Broadly speaking, constructive mathematics is mathematics done without the principle of excluded middle, or other principles, such as the full axiom of choice, that imply it, hence without “non-constructive” methods of formal proof, such as proof by contradiction. This is in contrast to classical mathematics, where such principles are taken to hold. (from nLab)

References:
nLab - Constructive mathematics
nLab - Bishop's constructive mathematics