Spatio-temporal data streams. (2016)

• Record Type: Book
• Further Information: Note: Zdravko Galić.
• Authors: Galić, Zdravko
• Contents: Preface; Acknowledgements; Contents; Acronyms; 1 Introduction; 1.1 From Databases to Data Streams; 1.2 Data Stream Management Systems -- An Overview; 1.3 Data Stream Mining and Knowledge Discovery -- An Overview; References; 2 Spatio-Temporal Continuous Queries; 2.1 Foundation of Continuous Query Processing; 2.1.1 Running Example; 2.2 Stream Windows; 2.2.1 Time-Based Window; 2.2.2 Tuple-Based Window; 2.2.3 Predicate-Based Window; 2.3 OCEANUS -- A Prototype of Spatio-Temporal DSMS; 2.3.1 The Type System; 2.4 Operators; 2.4.1 Lifting Operations to Spatio-Temporal Streaming Data Types. 2.5 Implementation2.5.1 User-Defined Aggregate Functions; 2.5.2 SQL-Like Language Embedding: CSQL; References; 3 Spatio-Temporal Data Streams and Big Data Paradigm; 3.1 Background; 3.2 MobyDick -- A Prototype of Distributed Framework #x83;; 3.2.1 Data Model; 3.2.2 Apache Flink; 3.2.3 Spatio-Temporal Queries; 3.3 Related Work; 3.3.1 Distributed Spatial and Spatio-Temporal Batch Systems; 3.3.2 Centralized DSMS-Based Systems; 3.3.3 Distributed DSMS-Based Systems; 3.4 Final Remarks; References; 4 Spatio-Temporal Data Stream Clustering; 4.1 Introduction; 4.1.1 Spatio-Temporal Clustering. 4.2 Data Stream Clustering4.3 Trajectory Stream Clustering; 4.3.1 Incremental Trajectory Clustering Using Micro- and Macro-Clustering; 4.3.2 CTraStream; 4.3.3 Spatial Quincunx Lattices Based Clustering; 4.4 Bibliographic Notes; References; Index.
• Publisher Details: New York : Springer
• Publication Date: 2016
• Extent: 1 online resource (xiv, 107 pages), illustrations
• Subjects: 006.7/876; Computer science; Streaming technology (Telecommunications) -- Management; Data mining; COMPUTERS -- General; Data mining; Science -- Earth Sciences -- Geography; Computers -- Hardware -- Network Hardware; Mathematics -- Graphic Methods; Geographical information systems (GIS) & remote sensing; Network hardware; Combinatorics & graph theory; Database management; Geographical information systems; Computer Communication Networks; Computers -- Database Management -- General; Databases; Electronic books
• Languages: English
• ISBNs: 9781493965755; 1493965751
• Related ISBNs: 9781493965731; 1493965735
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed September 1, 2016).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.