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Classical interpolation inequality of the type $|u|{X}\leq C|u|{Y}^{\theta}|u|_{Z}^{1-\theta}XYZ$ are Lebesgue spaces. In this paper we show that this result may be extended by replacing norms or by suitable H" older semi-norm. We shall even prove sharper version involving weak Lorentz norm. We apply this result to prove the Gagliardo–Nirenberg inequality for a wider scale of parameters.

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