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Tabla de Contenidos: “…Álvarez de Mariz, Vicente (fl. 1625-1651), imp. España - Granada Núm. de identificación: CCPB000295405-2…”

Tabla de Contenidos: “…Chapter 7: Using Simulation to Improve and Optimize Systems -- Technical requirements -- Introducing numerical optimization techniques -- Defining an optimization problem -- Explaining local optimality -- Exploring the gradient descent technique -- Defining descent methods -- Approaching the gradient descent algorithm -- Understanding the learning rate -- Explaining the trial and error method -- Implementing gradient descent in Python -- Understanding the Newton-Raphson method -- Using the Newton-Raphson algorithm for root finding -- Approaching Newton-Raphson for numerical optimization -- Applying the Newton-Raphson technique -- The secant method -- Deepening our knowledge of stochastic gradient descent -- Approaching the EM algorithm -- EM algorithm for Gaussian mixture -- Understanding Simulated Annealing (SA) -- Iterative improvement algorithms -- SA in action -- Discovering multivariate optimization methods in Python -- The Nelder-Mead method -- Powell's conjugate direction algorithm -- Summarizing other optimization methodologies -- Summary -- Chapter 8: Introducing Evolutionary Systems -- Technical requirements -- Introducing SC -- Fuzzy logic (FL) -- Artificial neural network (ANN) -- Evolutionary computation -- Understanding genetic programming -- Introducing the genetic algorithm (GA) -- The basics of GA -- Genetic operators -- Applying a GA for search and optimization -- Performing symbolic regression (SR) -- Exploring the CA model -- Game-of-life -- Wolfram code for CA -- Summary -- Part 3: Simulation Applications to Solve Real-World Problems -- Chapter 9: Using Simulation Models for Financial Engineering -- Technical requirements -- Understanding the geometric Brownian motion model -- Defining a standard Brownian motion -- Addressing the Wiener process as random walk -- Implementing a standard Brownian motion…”