On the Tchebyshev inequality ih the two-dimensional case
Teoriâ veroâtnostej i ee primeneniâ, Tome 16 (1971) no. 2, pp. 353-360

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Let $\xi_1$, $\xi_2$ be indepent random variables satisfying the conditions $$ \mathbf P\{\xi_1\ge0\}=\mathbf P\{\xi_2\ge0\}=1\quad\mathbf M\xi_1=\mathbf M\xi_2=1. $$ For positive $\Delta_1$ and $\Delta_2$, the inequality \begin{gather*} \mathbf P\{\Delta_1\min(\xi_1,\xi_2)+\Delta_2\max(\xi_1,\xi_2)\ge c\}\le \\ \le\max[(\Delta_1+\Delta_2)^2,\Delta_2/(1-\Delta_1),2\Delta_2(1-\Delta_2)+\Delta_2^2] \end{gather*} is proved. Moreover, if $\xi_1$ and $\xi_2$ are equally distributed, then it is proved that $$ \mathbf P\{\Delta_1\min(\xi_1,\xi_2)+\Delta_2\max(\xi_1,\xi_2)\ge c\}\le\max[(\Delta_1+\Delta_2)^2;2\Delta_2(1-\Delta_2)+\Delta_2^2]. $$
@article{TVP_1971_16_2_a13,
     author = {L. V. Arharov},
     title = {On the {Tchebyshev} inequality ih the two-dimensional case},
     journal = {Teori\^a vero\^atnostej i ee primeneni\^a},
     pages = {353--360},
     publisher = {mathdoc},
     volume = {16},
     number = {2},
     year = {1971},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/TVP_1971_16_2_a13/}
}
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L. V. Arharov. On the Tchebyshev inequality ih the two-dimensional case. Teoriâ veroâtnostej i ee primeneniâ, Tome 16 (1971) no. 2, pp. 353-360. http://geodesic.mathdoc.fr/item/TVP_1971_16_2_a13/