Tagungsbeiträge
Time Series Classification in Dissimilarity Spaces
Autor | Brijnesh Johannes Jain, Stephan Spiegel | |
Quelle | ECML-PKDD-15: Lecture Notes in Artificial Intelligence (LNAI) Series, Springer | |
Links | Download | BibTeX | |
Time series classification in the dissimilarity space combines the advantages of the dynamic time warping and the rich mathematical structure of Euclidean spaces. We applied dimension reduction using PCA followed by support vector learning on dissimilarity representations to 43 UCR datasets. Results indicate that time series classification in dissimilarity space has potential to complement the state-of-the-art. |