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Transactions on Large-Scale Data- and Knowledge-Centered Systems

Transactions on Large-Scale Data- and Knowledge-Centered Systems XXXII

Special Issue on Big Data Analytics and Knowledge Discovery

Herausgeber: Hameurlain, A., Küng, J., Wagner, R., Madria, S., Hara, T. (Eds.)

  • Topics range from information leakage detection to Twitter stream mining
  • Covers data warehousing and ETL flows
  • Time series classification and association rule classifiers are also addressed
Weitere Vorteile

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  • ISBN 978-3-662-55608-5
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  • ISBN 978-3-662-55607-8
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Über dieses Buch

The LNCS journal Transactions on Large-Scale Data- and Knowledge-Centered Systems focuses on data management, knowledge discovery, and knowledge processing, which are core and hot topics in computer science. Since the 1990s, the Internet has become the main driving force behind application development in all domains. An increase in the demand for resource sharing across different sites connected through networks has led to an evolution of data- and knowledge-management systems from centralized systems to decentralized systems enabling large-scale distributed applications providing high scalability. Current decentralized systems still focus on data and knowledge as their main resource. Feasibility of these systems relies basically on P2P (peer-to-peer) techniques and the support of agent systems with scaling and decentralized control. Synergy between grids, P2P systems, and agent technologies is the key to data- and knowledge-centered systems in large-scale environments.

This volume, the 32nd issue of Transactions on Large-Scale Data- and Knowledge-Centered Systems, focuses on Big Data Analytics and Knowledge Discovery, and contains extended and revised versions of five papers selected from the 17th International Conference on Big Data Analytics and Knowledge Discovery, DaWaK 2015, held in Valencia, Spain, during September 1-4, 2015. The five papers focus on the exact detection of information leakage, the binary shapelet transform for multiclass time series classification, a discrimination-aware association rule classifier for decision support (DAAR), new word detection and tagging on Chinese Twitter, and on-demand snapshot maintenance in data warehouses using incremental ETL pipelines, respectively.


discovery,="" contains="" extended="" revised="" versions="" five="" papers="" selected="" from="" 17th="" international="" conference="" discovery="" (dawak="" 2015),="" held="" in="" valencia,="" spain,="" during="" september="" 1-4,="" 2015.="" focus="" exact="" detection="" information="" leakage,="" binary="" shapelet="" transform="" for="" multiclass="" time="" series="" classification,="" a="" discrimination-aware="" association="" rule="" classifier="" decision="" support="" (daar),="" new="" word="" tagging="" chinese="" twitter,="" on-demand="" snapshot="" maintenance="" warehouses="" using="" incremental="" etl="" pipelines,="" respectively.

Inhaltsverzeichnis (5 Kapitel)

  • Exact Detection of Information Leakage: Decidability and Complexity

    Chirkova, Rada (et al.)

    Seiten 1-23

  • Binary Shapelet Transform for Multiclass Time Series Classification

    Bostrom, Aaron (et al.)

    Seiten 24-46

  • DAAR: A Discrimination-Aware Association Rule Classifier for Decision Support

    Luo, Ling (et al.)

    Seiten 47-68

  • New Word Detection and Tagging on Chinese Twitter Stream

    Liang, Yuzhi (et al.)

    Seiten 69-90

  • On-Demand Snapshot Maintenance in Data Warehouses Using Incremental ETL Pipeline

    Qu, Weiping (et al.)

    Seiten 91-112

Dieses Buch kaufen

eBook n/a
  • ISBN 978-3-662-55608-5
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate: PDF, EPUB
  • eBooks sind auf allen Endgeräten nutzbar
Softcover n/a
  • ISBN 978-3-662-55607-8
  • Kostenfreier Versand für Individualkunden weltweit
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Bibliografische Information

Bibliographic Information
Buchtitel
Transactions on Large-Scale Data- and Knowledge-Centered Systems XXXII
Buchuntertitel
Special Issue on Big Data Analytics and Knowledge Discovery
Herausgeber
  • Abdelkader Hameurlain
  • Josef Küng
  • Roland Wagner
  • Sanjay Madria
  • Takahiro Hara
Titel der Buchreihe
Transactions on Large-Scale Data- and Knowledge-Centered Systems
Buchreihen Band
10420
Copyright
2017
Verlag
Springer-Verlag Berlin Heidelberg
Copyright Inhaber
Springer-Verlag GmbH Germany
eBook ISBN
978-3-662-55608-5
DOI
10.1007/978-3-662-55608-5
Softcover ISBN
978-3-662-55607-8
Buchreihen ISSN
1869-1994
Auflage
1
Seitenzahl
VII, 113
Anzahl der Bilder und Tabellen
34 schwarz-weiß Abbildungen
Themen