06383nam 22011535 450 99641828990331620230125184330.03-030-53199-610.1007/978-3-030-53199-7(CKB)4100000011343455(DE-He213)978-3-030-53199-7(MiAaPQ)EBC6420155(Au-PeEL)EBL6420155(OCoLC)1182514157(oapen)https://directory.doabooks.org/handle/20.500.12854/28210(PPN)254985149(EXLCZ)99410000001134345520200715d2020 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierKnowledge Graphs and Big Data Processing[electronic resource] /edited by Valentina Janev, Damien Graux, Hajira Jabeen, Emanuel Sallinger1st ed. 2020.Springer Nature2020Cham :Springer International Publishing :Imprint: Springer,2020.1 online resource (XI, 209 p. 39 illus., 32 illus. in color.) Information Systems and Applications, incl. Internet/Web, and HCI ;120723-030-53198-8 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.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.Information Systems and Applications, incl. Internet/Web, and HCI ;12072Database managementApplication softwareArtificial intelligenceComputer logicManagement information systemsDatabase Managementhttps://scigraph.springernature.com/ontologies/product-market-codes/I18024Information Systems Applications (incl. Internet)https://scigraph.springernature.com/ontologies/product-market-codes/I18040Logic in AIhttps://scigraph.springernature.com/ontologies/product-market-codes/I21020Computer Appl. in Administrative Data Processinghttps://scigraph.springernature.com/ontologies/product-market-codes/I2301XBusiness Information Systemshttps://scigraph.springernature.com/ontologies/product-market-codes/522030Database ManagementInformation Systems Applications (incl. Internet)Logic in AIComputer Appl. in Administrative Data ProcessingBusiness Information SystemsComputer and Information Systems ApplicationsComputer Application in Administrative Data Processingartificial intelligencebig datadata analyticsdata handlingdata integrationdata miningdatabasesdigital storagedomain knowledgegraph theoryinformation managementinformation technologyintegrated datainternetknowledge managementknowledge-based systemontologiessemanticsDatabasesDatabase programmingInformation retrievalInternet searchingArtificial intelligencePublic administrationInformation technology: general issuesBusiness mathematics & systemsDatabase 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.005.74Janev Valentinaedt1354801Janev Valentinaedthttp://id.loc.gov/vocabulary/relators/edtGraux Damienedthttp://id.loc.gov/vocabulary/relators/edtJabeen Hajiraedthttp://id.loc.gov/vocabulary/relators/edtSallinger Emanueledthttp://id.loc.gov/vocabulary/relators/edtMiAaPQMiAaPQMiAaPQBOOK996418289903316Knowledge Graphs and Big Data Processing3358277UNISA