Different Formulae for the Fourier Transform

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Whiles trying to derive the Fourier transform I cam across a part in my text book about the other forms of the transform. Fouire Transforms

My question is what role does this play, as it what the applications of the different transformations. Or is it the fact certain transformations work better or certain functions?