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A Course on Large Deviations with an Introduction to Gibbs Measures.

A Course on Large Deviations with an Introduction to Gibbs Measures.

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C<strong>on</strong>tents<br />

Preface (<strong>an</strong>d <strong>to</strong> the reviewers) xi<br />

Part I. <strong>Large</strong> Deviati<strong>on</strong>s: general theory <strong>an</strong>d i.i.d. processes<br />

Chapter 1. Introducti<strong>on</strong> 3<br />

§1.1. Informati<strong>on</strong>-theoretic entropy 5<br />

§1.2. Thermodynamic entropy 6<br />

Chapter 2. Preliminary examples <strong>an</strong>d generalities 11<br />

§2.1. Informal large deviati<strong>on</strong>s 11<br />

§2.2. Formal large deviati<strong>on</strong>s 12<br />

§2.3. Lower semic<strong>on</strong>tinuity <strong>an</strong>d uniqueness 15<br />

Chapter 3. More generalities <strong>an</strong>d Cramér’s theorem 19<br />

§3.1. Weak large deviati<strong>on</strong> principles 19<br />

§3.2. Cramér’s theorem 21<br />

§3.3. Limits, deviati<strong>on</strong>s, <strong>an</strong>d fluctuati<strong>on</strong>s 27<br />

Chapter 4. Yet some more generalities 29<br />

§4.1. C<strong>on</strong>tracti<strong>on</strong> principle 29<br />

§4.2. Varadh<strong>an</strong>’s theorem <strong>an</strong>d Bryc’s theorem 31<br />

§4.3. Curie-Weiss model for ferromagnetism 37<br />

Chapter 5. C<strong>on</strong>vex <strong>an</strong>alysis in large deviati<strong>on</strong> theory 41<br />

§5.1. Some elementary c<strong>on</strong>vex <strong>an</strong>alysis 41<br />

§5.2. Rate functi<strong>on</strong> as a c<strong>on</strong>vex c<strong>on</strong>jugate 49<br />

vii

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