A Gentle Introduction to The Universal Algorithmic Agent AIXI Export

@incollection{citeulike:786765, abstract = {Decision theory formally solves the problem of rational agents in uncertain worlds if the true environmental prior probability distribution is known. Solomonoff's theory of universal induction formally solves the problem of sequence prediction for unknown prior distribution. We combine both ideas and get a parameterless theory of universal Artificial Intelligence. We give strong arguments that the resulting AIXI model is the most intelligent unbiased agent possible. We outline for a number of...}, author = {Hutter, Marcus}, booktitle = {Artificial General Intelligence}, citeulike-article-id = {786765}, citeulike-linkout-0 = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.11.8797}, editor = {Goertzel, B. and Pennachin, C.}, institution = {IDSIA}, keywords = {adaptability, aixi, al, artificial-physics, complexity, computability-logic, computational-epistemology, emergence, formation, iff, inductive-inference, intelligence-order-relations, interactivity, machine-learning, model, model-selection, order, ordering, paraconsistency, prequential, taxanomy, uai, universality}, number = {IDSIA-01-03}, posted-at = {2006-08-05 10:07:49}, priority = {2}, title = {A Gentle Introduction to The Universal Algorithmic Agent AIXI}, url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.11.8797}, year = {2003} }

TY - CHAP ID - citeulike:786765 L3 - citeulike-article-id:786765 N2 - Decision theory formally solves the problem of rational agents in uncertain worlds if the true environmental prior probability distribution is known. Solomonoff's theory of universal induction formally solves the problem of sequence prediction for unknown prior distribution. We combine both ideas and get a parameterless theory of universal Artificial Intelligence. We give strong arguments that the resulting AIXI model is the most intelligent unbiased agent possible. We outline for a number of... IS - IDSIA-01-03 TI - A Gentle Introduction to The Universal Algorithmic Agent AIXI T2 - Artificial General Intelligence KW - adaptability KW - aixi KW - al KW - artificial-physics KW - complexity KW - computability-logic KW - computational-epistemology KW - emergence KW - formation KW - iff KW - inductive-inference KW - intelligence-order-relations KW - interactivity KW - machine-learning KW - model KW - model-selection KW - order KW - ordering KW - paraconsistency KW - prequential KW - taxanomy KW - uai KW - universality AU - Hutter, Marcus A2 - Goertzel, B A2 - Pennachin, C PY - 2003/// UR - http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.11.8797 ER -