Prekopcsák, Zoltán; Lemire, Daniel - In: Advances in Data Analysis and Classification 6 (2012) 3, pp. 185-200
To classify time series by nearest neighbors, we need to specify or learn one or several distance measures. We consider variations of the Mahalanobis distance measures which rely on the inverse covariance matrix of the data. Unfortunately—for time series data—the covariance matrix has often...