Temporal data mining. ([2010])

• Record Type: Book
• Further Information: Note: Theophano Mitsa.
• Authors: Mitsa, Theophano
• Contents: Temporal Databases and Mediators ; Time in Databases; Database Mediators Temporal Data Similarity Computation, Representation, and Summarization; Temporal Data Types and Preprocessing; Time Series Similarity Measures; Time Series Representation; Time Series Summarization Methods; Temporal Event Representation; Similarity Computation of Semantic Temporal Objects; Temporal Knowledge Representation in Case-Based Reasoning Systems Temporal Data Classification and Clustering; Classification Techniques; Clustering; Outlier Analysis and Measures of Cluster Validity; Time Series Classification and Clustering Techniques Prediction; Forecasting Model and Error Measures; Event Prediction; Time Series Forecasting; Advanced Time Series Forecasting Techniques Temporal Pattern Discovery; Sequence Mining; Frequent Episode Discovery; Temporal Association Rule Discovery; Pattern Discovery in Time Series; Finding Patterns in Streaming Time Series; Mining Temporal Patterns in Multimedia Temporal Data Mining in Medicine and Bioinformatics; Temporal Pattern Discovery, Classification, and Clustering; Temporal Databases/Mediators; Temporality in Clinical Workflows Temporal Data Mining and Forecasting in Business and Industrial Applications ; Temporal Data Mining Applications in Enhancement of Business and Customer Relationships; Business Process Applications; Miscellaneous Industrial Applications; Financial Data Forecasting Web Usage Mining; General Concepts; Web Usage Mining Algorithms Spatiotemporal Data Mining ; General Concepts; Finding Periodic Patterns in Spatiotemporal Data; Mining Association Rules in Spatiotemporal Data; Applications of Spatiotemporal Data Mining in Geography; Spatiotemporal Data Mining of Traffic Data; Spatiotemporal Data Reduction; Spatiotemporal Data Queries; Indexing Spatiotemporal Data Warehouses; Semantic Representation of Spatiotemporal Data; Historical Spatiotemporal Aggregation; Spatiotemporal Rule Mining for Location-Based Aware Systems; Trajectory Data Mining; The FlowMiner Algorithm; The TopologyMiner Algorithm; Applications of Temporal Data Mining in the Environmental Sciences Appendices Index Bibliography and References appear at the end of each chapter.
• Publisher Details: Boca Raton, Florida : Chapman & Hall/CRC
• Publication Date: 2010
• Copyright Date: 2010
• Extent: 1 online resource (398 pages), illustrations
• Subjects: 005.75/3; Data mining; Temporal databases; Data mining; Temporal databases; Electronic books
• Languages: English
• ISBNs: 9781420089776; 1420089773
• Related ISBNs: 9781420089769; 1420089765
• Notes: Note: Includes bibliographical references and index.; Note: Print version record.
• 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.