Temporal and spatio-temporal data mining
Title:
Temporal and spatio-temporal data mining
Author:
Hsu, Wynne, 1966-
ISBN:
9781599043890
Personal Author:
Publication Information:
Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2008.
Physical Description:
electronic texts (x, 280 p. : ill.) : digital files.
Contents:
1. Introduction -- 2. Time series mining : background and related work -- 3. Mining dense periodic patterns in time series databases -- 4. Mining sequence patterns in evolving databases -- 5. Mining progressive confident rules in sequence databases -- 6. Early works in spatio-temporal mining -- 7. Mining topological patterns in spatio-temporal databases -- 8. Mining flow patterns in spatio-temporal data -- 9. Mining generalized flow patterns -- 10. Mining spatio-temporal trees -- 11. Mining spatio-temporal graph patterns -- 12. Conclusions and future work.
Abstract:
"This book presents probable solutions when discovering the spatial sequence patterns by incorporating the information into the sequence of patterns, and introduces new classes of spatial sequence patterns, called flow and generalized spatio-temporal patterns, addressing different scenarios in spatio-temporal data by modeling them as graphs, providing a comprehensive synopsis on two successful partition-based algorithms designed by the authors"--Provided by publisher.
Added Corporate Author:
Electronic Access:
Chapter PDFs via platform: http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-59904-387-6