Anticipatory Learning Classifier Systems (Genetic Algorithms and Evolutionary Computation)

    Anticipatory Learning Classifier Systems (Genetic Algorithms and Evolutionary Computation)
نویسندگان Martin V. Butz
سال 2012
ناشر Springer; 2002 edition (December 6, 2012)
شابک 9780792376309
تعداد صفحات 172 pages
اندازه 2967 KB
فرمت EPUB
قیمت 49000 تومان 9800 تومان بن تخفیف

چکیده

Anticipatory Learning Classifier Systems describes the state of the art of anticipatory learning classifier systems-adaptive rule learning systems that autonomously build anticipatory environmental models. An anticipatory model specifies all possible action-effects in an environment with respect to given situations. It can be used to simulate anticipatory adaptive behavior. Anticipatory Learning Classifier Systems highlights how anticipations influence cognitive systems and illustrates the use of anticipations for (1) faster reactivity, (2) adaptive behavior beyond reinforcement learning, (3) attentional mechanisms, (4) simulation of other agents and (5) the implementation of a motivational module. The book focuses on a particular evolutionary model learning mechanism, a combination of a directed specializing mechanism and a genetic generalizing mechanism. Experiments show that anticipatory adaptive behavior can be simulated by exploiting the evolving anticipatory model for even faster model learning, planning applications, and adaptive behavior beyond reinforcement learning. Anticipatory Learning Classifier Systems gives a detailed algorithmic description as well as a program documentation of a C++ implementation of the system.