Titlebook: Lectures on Intelligent Systems; Leonardo Vanneschi,Sara Silva Textbook 2023 Springer Nature Switzerland AG 2023 Optimization.Computationa

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Introduction,he study of computation at a logical level and the several possible practical techniques for its implementation and application in automated electronic systems, i.e., computers. One of the focal points of computer science is problem solving, i.e., the act of defining a problem and then developing an

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Particle Swarm OptimizationGAs, it is a population-based stochastic method, but unlike GAs it does not take its inspiration from the Theory of Evolution of Darwin, but from the social behavior of bird flocking or fish schooling [Reynolds, 1987]. For instance, one may imagine a flock of birds flying over an area, to find a poi

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Bayesian LearningBayes’ Theorem. Broadly speaking, Bayes’ Theorem deals with the modification of our perception of the probability of an event, as a consequence of the occurrence of one or more facts. For instance, what probability are you assigning to the event “somebody stole my car” at the moment? Of course, this

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Support Vector Machines be accomplished by determining a linear separator for the training points. Given that an infinite number of possible linear separators exist in general, methods such as the Perceptron algorithm find just any of the existing separators, while other methods search for the “best” linear separator, acc

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