It is shown that the renormalization group turns to be a symmetry group in a theory initially formulated in a space of scale-dependent functions, i.e, those depending on both the position and the resolution . Such theory, earlier described in {\em Phys.Rev.D} 81(2010)125003, 88(2013)025015, is finite by construction. The space of scale-dependent functions is more relevant to physical reality than the space of square-integrable functions , because, due to the Heisenberg uncertainty principle, what is really measured in any experiment is always defined in a region rather than point. The effective action of our theory turns to be complementary to the exact renormalization group effective action. The role of the regulator is played by the basic wavelet – an “aperture function” of a measuring device used to produce the snapshot of a field at the point with the resolution . The standard RG results for model are reproduced.

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