A Note on the Probability of Rectangles for Correlated Binary Strings

Or Ordentlich, Yury Polyanskiy, Ofer Shayevitz

نتاج البحث: نشر في مجلةمقالةمراجعة النظراء

ملخص

Consider two sequences of ${n}$ independent and identically distributed fair coin tosses, ${X}=({X}_{1},\ldots,{X}_{n})$ and ${Y}=({Y}_{1},\ldots,{Y}_{n})$ , which are $\rho $ -correlated for each ${j}$ , i.e. $\mathbb {P}[{X}_{j}={Y}_{j}] = {\frac{1+\rho }{ 2}}$. We study the question of how large (small) the probability $\mathbb {P}[{X} \in {A}, {Y}\in {B}]$ can be among all sets ${A},{B}\subset \{0,1\}^{n}$ of a given cardinality. For sets $|{A}|,|{B}| = \Theta (2^{n})$ it is well known that the largest (smallest) probability is approximately attained by concentric (anti-concentric) Hamming balls, and this can be proved via the hypercontractive inequality (reverse hypercontractivity). Here we consider the case of $|{A}|,|{B}| = 2^{\Theta ({n})}$. By applying a recent extension of the hypercontractive inequality of Polyanskiy-Samorodnitsky (J. Functional Analysis, 2019), we show that Hamming balls of the same size approximately maximize $\mathbb {P}[{X} \in {A}, {Y}\in {B}]$ in the regime of $\rho \to 1$. We also prove a similar tight lower bound, i.e. show that for $\rho \to 0$ the pair of opposite Hamming balls approximately minimizes the probability $\mathbb {P}[{X} \in {A}, {Y}\in {B}]$.

اللغة الأصليةإنجليزيّة أمريكيّة
رقم المقال9171899
الصفحات (من إلى)7878-7886
عدد الصفحات9
دوريةIEEE Transactions on Information Theory
مستوى الصوت66
رقم الإصدار12
المعرِّفات الرقمية للأشياء
حالة النشرنُشِر - ديسمبر 2020

All Science Journal Classification (ASJC) codes

  • !!Information Systems
  • !!Computer Science Applications
  • !!Library and Information Sciences

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