QPLEX: A Computational Modeling and Analysis Methodology for Stochastic Systems

QPLEX: A Computational Modeling and Analysis Methodology for Stochastic Systems

Dieker, Antonius B.; Hackman, Steven T.

Springer International Publishing AG

12/2024

355

Dura

9783031748691

15 a 20 dias

Descrição não disponível.

.- Preliminaries.

.- First Look at QPLEX.

.- Part 1 QPLEX Modeling and Calculus.

.- Introduction to QPLEX Modeling and Calculus.

.- Simple Transition Dynamics.

.- Models with Simple Transition Dynamics.

.- Advanced Transition Dynamics.

.- Models with Advanced Transition Dynamics.

.- Conditional and Joint Probabilities.

.- Part 2 Graphical QPLEX Calculus.

.- Introduction to Graphical QPLEX Calculus.

.- Subsystem QPLEX Calculus.

.- Conditional Independence.

.- Information Structure.

.- Graphical QPLEX Calculus with Distributional Programs.

.- Efficient Calculation for Distributional Programs.

.- Part 3 Foundations.

.- Introduction to Foundations.

.- Optimality of QPLEX Iterates.

.- Exactness Results.

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Open Access;Transient analysis;Curse of dimensionality;Conditional independence;Probabilistic graphical model