To construct interval vectors and tensors the invariance of both ones with reference to coordinate axes transformation are taken into account. The basic operations with interval scalars, vectors and tensors are described. Suggested mathematical apparatus may be used to solve the applied problems in condition of information insufficiency, in fuzzy logic methods, for statistic simulation, etc.