks, metabolic networks, phylogenetic networks, ecological networks, and correlation networks. Analysis of Biological Networks is a self-contained introduction to this important research topic, assumes no expert knowledge in computer science or biology, and is accessible to professionals and students alike. Each chapter concludes with a summary of main points and with exercises for readers to test their understanding of the material presented. Additionally, an FTP site with links to author-provided data for the book is available for deeper study. This book is suitable as a resource for researchers in computer science, biology, bioinformatics, advanced biochemistry, and the life sciences, and also serves as an ideal reference text for graduate-level courses in bioinformatics and biological research.

Statistical Analysis of Network Data with R

Author : Eric D. Kolaczyk
Publisher : Springer
ISBN 13 : 1493909835
Total Pages : 207 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 207 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).

CiteSpace

Author : Chaomei Chen
Publisher : Nova Science Publishers
ISBN 13 : 9781536102802
Total Pages : 0 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis CiteSpace by : Chaomei Chen

Download or read book CiteSpace written by Chaomei Chen and published by Nova Science Publishers. This book was released on 2016 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: CiteSpace is a freely available computer program written in Java for visualizing and analyzing literature of a scientific domain. A knowledge domain is broadly defined in order to capture the notion of a logically and cohesively organized body of knowledge. It may range from specific topics such as post-traumatic stress disorder to fields of study lacking clear-cut boundaries, such as research on terrorism or regenerative medicine. CiteSpace takes bibliographic information, especially citation information from the Web of Science, and generates interactive visualizations. Users can explore various patterns and trends uncovered from scientific publications, and develop a good understanding of scientific literature much more efficiently than they would from an unguided search through literature. The full text of many scientific publications can be accessed with a single click through the interactive visualization in CiteSpace. At the end of a session, CiteSpace can generate a summary report to summarize key information about the literature analyzed. This book is a practical guide not only on how to operate the tool but also on why the tool is designed and what implications of various patterns that require special attention. This book is written with a minimum amount of jargon. It uses everyday language to explain what people may learn from the writings of scholars of all kinds.

Computational Network Analysis with R

Author : Matthias Dehmer
Publisher : John Wiley & Sons
ISBN 13 : 3527339582
Total Pages : 364 pages
Book Rating : 4.5/5 (273 download)

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Book Synopsis Computational Network Analysis with R by : Matthias Dehmer

Download or read book Computational Network Analysis with R written by Matthias Dehmer and published by John Wiley & Sons. This book was released on 2016-12-12 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: This new title in the well-established "Quantitative Network Biology" series includes innovative and existing methods for analyzing network data in such areas as network biology and chemoinformatics. With its easy-to-follow introduction to the theoretical background and application-oriented chapters, the book demonstrates that R is a powerful language for statistically analyzing networks and for solving such large-scale phenomena as network sampling and bootstrapping. Written by editors and authors with an excellent track record in the field, this is the ultimate reference for R in Network Analysis.

Exploratory Social Network Analysis with Pajek

Author : Wouter de Nooy
Publisher : Cambridge University Press
ISBN 13 : 9780521841733
Total Pages : 362 pages
Book Rating : 4.8/5 (417 download)

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Book Synopsis Exploratory Social Network Analysis with Pajek by : Wouter de Nooy

Download or read book Exploratory Social Network Analysis with Pajek written by Wouter de Nooy and published by Cambridge University Press. This book was released on 2005-01-10 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first textbook on social network analysis integrating theory, applications, and professional software for performing network analysis. The book introduces the main concepts and their applications in social research with exercises. An application section explaining how to perform the network analyses with Pajek software follows each theoretical section.

Atlas of Science

Author : Katy Borner
Publisher : MIT Press
ISBN 13 : 0262014459
Total Pages : 267 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Atlas of Science by : Katy Borner

Download or read book Atlas of Science written by Katy Borner and published by MIT Press. This book was released on 2010-09-17 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: Science maps that can help us understand and navigate the immense amount of results generated by today's science and technology. Cartographic maps have guided our explorations for centuries, allowing us to navigate the world. Science maps have the potential to guide our search for knowledge in the same way, allowing us to visualize scientific results. Science maps help us navigate, understand, and communicate the dynamic and changing structure of science and technology—help us make sense of the avalanche of data generated by scientific research today. Atlas of Science, featuring more than thirty full-page science maps, fifty data charts, a timeline of science-mapping milestones, and 500 color images, serves as a sumptuous visual index to the evolution of modern science and as an introduction to “the science of science”—charting the trajectory from scientific concept to published results. Atlas of Science, based on the popular exhibit, “Places & Spaces: Mapping Science”, describes and displays successful mapping techniques. The heart of the book is a visual feast: Claudius Ptolemy's Cosmographia World Map from 1482; a guide to a PhD thesis that resembles a subway map; “the structure of science” as revealed in a map of citation relationships in papers published in 2002; a visual periodic table; a history flow visualization of the Wikipedia article on abortion; a globe showing the worldwide distribution of patents; a forecast of earthquake risk; hands-on science maps for kids; and many more. Each entry includes the story behind the map and biographies of its makers. Not even the most brilliant minds can keep up with today's deluge of scientific results. Science maps show us the landscape of what we know.

Asian Education Miracles

Author : Gregory Arief D. Liem
Publisher : Routledge
ISBN 13 : 1351719882
Total Pages : 312 pages
Book Rating : 4.3/5 (517 download)

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Book Synopsis Asian Education Miracles by : Gregory Arief D. Liem

Download or read book Asian Education Miracles written by Gregory Arief D. Liem and published by Routledge. This book was released on 2018-11-19 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: With a focus on Asian contexts, this book brings together knowledge on how values and practices, embedded and practised in the classroom, school, family, and the society at large, can influence students’ motivation, engagement and psychological well-being. The book synthesizes research on students and systems from culturally diverse Asian countries and economies, including Cambodia, Hong Kong-China, Indonesia, Japan, Korea, the Philippines, Singapore, Chinese Taipei, Thailand, the United Arab Emirates, and beyond. The book takes special interest in applying the insights gained from understanding students’ motivation, engagement, and well-being within their sociocultural contexts. Importantly, chapters in the book are grounded on thorough theoretical reviews and sound empirical findings, which together inform practical applications to enhance the motivation, engagement, and well-being of students in the Asian region. Taken together, this book will serve as a comprehensive and authoritative source for scholars, researchers, and practitioners (teachers, school policy makers, and educators in general) who are interested in examining and enhancing student motivation, engagement, and well-being from Asian perspectives.

Visualization Analysis and Design

Author : Tamara Munzner
Publisher : CRC Press
ISBN 13 : 1498759718
Total Pages : 430 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Visualization Analysis and Design by : Tamara Munzner

Download or read book Visualization Analysis and Design written by Tamara Munzner and published by CRC Press. This book was released on 2014-12-01 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn How to Design Effective Visualization SystemsVisualization Analysis and Design provides a systematic, comprehensive framework for thinking about visualization in terms of principles and design choices. The book features a unified approach encompassing information visualization techniques for abstract data, scientific visualization techniques

Intelligence and Security Informatics

Author : Hsinchun Chen
Publisher : Springer
ISBN 13 : 354025952X
Total Pages : 544 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Intelligence and Security Informatics by : Hsinchun Chen

Download or read book Intelligence and Security Informatics written by Hsinchun Chen and published by Springer. This book was released on 2004-08-24 with total page 544 pages. Available in PDF, EPUB and Kindle. Book excerpt: The past two years have seen signi?cant interest and progress made in national and homeland security research in the areas of information technologies, orga- zational studies, and security-related public policy. Like medical and biological research, which is facing signi?cant information overload and yet also trem- dous opportunities for new innovation, the communities of law enforcement, criminal analysis, and intelligence are facing the same challenge. As medical - formatics and bioinformatics have become major ?elds of study, the science of "intelligence and security informatics" is now emerging and attracting interest from academic researchers in related ?elds as well as practitioners from both government agencies and industry. Broadly de?ned, intelligence and security informatics is the study of the - velopmentanduseofadvancedinformationtechnologiesandsystemsfornational and homeland security related applications, through an integrated technological, organizational, and policy based approach. The First Symposium on Intelligence and Security Informatics (ISI2003) was held in June 2003 in Tucson, Arizona. It provided a stimulating intellectual forum of discussions among previously d- paratecommunities:academicresearchersininformationtechnologies,computer science, public policy, and social studies; local, state, and federal law enfor- ment and intelligence experts; and information technology industry consultants and practitioners. Building on the momentum of ISI2003, we held the Second Symposium on IntelligenceandSecurityInformatics(ISI2004)inJune2004inTucson,Arizona.

Graph Analysis and Visualization

Author : Richard Brath
Publisher : John Wiley & Sons
ISBN 13 : 1118845870
Total Pages : 544 pages
Book Rating : 4.1/5 (188 download)

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Book Synopsis Graph Analysis and Visualization by : Richard Brath

Download or read book Graph Analysis and Visualization written by Richard Brath and published by John Wiley & Sons. This book was released on 2015-01-30 with total page 544 pages. Available in PDF, EPUB and Kindle. Book excerpt: Wring more out of the data with a scientific approach toanalysis Graph Analysis and Visualization brings graph theory outof the lab and into the real world. Using sophisticated methods andtools that span analysis functions, this guide shows you how toexploit graph and network analytic techniques to enable thediscovery of new business insights and opportunities. Published infull color, the book describes the process of creating powerfulvisualizations using a rich and engaging set of examples fromsports, finance, marketing, security, social media, and more. Youwill find practical guidance toward pattern identification andusing various data sources, including Big Data, plus clearinstruction on the use of software and programming. The companionwebsite offers data sets, full code examples in Python, and linksto all the tools covered in the book. Science has already reaped the benefit of network and graphtheory, which has powered breakthroughs in physics, economics,genetics, and more. This book brings those proven techniques intothe world of business, finance, strategy, and design, helpingextract more information from data and better communicate theresults to decision-makers. Study graphical examples of networks using clear and insightfulvisualizations Analyze specifically-curated, easy-to-use data sets fromvarious industries Learn the software tools and programming languages that extractinsights from data Code examples using the popular Python programminglanguage There is a tremendous body of scientific work on network andgraph theory, but very little of it directly applies to analystfunctions outside of the core sciences – until now. Writtenfor those seeking empirically based, systematic analysis methodsand powerful tools that apply outside the lab, Graph Analysisand Visualization is a thorough, authoritative resource.