Vai al contenuto principale della pagina

Knowledge Graphs and Big Data Processing / / edited by Valentina Janev, Damien Graux, Hajira Jabeen, Emanuel Sallinger



(Visualizza in formato marc)    (Visualizza in BIBFRAME)

Autore: Janev Valentina Visualizza persona
Titolo: Knowledge Graphs and Big Data Processing / / edited by Valentina Janev, Damien Graux, Hajira Jabeen, Emanuel Sallinger Visualizza cluster
Pubblicazione: Springer Nature, 2020
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020
Edizione: 1st ed. 2020.
Descrizione fisica: 1 online resource (XI, 209 p. 39 illus., 32 illus. in color.)
Disciplina: 005.74
Soggetto topico: Database management
Application software
Artificial intelligence
Computer logic
Management information systems
Database Management
Information Systems Applications (incl. Internet)
Logic in AI
Computer Appl. in Administrative Data Processing
Business Information Systems
Soggetto non controllato: Database Management
Information Systems Applications (incl. Internet)
Logic in AI
Computer Appl. in Administrative Data Processing
Business Information Systems
Computer and Information Systems Applications
Computer Application in Administrative Data Processing
artificial intelligence
big data
data analytics
data handling
data integration
data mining
databases
digital storage
domain knowledge
graph theory
information management
information technology
integrated data
internet
knowledge management
knowledge-based system
ontologies
semantics
Databases
Database programming
Information retrieval
Internet searching
Artificial intelligence
Public administration
Information technology: general issues
Business mathematics & systems
Persona (resp. second.): JanevValentina
GrauxDamien
JabeenHajira
SallingerEmanuel
Nota di contenuto: 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.
Sommario/riassunto: 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.
Titolo autorizzato: Knowledge Graphs and Big Data Processing  Visualizza cluster
ISBN: 3-030-53199-6
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910413442003321
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Serie: Information Systems and Applications, incl. Internet/Web, and HCI ; ; 12072