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

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

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  • 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
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About this book

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.

Table of contents (5 chapters)

Table of contents (5 chapters)
  • Exact Detection of Information Leakage: Decidability and Complexity

    Pages 1-23

    Chirkova, Rada (et al.)

  • Binary Shapelet Transform for Multiclass Time Series Classification

    Pages 24-46

    Bostrom, Aaron (et al.)

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

    Pages 47-68

    Luo, Ling (et al.)

  • New Word Detection and Tagging on Chinese Twitter Stream

    Pages 69-90

    Liang, Yuzhi (et al.)

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

    Pages 91-112

    Qu, Weiping (et al.)

Buy this book

eBook $69.99
price for USA in USD
  • ISBN 978-3-662-55608-5
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • Immediate eBook download after purchase and usable on all devices
  • Bulk discounts available
Softcover $89.99
price for USA in USD
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Bibliographic Information

Bibliographic Information
Book Title
Transactions on Large-Scale Data- and Knowledge-Centered Systems XXXII
Book Subtitle
Special Issue on Big Data Analytics and Knowledge Discovery
Editors
  • Abdelkader Hameurlain
  • Josef Küng
  • Roland Wagner
  • Sanjay Madria
  • Takahiro Hara
Series Title
Transactions on Large-Scale Data- and Knowledge-Centered Systems
Series Volume
10420
Copyright
2017
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
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
Series ISSN
1869-1994
Edition Number
1
Number of Pages
VII, 113
Number of Illustrations
34 b/w illustrations
Topics