JuliaDynamics / TransitionsInTimeseries.jl

Transition Indicators / Early Warning Signals / Regime Shifts / Change Point Detection
MIT License
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AR1 for non-stationary correlated noise #22

Open JanJereczek opened 1 year ago

JanJereczek commented 1 year ago

Indicator summary

Correlated noise can lead to bad transition recognition if standard CSD is applied (variance, lag1-autocorelation, AR1 parameter). Therefore use an adapted formula that addresses this. Works bad for small window sizes.

Reference

Also of interest in that context: work of Frank Kwasniok (in preparation?)

Codebase

Nope

Implementation plan

See eq (17-20) of Boettner and Boers (2021)