Superposed epoch analysis (SPE or SEA), also called Chree analysis after a paper by
Charles Chree
that employed the technique, is a
statistical
Statistics (from German: ''Statistik'', "description of a state, a country") is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a scientific, industria ...
tool used in
data analysis
Data analysis is a process of inspecting, cleansing, transforming, and modeling data with the goal of discovering useful information, informing conclusions, and supporting decision-making. Data analysis has multiple facets and approaches, enco ...
either to detect periodicities within a time sequence or to reveal a correlation (usually in time) between two data sequences (usually two
time series).
When comparing two time series, the essence of the method is to: (1) define each occurrence of an event in one data sequence (series #1) as a key time; (2) extract subsets of data from the other sequence (series #2) within some time range near each key time; (3)
superpose all extracted subsets from series #2 (with key times for all subsets
synchronized) by adding them. (To effectively superpose data from series #2 that are recorded at different or even irregular times,
data binning is often used.) This approach can be used to detect a
signal (i.e., related variations in both series) in the presence of
noise (i.e., unrelated variations in both series) whenever the noise sums incoherently while the signal is reinforced by the superposition.
To search for periodicities in a single time series, the data sequence can be broken into separate subsets of equal duration, and then all subsets can be superposed. Some
hypothesis for the length of the period is required to set the subsets' duration.
The approach has been used in
signal analysis in several fields, including
geophysics (where it has been referred to as compositing)
and
solar physics.
J. P. Mason, J. T. Hoeksema-Testing Automated Solar Flare Forecasting with 13 Years of Michelson Doppler Imager Magnetograms-November 2010
/ref>
References
Multivariate time series
{{statistics-stub