Bernstein's inequalities for general Markov chains

Bai Jiang, Qiang Sun, Jianqing Fan

We establish Bernstein's inequalities for functions of general (general-state-space and possibly non-reversible) Markov chains. These inequalities achieve sharp variance proxies an…