Logarithmic Sobolev inequalities and exponential entropy decay in non-commutative algebras
Raffaella Carbone

TL;DR
This paper explores the connections between logarithmic Sobolev inequalities, entropy decay, and spectral gaps in non-commutative algebras, establishing implications and equivalences under certain conditions.
Contribution
It proves that non-commutative log-Sobolev inequalities imply spectral gap inequalities and characterizes exponential entropy decay as equivalent to a modified log-Sobolev inequality.
Findings
Log-Sobolev inequalities imply spectral gap inequalities with optimal constants.
Exponential entropy decay is equivalent to a modified log-Sobolev inequality.
Regularity conditions on quadratic forms ensure entropy decay from log-Sobolev inequalities.
Abstract
We study the relations between (tight) logarithmic Sobolev inequalities, entropy decay and spectral gap inequalities for Markov evolutions on von Neumann algebras. We prove that log-Sobolev inequalities (in the non-commutative form defined by Olkiewicz and Zegarlinski) imply spectral gap inequalities, with optimal relation between the constants. Furthermore, we show that a uniform exponential decay of a proper relative entropy is equivalent to a modified version of log-Sobolev inequalities; this entropy decay turns out to be implied by the usual log-Sobolev inequality adding some regularity conditions on the quadratic forms.
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Taxonomy
TopicsSpectral Theory in Mathematical Physics · Markov Chains and Monte Carlo Methods · Graph theory and applications
