How can we know if higher dimensions exist?

How can people possibly know that there are higher dimensions? Is it a sort of deductive process based on evident mathematical principles or is it an inductive process based on observation that may be taken many ways?

Furthermore, can the human mind even possibly comprehend such higher dimensions?