Research Catalog

Title

Data mining in time series databases. / editors, Mark Last, Abraham Kandel, Horst Bunke.

Publication

New Jersey ; London : World Scientific, [2004], ©2004.

Items in the Library & Off-site

Holdings

Details

Additional Authors

• Last, Mark.
• Kandel, Abraham.
• Bunke, Horst.

Description

xi, 192 pages : illustrations; 24 cm.

Summary

"This book covers the state-of-the-art methodology for mining time series databases. The novel data mining methods presented in the book include techniques for efficient segmentation, indexing, and classification of noisy and dynamic time series. A graph-based method for anomaly detection in time series is described and the book also studies the implications of a novel and potentially useful representation of time series as strings. The problem of detecting changes in data mining models that are induced from temporal databases is additionally discussed."--BOOK JACKET.

Series Statement

Series in machine perception and artificial intelligence ; v. 57

Uniform Title

Series in machine perception and artificial intelligence ; v. 57.

Subjects

• Distributed databases
• Data mining

Bibliography (note)

• Includes bibliographical references.

Contents

Ch. 1. Segmenting time series : a survey and novel approach / E. Keogh, S. Chu, D. Hart and M. Pazzani -- Ch. 2. A survey of recent methods for efficient retrieval of similar time sequences / M. L. Hetand -- Ch. 3. Indexing of compressed time series / E. Fink and K. B. Pratt -- Ch. 4. Indexing time-series under conditions of noise / M. Vlachos, D. Gunopulos and G. Das -- Ch. 5. Change detection in classification models induced from time series data / G. Zeira, O. Maimon, M. Last and L. Rokach -- Ch. 6. Classification and detection of abnormal events in time series of graphs / H. Bunke and M. Kraetzl -- Ch. 7. Boosting interval-based literals : variable length and early classification / C. J. Alonso Gonzalez and J. J. Rodriguez Diez -- Ch. 8. Median strings : a review / X. Jiang, H. Bunke and J. Csirik.

ISBN

9812382909

OCLC

• ocm56760428
• SCSB-5093382

Owning Institutions

Columbia University Libraries