Table of Contents: “... -- PSPACE-Completeness of Reversible Deterministic Systems -- From Finite Automata to Fractal Automata - the Power of Recursion -- Closure Properties of Subregular Languages under Operations -- P Systems with Evolutional Communication and Separation Rules...”

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Table of Contents: “... -- Unintended bias -- Simpson's paradox -- Summary -- 4. Testing Machine Learning Systems -- The role of a tester -- The nature of ML -- Testing metrics -- Testing techniques -- Testing AI-specific characteristics -- Non-deterministic systems -- Transparency...”

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Table of Contents: “... -- Chapter 6. Complex networks -- Chapter 7. Statistical description of chaotic deterministic systems -- Chapter 8. A probabilistic viewpoint on fluctuations and rare events....”

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Table of Contents: “...Introduction -- The basics of feedback control systems -- Reinforcement learning and feedback control -- Q-learning aided performance optimization of deterministic systems -- NAC aided performance optimization of stochastic systems -- Conclusion...”

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Table of Contents: “...Equilibrium Statistical Physics -- Non-equilibrium Dynamics and Stochastic Formalism -- Statistical Physics of Interacting Macroscopic Units -- Beyond Assemblies of Stable Units -- Statistical Description of Chaotic Deterministic Systems -- A...”

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Table of Contents: “... Phenomena and Back -- Stochastic Fluctuations in Deterministic Systems -- Large Deviation and Disordered Systems -- Large Deviations in Turbulence -- Ergodicity Breaking Challenges Monte Carlo Methods -- Anomalous Diffusion: Deterministic and Stochastic...”

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Table of Contents: “... in an uncontrollable world -- Discussion of David Miller's paper -- Kinds of unpredictability in deterministic systems -- Discussion of Gerhard Schurz' paper -- Decoherence, determinism and chaos revisited -- Discussion of H. Pierre Noyes' paper -- Photons, billiards...”

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Table of Contents: “... in Deterministic Systems -- Stochastic Problems in Population Genetics: Applications of Itô’s Stochastic Integrals -- Poisson Processes in Biology -- VII. Space-Time Processes and Stochastic Partial Differential Equations -- Linear Stochastic Evolution Equation Models...”

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