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Are there any guidelines for choosing the number of components?

April 26, 2017components guidelines

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Are there any guidelines for choosing the number of components?

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Solution: The number of components can be estimated by selecting the estimate dimensionality step in setup ICA. If the number of components are estimated to be very high (like 100 components for 200 images) then around 20 to 30 components should give a reasonable answer.