Can I do Independent component analysis with just one row of data which is a mixture of two source signals?

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NASRIN AKTER on 24 Sep 2021
Answered: Prachi Kulkarni on 19 Oct 2021
I have a signal with just one row but it is a combination of two source signals. I intend to use some machine learning technique to separate those signals. I came across the ICA analysis but I think it uses a data matrix. Is there any way to use ICA or what other technique would be best.
I also think there is going to be a problem trying to validate the source signals when they are separated. In that case, I have the independent source signals available. How can I make use of that?

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