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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 Hits 1 – 20 of 28 1 Feature reinforcement learning using looping suffix trees Daswani, Mayank; Sunehag, Peter; Hutter, Marcus. - : Journal of Machine Learning Research, 2015 BASE Show details 2 Consistency of Feature Markov Processes Sunehag, Peter; Hutter, Marcus. - : Springer Verlag, 2015 Abstract: We are studying long term sequence prediction (forecasting). We approach this by investigating criteria for choosing a compact useful state representation. The state is supposed to summarize useful information from the history. We want a method that is asymptotically consistent in the sense it will provably eventually only choose between alternatives that satisfy an optimality property related to the used criterion. We extend our work to the case where there is side information that one can take advantage of and, furthermore, we briefly discuss the active setting where an agent takes actions to achieve desirable outcomes. Keyword: asymptotic consistency; ergodicity; Finite State Machine (FSM); Hidden Markov Model (HMM); Markov Process (MP); model selection; Penalized Maximum Likelihood (PML); Probabilistic Deterministic Finite State Automata (PDFA); reinforcement learning; suffix trees URL: http://hdl.handle.net/1885/14900 https://doi.org/10.1007/978-3-642-16108-7_29 BASE Hide details 3 A Monte-Carlo AIXI Approximation Veness, Joel; Ng, Kee Siong; Hutter, Marcus... In: Journal of Artificial Intelligence Research (2015) BASE Show details 4 A Monte-Carlo AIXI Approximation Veness, Joel; Ng, Kee Siong; Hutter, Marcus... In: Journal of Artificial Intelligence Research (2015) BASE Show details 5 Reinforcement learning via AIXI Approximation Veness, Joel; Ng, Kee Siong; Hutter, Marcus. - : AAAI Press, 2015 BASE Show details 6 Feature Reinforcement Leaning using Looping Suffix Trees Daswani, Mayank; Sunehag, Peter; Hutter, Marcus In: JMLR: Workshop and Conference Proceedings (2015) BASE Show details 7 Reinforcement learning via AIXI Approximation Veness, Joel; Ng, Kee Siong; Hutter, Marcus. - : AAAI Press, 2015 BASE Show details 8 Feature Reinforcement Leaning using Looping Suffix Trees Daswani, Mayank; Sunehag, Peter; Hutter, Marcus. - : JMLR, 2015 BASE Show details 9 Consistency of Feature Markov Processes Sunehag, Peter; Hutter, Marcus. - : Springer Verlag, 2015 BASE Show details 10 Feature reinforcement learning using looping suffix trees Daswani, Mayank; Sunehag, Peter; Hutter, Marcus. - : Journal of Machine Learning Research, 2015 BASE Show details 11 Tests of machine intelligence Legg, Shane; Hutter, Marcus. - : Springer Verlag, 2015 BASE Show details 12 Can intelligence explode? Hutter, Marcus In: Journal of Consciousness Studies (2015) BASE Show details 13 Universal intelligence: A definition of machine intelligence Legg, Shane; Hutter, Marcus In: Minds and Machines: journal for artificial intelligence, philosophy and cognitive sciences (2015) BASE Show details 14 Can intelligence explode? Hutter, Marcus In: Journal of Consciousness Studies (2015) BASE Show details 15 Universal intelligence: a definition of machine intelligence Legg, Shane; Hutter, Marcus In: Minds and Machines (2015) BASE Show details 16 Universal intelligence: a definition of machine intelligence Legg, Shane; Hutter, Marcus In: Minds and Machines (2015) BASE Show details 17 Open problems in universal induction & intelligence Hutter, Marcus In: Algorithms (2015) BASE Show details 18 Open Problems in Universal Induction & Intelligence Hutter, Marcus In: Algorithms (2015) BASE Show details 19 Artificial general intelligence: Proceedings of the Second Conference on Artificial General Intelligence, AGI 2009, Arlington, Virginia, USA, March 6-9, 2009 Goertzel, Ben; Hitzler, Pascal; Hutter, Marcus. - : Atlantis Press, 2015 BASE Show details 20 Universal intelligence: A definition of machine intelligence Legg, Shane; Hutter, Marcus In: Minds and Machines: journal for artificial intelligence, philosophy and cognitive sciences (2015) BASE Show details Page: 1 2

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