Periodogram

Periodogram of time series with multiple seasonal behaviors

Periodogram of time series with multiple seasonal behaviors
  1. What is periodogram in time series?
  2. What's the difference between periodogram and spectrogram?
  3. What is periodogram power spectral density?

What is periodogram in time series?

A periodogram is used to identify the dominant periods (or frequencies) of a time series. This can be a helpful tool for identifying the dominant cyclical behavior in a series, particularly when the cycles are not related to the commonly encountered monthly or quarterly seasonality.

What's the difference between periodogram and spectrogram?

For a Periodogram , returns the computed power at each frequency as a Vector. For a Spectrogram , returns the computed power at each frequency and time bin as a Matrix. Dimensions are frequency × time.

What is periodogram power spectral density?

In signal processing, a periodogram is an estimate of the spectral density of a signal. The term was coined by Arthur Schuster in 1898. Today, the periodogram is a component of more sophisticated methods (see spectral estimation).

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