Data Analytics on Graphs

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Release : 2020-12-22
Genre : Data mining
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Book Rating : 821/5 ( reviews)

Data Analytics on Graphs - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Analytics on Graphs write by Ljubisa Stankovic. This book was released on 2020-12-22. Data Analytics on Graphs available in PDF, EPUB and Kindle. 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.

Graph Analysis and Visualization

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Release : 2015-01-30
Genre : Computers
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Book Rating : 870/5 ( reviews)

Graph Analysis and Visualization - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Graph Analysis and Visualization write by Richard Brath. This book was released on 2015-01-30. Graph Analysis and Visualization available in PDF, EPUB and Kindle. Wring more out of the data with a scientific approach to analysis Graph Analysis and Visualization brings graph theory out of the lab and into the real world. Using sophisticated methods and tools that span analysis functions, this guide shows you how to exploit graph and network analytic techniques to enable the discovery of new business insights and opportunities. Published in full color, the book describes the process of creating powerful visualizations using a rich and engaging set of examples from sports, finance, marketing, security, social media, and more. You will find practical guidance toward pattern identification and using various data sources, including Big Data, plus clear instruction on the use of software and programming. The companion website offers data sets, full code examples in Python, and links to all the tools covered in the book. Science has already reaped the benefit of network and graph theory, which has powered breakthroughs in physics, economics, genetics, and more. This book brings those proven techniques into the world of business, finance, strategy, and design, helping extract more information from data and better communicate the results to decision-makers. Study graphical examples of networks using clear and insightful visualizations Analyze specifically-curated, easy-to-use data sets from various industries Learn the software tools and programming languages that extract insights from data Code examples using the popular Python programming language There is a tremendous body of scientific work on network and graph theory, but very little of it directly applies to analyst functions outside of the core sciences – until now. Written for those seeking empirically based, systematic analysis methods and powerful tools that apply outside the lab, Graph Analysis and Visualization is a thorough, authoritative resource.

Spatio-Temporal Graph Data Analytics

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Release : 2017-12-15
Genre : Computers
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Book Rating : 713/5 ( reviews)

Spatio-Temporal Graph Data Analytics - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Spatio-Temporal Graph Data Analytics write by Venkata M. V. Gunturi. This book was released on 2017-12-15. Spatio-Temporal Graph Data Analytics available in PDF, EPUB and Kindle. This book highlights some of the unique aspects of spatio-temporal graph data from the perspectives of modeling and developing scalable algorithms. The authors discuss in the first part of this book, the semantic aspects of spatio-temporal graph data in two application domains, viz., urban transportation and social networks. Then the authors present representational models and data structures, which can effectively capture these semantics, while ensuring support for computationally scalable algorithms. In the first part of the book, the authors describe algorithmic development issues in spatio-temporal graph data. These algorithms internally use the semantically rich data structures developed in the earlier part of this book. Finally, the authors introduce some upcoming spatio-temporal graph datasets, such as engine measurement data, and discuss some open research problems in the area. This book will be useful as a secondary text for advanced-level students entering into relevant fields of computer science, such as transportation and urban planning. It may also be useful for researchers and practitioners in the field of navigational algorithms.

Graph Algorithms for Data Science

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Release : 2024-02-27
Genre : Computers
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Book Rating : 464/5 ( reviews)

Graph Algorithms for Data Science - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Graph Algorithms for Data Science write by Tomaž Bratanic. This book was released on 2024-02-27. Graph Algorithms for Data Science available in PDF, EPUB and Kindle. Graph Algorithms for Data Science teaches you how to construct graphs from both structured and unstructured data. You'll learn how the flexible Cypher query language can be used to easily manipulate graph structures, and extract amazing insights. Graph Algorithms for Data Science is a hands-on guide to working with graph-based data in applications. It's filled with fascinating and fun projects, demonstrating the ins-and-outs of graphs. You'll gain practical skills by analyzing Twitter, building graphs with NLP techniques, and much more. These powerful graph algorithms are explained in clear, jargon-free text and illustrations that makes them easy to apply to your own projects.

Knowledge Graphs and Big Data Processing

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Release : 2020-07-15
Genre : Computers
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Book Rating : 996/5 ( reviews)

Knowledge Graphs and Big Data Processing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Knowledge Graphs and Big Data Processing write by Valentina Janev. This book was released on 2020-07-15. Knowledge Graphs and Big Data Processing available in PDF, EPUB and Kindle. This open access book is part of the LAMBDA Project (Learning, Applying, Multiplying Big Data Analytics), funded by the European Union, GA No. 809965. Data Analytics involves applying algorithmic processes to derive insights. Nowadays it is used in many industries to allow organizations and companies to make better decisions as well as to verify or disprove existing theories or models. The term data analytics is often used interchangeably with intelligence, statistics, reasoning, data mining, knowledge discovery, and others. The goal of this book is to introduce some of the definitions, methods, tools, frameworks, and solutions for big data processing, starting from the process of information extraction and knowledge representation, via knowledge processing and analytics to visualization, sense-making, and practical applications. Each chapter in this book addresses some pertinent aspect of the data processing chain, with a specific focus on understanding Enterprise Knowledge Graphs, Semantic Big Data Architectures, and Smart Data Analytics solutions. This book is addressed to graduate students from technical disciplines, to professional audiences following continuous education short courses, and to researchers from diverse areas following self-study courses. Basic skills in computer science, mathematics, and statistics are required.