shapeDTW: Shape Dynamic Time Warping

• Published in: Pattern recognition Vol. 74; pp. 171 - 184
• Main Authors: Zhao, Jiaping, Itti, Laurent
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2018
• Subjects: Dynamic Time Warping; Sequence alignment; Time series classification; Time series classification; Dynamic Time Warping; Sequence alignment

•Developed an improved sequence alignment algorithm, named shapeDTW, which augments the traditional Dynamic Time Warping (DTW) by local temporal shape information.•shapeDTW performs significantly better than DTW under the one nearest neighbor classifier for time series classification; to be concrete...