Judea Pearl 's highly influential 1988 book brought probability and decision theory into AI . Among the many new tools in use were Bayesian networks , hidden Markov models , information theory , stochastic modeling and classical optimization . Precise mathematical descriptions were also developed for " computational intelligence " paradigms like neural networks and evolutionary algorithms .