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Knowledge Graphs and Big Data Processing
Taschenbuch von Valentina Janev (u. a.)
Sprache: Englisch

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Beschreibung
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.
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.
Zusammenfassung

Studies the potentials, prospects, and challenges of Big Data Analytics in real-world applications

Addresses pertinent aspect of the data processing chain

Inhaltsverzeichnis
Foundations.- Chapter 1. Ecosystem of Big Data.- Chapter 2. Knowledge Graphs: The Layered Perspective.- Chapter 3. Big Data Outlook, Tools, and Architectures.- Architecture.- Chapter 4. Creation of Knowledge Graphs.- Chapter 5. Federated Query Processing.- Chapter 6. Reasoning in Knowledge Graphs: An Embeddings Spotlight.- Methods and Solutions.- Chapter 7. Scalable Knowledge Graph Processing using SANSA.- Chapter 8. Context-Based Entity Matching for Big Data.- Applications.- Chapter 9. Survey on Big Data Applications.- Chapter 10. Case Study from the Energy Domain.
Details
Erscheinungsjahr: 2020
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Information Systems and Applications, incl. Internet/Web, and HCI
Inhalt: xi
209 S.
7 s/w Illustr.
32 farbige Illustr.
209 p. 39 illus.
32 illus. in color.
ISBN-13: 9783030531980
ISBN-10: 3030531988
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Janev, Valentina
Graux, Damien
Jabeen, Hajira
Sallinger, Emanuel
Redaktion: Janev, Valentina
Sallinger, Emanuel
Jabeen, Hajira
Graux, Damien
Herausgeber: Valentina Janev/Damien Graux/Hajira Jabeen et al
Auflage: 1st ed. 2020
Hersteller: Springer International Publishing
Springer International Publishing AG
Information Systems and Applications, incl. Internet/Web, and HCI
Maße: 235 x 155 x 13 mm
Von/Mit: Valentina Janev (u. a.)
Erscheinungsdatum: 16.07.2020
Gewicht: 0,347 kg
Artikel-ID: 118523511
Zusammenfassung

Studies the potentials, prospects, and challenges of Big Data Analytics in real-world applications

Addresses pertinent aspect of the data processing chain

Inhaltsverzeichnis
Foundations.- Chapter 1. Ecosystem of Big Data.- Chapter 2. Knowledge Graphs: The Layered Perspective.- Chapter 3. Big Data Outlook, Tools, and Architectures.- Architecture.- Chapter 4. Creation of Knowledge Graphs.- Chapter 5. Federated Query Processing.- Chapter 6. Reasoning in Knowledge Graphs: An Embeddings Spotlight.- Methods and Solutions.- Chapter 7. Scalable Knowledge Graph Processing using SANSA.- Chapter 8. Context-Based Entity Matching for Big Data.- Applications.- Chapter 9. Survey on Big Data Applications.- Chapter 10. Case Study from the Energy Domain.
Details
Erscheinungsjahr: 2020
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Information Systems and Applications, incl. Internet/Web, and HCI
Inhalt: xi
209 S.
7 s/w Illustr.
32 farbige Illustr.
209 p. 39 illus.
32 illus. in color.
ISBN-13: 9783030531980
ISBN-10: 3030531988
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Janev, Valentina
Graux, Damien
Jabeen, Hajira
Sallinger, Emanuel
Redaktion: Janev, Valentina
Sallinger, Emanuel
Jabeen, Hajira
Graux, Damien
Herausgeber: Valentina Janev/Damien Graux/Hajira Jabeen et al
Auflage: 1st ed. 2020
Hersteller: Springer International Publishing
Springer International Publishing AG
Information Systems and Applications, incl. Internet/Web, and HCI
Maße: 235 x 155 x 13 mm
Von/Mit: Valentina Janev (u. a.)
Erscheinungsdatum: 16.07.2020
Gewicht: 0,347 kg
Artikel-ID: 118523511
Warnhinweis