In this paper we prove a fractional version of a Caffarelli-Kohn-Nirenberg type interpolation inequality on hypersurfaces which are boundaries of convex sets. The inequality carries a universal constant independent of and involves the fractional mean curvature of In particular, it interpolates between the fractional Micheal-Simon Sobolev inequality recently obtained by Cabré, Cozzi, and the first author, and a new fractional Hardy inequality on . Our method, when restricted to the plane case , gives a new simple proof of the fractional Hardy inequality. To obtain the fractional Hardy inequality on a hypersurface, we establish an inequality which bounds a weighted perimeter of by the standard perimeter of (modulo a universal constant), and which is valid for all convex hypersurfaces .

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