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The window size refers to the size of the part of the timeseries the network looks at, in order to make a single prediction. In other words, to predict the consumption of an appliance at the n-th timestep, it uses the [(n-w): n] samples of the mains timeseries (w is the window size). Therefore the input is of size w and the output of size 1.
The window size depends on the appliance characteristics. Devices with longer operation cycles (e.g washing machine) tend to require bigger window sizes than simpler appliances (e.g. light bulb).
Hello,
I am confused with Batch Size and Window Size. Can you please explain with an example along with how do choose these numbers?
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