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sift:curve_registration

Curve Registration

Overview

Ramsay and Li (1998) point out that there are two types of variation. Range variation, where two time points differ at a comparable time point, and domain variation, when two points differ, but they should not have been compared at a fixed time point, but at comparable time points. This can be done by aligning events in the data across time, or at minimums / maximums in time series data. This removes time-variance and enables further analysis, such as statistical parametric mapping (SPM).

Signal before and after curve registration

Visual representation of a signal, before and after curve registration. The maximum and minimum events are aligned using a time warping function.

When to use: Before PCA or SPM, or to see the range variation while the timing of the event is irrelevant.

References

J. O. Ramsay, Xiaochun Li, Curve Registration, Journal of the Royal Statistical Society Series B: Statistical Methodology, Volume 60, Issue 2, July 1998, Pages 351–363, https://doi.org/10.1111/1467-9868.00129

sift/curve_registration.txt · Last modified: 2026/04/07 19:11 by wikisysop