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OverviewThe 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, the 17th issue of Transactions on Large-Scale Data- and Knowledge-Centered Systems, contains extended and revised versions of five papers, selected from the 24 full and 8 short papers presented at the 15th International Conference on Data Warehousing and Knowledge Discovery, DaWaK 2013, held in Prague, The Czech Republic, in August 2013. Of the five papers, two cover data warehousing aspects related to query processing optimization in advanced platforms, specifically Map Reduce and parallel databases, and three cover knowledge discovery, specifically the causal network inference problem, dimensionality reduction, and the quality-of-pattern-mining task. Full Product DetailsAuthor: Abdelkader Hameurlain , Josef Küng , Roland Wagner , Ladjel BellatrechePublisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG Imprint: Springer-Verlag Berlin and Heidelberg GmbH & Co. K Edition: 2015 ed. Volume: 8970 Dimensions: Width: 15.50cm , Height: 0.80cm , Length: 23.50cm Weight: 2.292kg ISBN: 9783662463345ISBN 10: 3662463342 Pages: 129 Publication Date: 27 February 2015 Audience: Professional and scholarly , Professional & Vocational Format: Paperback Publisher's Status: Active Availability: Manufactured on demand  We will order this item for you from a manufactured on demand supplier. Table of ContentsData Warehouse Processing Scale-Up for Massive Concurrent Queries with SPIN.- An Uncoupled Data Process and Transfer Model for Map Reduce.- Enhanced Fast Causal Network Inference over Event Streams.- Learning Through Non-linearly Supervised Dimensionality Reduction.- Metrics for Association Rule Clustering Assessment.ReviewsAuthor InformationTab Content 6Author Website:Countries AvailableAll regions |
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