Adding the time dimension to real-world databases produces Time Series Databases (TSDB) and introduces new aspects and difficulties to data mining and knowledge discovery. 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.
A Survey of Recent Methods for Efficient Retrieval of Similar Time Sequences (H M Lie); Indexing of Compressed Time Series (E Fink & K Pratt); Boosting Interval-Based Literal: Variable Length and Early Classification (J J Rodriguez Diez); Segmenting Time Series: A Survey and Novel Approach (E Keogh et al); Indexing Similar Time Series under Conditions of Noise (M Vlachos et al); Classification of Events in Time Series of Graphs (H Bunke & M Kraetzl); Median Strings - A Review (X Jiang et al); Change Detection in Classification Models of Data Mining (G Zeira et al).
Last Mark, LAST MARK, Mark Last, Abraham Kandel, Horst Bunke, Israel) Last, Mark (Ben-gurion Univ Of The Negev, Usa) Kandel, Abraham (Univ Of South Florida, Horst (-) Bunke
Last Mark, LAST MARK, Mark Last, Horst Bunke, Abraham Kandel, Israel) Last, Mark (Ben-gurion Univ Of The Negev, Horst (-) Bunke, Usa) Kandel, Abraham (Univ Of South Florida
Fischer Andreas, FISCHER ANDREAS, Andreas Fischer, Marcus Liwicki, Rolf (Jurg) Ingold, Switzerland) Fischer, Andreas (Univ Of Fribourg, Switzerland) Liwicki, Marcus (Univ Of Fribourg, Switzerland) Ingold, Rolf (Jurg) (Univ Of Fribourg
Stauffer Michael, STAUFFER MICHAEL, Michael Stauffer, Andreas Fischer, Kaspar Riesen, Switzerland) Stauffer, Michael (Univ Of Applied Sciences & Arts Northwestern, Switzerland) Fischer, Andreas (Univ Of Fribourg, Switzerland) Riesen, Kaspar (Univ Of Bern, Switzerland & Univ Of Applied Sciences & Arts Northwestern
Plamondon Rejean, PLAMONDON REJEAN, Rejean Plamondon, Angelo Marcelli, Miguel Angel Ferrer-ballester, Canada) Plamondon, Rejean (Ecole Polytechnique De Montreal, Italy) Marcelli, Angelo (Univ Di Salerno, Spain) Ferrer-ballester, Miguel Angel (Univ De Las Palmas De Gran Canaria
Last Mark, LAST MARK, Mark Last, Abraham Kandel, Horst Bunke, Israel) Last, Mark (Ben-gurion Univ Of The Negev, Usa) Kandel, Abraham (Univ Of South Florida, Horst (-) Bunke
Last Mark, LAST MARK, Mark Last, Abraham Kandel, Horst Bunke, Israel) Last, Mark (Ben-gurion Univ Of The Negev, Usa) Kandel, Abraham (Univ Of South Florida, Horst (-) Bunke
Last Mark, LAST MARK, Mark Last, Horst Bunke, Abraham Kandel, Israel) Last, Mark (Ben-gurion Univ Of The Negev, Horst (-) Bunke, Usa) Kandel, Abraham (Univ Of South Florida
Adam Schenker, Horst Bunke, Mark Last, Abraham Kandel, Usa) Schenker, Adam (Univ Of South Florida, Horst (-) Bunke, Israel) Last, Mark (Ben-gurion Univ Of The Negev, Usa) Kandel, Abraham (Univ Of South Florida, SCHENKER ADAM