Advantage of a Conv1D layer in time series

Steffen_Cologne · August 16, 2023, 8:57pm

What is the advantage of a Conv1D layer in time series? Could you explain me a bit more about the strengths of a Conv1D layer for time series and in which context it comes into play?

When I am not mistaken, the model of week 3 (excluding a Conv1D) performed better than the model including a Conv1D layer, on the synthetic data. Likewise for the sunspot activity, the difference appears comparatively small.

balaji.ambresh · October 1, 2023, 4:17am

Please don’t let the number of dimensions change your opinion on Conv layers. It’d help if you could list the advantages of Conv2D layers (instead of using a Dense layer). Following the same train of thought should help you get to the case of Conv1D.

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Advantage of a Conv1D layer in time series

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