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Discovery of Ill–Known Motifs in Time Series Data

Af: Sahar Deppe Engelsk Paperback

Discovery of Ill–Known Motifs in Time Series Data

Af: Sahar Deppe Engelsk Paperback
Tjek vores konkurrenters priser

This book includes a novel motif discovery for time series, KITE (ill-Known motIf discovery in Time sEries data), to identify ill-known motifs transformed by affine mappings such as translation, uniform scaling, reflection, stretch, and squeeze mappings. Additionally, such motifs may be covered with noise or have variable lengths. Besides KITE''s contribution to motif discovery, new avenues for the signal and image processing domains are explored and created.  The core of KITE is an invariant representation method called Analytic Complex Quad Tree Wavelet Packet transform (ACQTWP). This wavelet transform applies to motif discovery as well as to several signal and image processing tasks. The efficiency of KITE is demonstrated with data sets from various domains and compared with state-of-the-art algorithms, where KITE yields the best outcomes.

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This book includes a novel motif discovery for time series, KITE (ill-Known motIf discovery in Time sEries data), to identify ill-known motifs transformed by affine mappings such as translation, uniform scaling, reflection, stretch, and squeeze mappings. Additionally, such motifs may be covered with noise or have variable lengths. Besides KITE''s contribution to motif discovery, new avenues for the signal and image processing domains are explored and created.  The core of KITE is an invariant representation method called Analytic Complex Quad Tree Wavelet Packet transform (ACQTWP). This wavelet transform applies to motif discovery as well as to several signal and image processing tasks. The efficiency of KITE is demonstrated with data sets from various domains and compared with state-of-the-art algorithms, where KITE yields the best outcomes.

Produktdetaljer
Sprog: Engelsk
Sider: 205
ISBN-13: 9783662642146
Indbinding: Paperback
Udgave:
ISBN-10: 366264214X
Udg. Dato: 2 okt 2021
Længde: 0mm
Bredde: 168mm
Højde: 240mm
Forlag: Springer Fachmedien Wiesbaden
Oplagsdato: 2 okt 2021
Forfatter(e): Sahar Deppe
Forfatter(e) Sahar Deppe


Kategori Sandsynlighedsregning og statistik


ISBN-13 9783662642146


Sprog Engelsk


Indbinding Paperback


Sider 205


Udgave


Længde 0mm


Bredde 168mm


Højde 240mm


Udg. Dato 2 okt 2021


Oplagsdato 2 okt 2021


Forlag Springer Fachmedien Wiesbaden

Kategori sammenhænge