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Marcus Hutter: [Publications] [Author Rank by year] [Co-authors] [Prefers] [Cites] [Cited by]

Publications of Author

  1. Alexey V. Chernov, Marcus Hutter
    Monotone Conditional Complexity Bounds on Future Prediction Errors. [Citation Graph (0, 0)][DBLP]
    ALT, 2005, pp:414-428 [Conf]
  2. Marcus Hutter
    On the Existence and Convergence of Computable Universal Priors. [Citation Graph (0, 0)][DBLP]
    ALT, 2003, pp:298-312 [Conf]
  3. Marcus Hutter
    General Discounting Versus Average Reward. [Citation Graph (0, 0)][DBLP]
    ALT, 2006, pp:244-258 [Conf]
  4. Marcus Hutter, Andrej Muchnik
    Universal Convergence of Semimeasures on Individual Random Sequences. [Citation Graph (0, 0)][DBLP]
    ALT, 2004, pp:234-248 [Conf]
  5. Marcus Hutter, Jan Poland
    Prediction with Expert Advice by Following the Perturbed Leader for General Weights. [Citation Graph (0, 0)][DBLP]
    ALT, 2004, pp:279-293 [Conf]
  6. Jan Poland, Marcus Hutter
    On the Convergence Speed of MDL Predictions for Bernoulli Sequences. [Citation Graph (0, 0)][DBLP]
    ALT, 2004, pp:294-308 [Conf]
  7. Jan Poland, Marcus Hutter
    Defensive Universal Learning with Experts. [Citation Graph (0, 0)][DBLP]
    ALT, 2005, pp:356-370 [Conf]
  8. Daniil Ryabko, Marcus Hutter
    Asymptotic Learnability of Reinforcement Problems with Arbitrary Dependence. [Citation Graph (0, 0)][DBLP]
    ALT, 2006, pp:334-347 [Conf]
  9. Marcus Hutter
    Self-Optimizing and Pareto-Optimal Policies in General Environments Based on Bayes-Mixtures. [Citation Graph (0, 0)][DBLP]
    COLT, 2002, pp:364-379 [Conf]
  10. Marcus Hutter
    Sequence Prediction Based on Monotone Complexity. [Citation Graph (0, 0)][DBLP]
    COLT, 2003, pp:506-521 [Conf]
  11. Marcus Hutter
    An Open Problem Regarding the Convergence of Universal A Priori Probability. [Citation Graph (0, 0)][DBLP]
    COLT, 2003, pp:738-740 [Conf]
  12. Jan Poland, Marcus Hutter
    Convergence of Discrete MDL for Sequential Prediction. [Citation Graph (0, 0)][DBLP]
    COLT, 2004, pp:300-314 [Conf]
  13. Marcus Hutter
    Towards a Universal Theory of Artificial Intelligence Based on Algorithmic Probability and Sequential Decisions. [Citation Graph (0, 0)][DBLP]
    ECML, 2001, pp:226-238 [Conf]
  14. Marcus Hutter
    Convergence and Error Bounds for Universal Prediction of Nonbinary Sequences. [Citation Graph (0, 0)][DBLP]
    ECML, 2001, pp:239-250 [Conf]
  15. Shane Legg, Marcus Hutter
    Fitness uniform deletion: a simple way to preserve diversity. [Citation Graph (0, 0)][DBLP]
    GECCO, 2005, pp:1271-1278 [Conf]
  16. Viktor Zhumatiy, Faustino J. Gomez, Marcus Hutter, Jürgen Schmidhuber
    Metric State Space Reinforcement Learning for a Vision-Capable Mobile Robot. [Citation Graph (0, 0)][DBLP]
    IAS, 2006, pp:272-281 [Conf]
  17. Ivo Kwee, Marcus Hutter, Jürgen Schmidhuber
    Market-Based Reinforcement Learning in Partially Observable Worlds. [Citation Graph (0, 0)][DBLP]
    ICANN, 2001, pp:865-873 [Conf]
  18. Marcus Hutter
    General Loss Bounds for Universal Sequence Prediction. [Citation Graph (0, 0)][DBLP]
    ICML, 2001, pp:210-217 [Conf]
  19. Shane Legg, Marcus Hutter
    A Universal Measure of Intelligence for Artificial Agents. [Citation Graph (0, 0)][DBLP]
    IJCAI, 2005, pp:1509-1510 [Conf]
  20. Marcus Hutter
    Robust Estimators under the Imprecise Dirichlet Model. [Citation Graph (0, 0)][DBLP]
    ISIPTA, 2003, pp:274-289 [Conf]
  21. Marcus Hutter, Marco Zaffalon
    Bayesian Treatment of Incomplete Discrete Data Applied to Mutual Information and Feature Selection. [Citation Graph (0, 0)][DBLP]
    KI, 2003, pp:396-406 [Conf]
  22. Marcus Hutter
    On the Foundations of Universal Sequence Prediction. [Citation Graph (0, 0)][DBLP]
    TAMC, 2006, pp:408-420 [Conf]
  23. Marco Zaffalon, Marcus Hutter
    Robust Feature Selection by Mutual Information Distributions. [Citation Graph (0, 0)][DBLP]
    UAI, 2002, pp:577-584 [Conf]
  24. Marco Zaffalon, Marcus Hutter
    Robust inference of trees. [Citation Graph (0, 0)][DBLP]
    Ann. Math. Artif. Intell., 2005, v:45, n:1-2, pp:215-239 [Journal]
  25. Marcus Hutter
    A Theory of Universal Artificial Intelligence based on Algorithmic Complexity [Citation Graph (0, 0)][DBLP]
    CoRR, 2000, v:0, n:, pp:- [Journal]
  26. Marcus Hutter
    Towards a Universal Theory of Artificial Intelligence based on Algorithmic Probability and Sequential Decision Theory [Citation Graph (0, 0)][DBLP]
    CoRR, 2000, v:0, n:, pp:- [Journal]
  27. Marcus Hutter
    General Loss Bounds for Universal Sequence Prediction [Citation Graph (0, 0)][DBLP]
    CoRR, 2001, v:0, n:, pp:- [Journal]
  28. Marcus Hutter
    Fitness Uniform Selection to Preserve Genetic Diversity [Citation Graph (0, 0)][DBLP]
    CoRR, 2001, v:0, n:, pp:- [Journal]
  29. Ivo Kwee, Marcus Hutter, Jürgen Schmidhuber
    Market-Based Reinforcement Learning in Partially Observable Worlds [Citation Graph (0, 0)][DBLP]
    CoRR, 2001, v:0, n:, pp:- [Journal]
  30. Ivo Kwee, Marcus Hutter, Jürgen Schmidhuber
    Gradient-based Reinforcement Planning in Policy-Search Methods [Citation Graph (0, 0)][DBLP]
    CoRR, 2001, v:0, n:, pp:- [Journal]
  31. Marcus Hutter
    Distribution of Mutual Information [Citation Graph (0, 0)][DBLP]
    CoRR, 2001, v:0, n:, pp:- [Journal]
  32. Marcus Hutter
    Self-Optimizing and Pareto-Optimal Policies in General Environments based on Bayes-Mixtures [Citation Graph (0, 0)][DBLP]
    CoRR, 2002, v:0, n:, pp:- [Journal]
  33. Marco Zaffalon, Marcus Hutter
    Robust Feature Selection by Mutual Information Distributions [Citation Graph (0, 0)][DBLP]
    CoRR, 2002, v:0, n:, pp:- [Journal]
  34. Marcus Hutter
    Sequence Prediction based on Monotone Complexity [Citation Graph (0, 0)][DBLP]
    CoRR, 2003, v:0, n:, pp:- [Journal]
  35. Marcus Hutter
    Optimal Sequential Decisions based on Algorithmic Probability [Citation Graph (0, 0)][DBLP]
    CoRR, 2003, v:0, n:, pp:- [Journal]
  36. Marcus Hutter
    New Error Bounds for Solomonoff Prediction [Citation Graph (0, 0)][DBLP]
    CoRR, 1999, v:0, n:, pp:- [Journal]
  37. Marcus Hutter
    An effective Procedure for Speeding up Algorithms [Citation Graph (0, 0)][DBLP]
    CoRR, 2001, v:0, n:, pp:- [Journal]
  38. Marcus Hutter
    The Fastest and Shortest Algorithm for All Well-Defined Problems [Citation Graph (0, 0)][DBLP]
    CoRR, 2002, v:0, n:, pp:- [Journal]
  39. Monaldo Mastrolilli, Marcus Hutter
    Hybrid Rounding Techniques for Knapsack Problems [Citation Graph (0, 0)][DBLP]
    CoRR, 2003, v:0, n:, pp:- [Journal]
  40. Marcus Hutter
    Convergence and Error Bounds for Universal Prediction of Nonbinary Sequences [Citation Graph (0, 0)][DBLP]
    CoRR, 2001, v:0, n:, pp:- [Journal]
  41. Marcus Hutter
    Convergence and Loss Bounds for Bayesian Sequence Prediction [Citation Graph (0, 0)][DBLP]
    CoRR, 2003, v:0, n:, pp:- [Journal]
  42. Marcus Hutter
    On the Existence and Convergence Computable Universal Priors [Citation Graph (0, 0)][DBLP]
    CoRR, 2003, v:0, n:, pp:- [Journal]
  43. Marcus Hutter, Marco Zaffalon
    Bayesian Treatment of Incomplete Discrete Data applied to Mutual Information and Feature Selection [Citation Graph (0, 0)][DBLP]
    CoRR, 2003, v:0, n:, pp:- [Journal]
  44. Marcus Hutter
    Optimality of Universal Bayesian Sequence Prediction for General Loss and Alphabet [Citation Graph (0, 0)][DBLP]
    CoRR, 2003, v:0, n:, pp:- [Journal]
  45. Marcus Hutter, Marco Zaffalon
    Distribution of Mutual Information from Complete and Incomplete Data [Citation Graph (0, 0)][DBLP]
    CoRR, 2004, v:0, n:, pp:- [Journal]
  46. Shane Legg, Marcus Hutter, Akshat Kumar
    Tournament versus Fitness Uniform Selection [Citation Graph (0, 0)][DBLP]
    CoRR, 2004, v:0, n:, pp:- [Journal]
  47. Jan Poland, Marcus Hutter
    Convergence of Discrete MDL for Sequential Prediction [Citation Graph (0, 0)][DBLP]
    CoRR, 2004, v:0, n:, pp:- [Journal]
  48. Marcus Hutter, Jan Poland
    Prediction with Expert Advice by Following the Perturbed Leader for General Weights [Citation Graph (0, 0)][DBLP]
    CoRR, 2004, v:0, n:, pp:- [Journal]
  49. Jan Poland, Marcus Hutter
    On the Convergence Speed of MDL Predictions for Bernoulli Sequences [Citation Graph (0, 0)][DBLP]
    CoRR, 2004, v:0, n:, pp:- [Journal]
  50. Marcus Hutter, Andrej Muchnik
    Universal Convergence of Semimeasures on Individual Random Sequences [Citation Graph (0, 0)][DBLP]
    CoRR, 2004, v:0, n:, pp:- [Journal]
  51. Monaldo Mastrolilli, Marcus Hutter
    Hybrid rounding techniques for knapsack problems. [Citation Graph (0, 0)][DBLP]
    Discrete Applied Mathematics, 2006, v:154, n:4, pp:640-649 [Journal]
  52. Alexey V. Chernov, Marcus Hutter, Jürgen Schmidhuber
    Algorithmic complexity bounds on future prediction errors. [Citation Graph (0, 0)][DBLP]
    Inf. Comput., 2007, v:205, n:2, pp:242-261 [Journal]
  53. Marcus Hutter
    The Fastest and Shortest Algorithm for all Well-Defined Problems. [Citation Graph (0, 0)][DBLP]
    Int. J. Found. Comput. Sci., 2002, v:13, n:3, pp:431-443 [Journal]
  54. Marcus Hutter
    New Error Bounds for Solomonoff Prediction. [Citation Graph (0, 0)][DBLP]
    J. Comput. Syst. Sci., 2001, v:62, n:4, pp:653-667 [Journal]
  55. Marcus Hutter
    Sequential predictions based on algorithmic complexity. [Citation Graph (0, 0)][DBLP]
    J. Comput. Syst. Sci., 2006, v:72, n:1, pp:95-117 [Journal]
  56. Marcus Hutter
    Optimality of Universal Bayesian Sequence Prediction for General Loss and Alphabet. [Citation Graph (0, 0)][DBLP]
    Journal of Machine Learning Research, 2003, v:4, n:, pp:971-1000 [Journal]
  57. Marcus Hutter, Jan Poland
    Adaptive Online Prediction by Following the Perturbed Leader. [Citation Graph (0, 0)][DBLP]
    Journal of Machine Learning Research, 2005, v:6, n:, pp:639-660 [Journal]
  58. Marcus Hutter
    On generalized computable universal priors and their convergence. [Citation Graph (0, 0)][DBLP]
    Theor. Comput. Sci., 2006, v:364, n:1, pp:27-41 [Journal]
  59. Marcus Hutter, Shane Legg
    Fitness uniform optimization. [Citation Graph (0, 0)][DBLP]
    IEEE Trans. Evolutionary Computation, 2006, v:10, n:5, pp:568-589 [Journal]
  60. Marcus Hutter
    Convergence and loss bounds for Bayesian sequence prediction. [Citation Graph (0, 0)][DBLP]
    IEEE Transactions on Information Theory, 2003, v:49, n:8, pp:2061-2067 [Journal]
  61. Jan Poland, Marcus Hutter
    Asymptotics of discrete MDL for online prediction. [Citation Graph (0, 0)][DBLP]
    IEEE Transactions on Information Theory, 2005, v:51, n:11, pp:3780-3795 [Journal]
  62. Jan Poland, Marcus Hutter
    MDL convergence speed for Bernoulli sequences. [Citation Graph (0, 0)][DBLP]
    Statistics and Computing, 2006, v:16, n:2, pp:161-175 [Journal]
  63. Marcus Hutter, Marco Zaffalon
    Distribution of mutual information from complete and incomplete data. [Citation Graph (0, 0)][DBLP]
    Computational Statistics & Data Analysis, 2005, v:48, n:3, pp:633-657 [Journal]
  64. Marcus Hutter, Rocco A. Servedio, Eiji Takimoto
    Editors' Introduction. [Citation Graph (0, 0)][DBLP]
    ALT, 2007, pp:1-8 [Conf]
  65. Marcus Hutter
    The Loss Rank Principle for Model Selection. [Citation Graph (0, 0)][DBLP]
    COLT, 2007, pp:589-603 [Conf]
  66. Alexey V. Chernov, Marcus Hutter, Jürgen Schmidhuber
    Algorithmic Complexity Bounds on Future Prediction Errors [Citation Graph (0, 0)][DBLP]
    CoRR, 2007, v:0, n:, pp:- [Journal]
  67. Marcus Hutter
    Universal Algorithmic Intelligence: A mathematical top->down approach [Citation Graph (0, 0)][DBLP]
    CoRR, 2007, v:0, n:, pp:- [Journal]
  68. Marcus Hutter
    The Loss Rank Principle for Model Selection [Citation Graph (0, 0)][DBLP]
    CoRR, 2007, v:0, n:, pp:- [Journal]
  69. Marcus Hutter
    Algorithmic Information Theory: a brief non-technical guide to the field [Citation Graph (0, 0)][DBLP]
    CoRR, 2007, v:0, n:, pp:- [Journal]
  70. Shane Legg, Marcus Hutter
    A Collection of Definitions of Intelligence [Citation Graph (0, 0)][DBLP]
    CoRR, 2007, v:0, n:, pp:- [Journal]
  71. Marcus Hutter, Shane Legg
    Fitness Uniform Optimization [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  72. Jan Poland, Marcus Hutter
    MDL Convergence Speed for Bernoulli Sequences [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  73. Viktor Zhumatiy, Faustino J. Gomez, Marcus Hutter, Jürgen Schmidhuber
    Metric State Space Reinforcement Learning for a Vision-Capable Mobile Robot [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  74. Daniil Ryabko, Marcus Hutter
    Asymptotic Learnability of Reinforcement Problems with Arbitrary Dependence [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  75. Jan Poland, Marcus Hutter
    Master Algorithms for Active Experts Problems based on Increasing Loss Values [Citation Graph (0, 0)][DBLP]
    CoRR, 2005, v:0, n:, pp:- [Journal]
  76. Jan Poland, Marcus Hutter
    Strong Asymptotic Assertions for Discrete MDL in Regression and Classification [Citation Graph (0, 0)][DBLP]
    CoRR, 2005, v:0, n:, pp:- [Journal]
  77. Marcus Hutter
    On Generalized Computable Universal Priors and their Convergence [Citation Graph (0, 0)][DBLP]
    CoRR, 2005, v:0, n:, pp:- [Journal]
  78. Marcus Hutter
    On the Foundations of Universal Sequence Prediction [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  79. Shane Legg, Marcus Hutter
    A Formal Measure of Machine Intelligence [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  80. Marcus Hutter
    General Discounting versus Average Reward [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  81. Daniil Ryabko, Marcus Hutter
    On Sequence Prediction for Arbitrary Measures [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  82. Marcus Hutter
    Bayesian Regression of Piecewise Constant Functions [Citation Graph (0, 0)][DBLP]
    CoRR, 2006, v:0, n:, pp:- [Journal]
  83. Shane Legg, Marcus Hutter
    Fitness Uniform Deletion: A Simple Way to Preserve Diversity [Citation Graph (0, 0)][DBLP]
    CoRR, 2005, v:0, n:, pp:- [Journal]
  84. Marcus Hutter, Jan Poland
    Adaptive Online Prediction by Following the Perturbed Leader [Citation Graph (0, 0)][DBLP]
    CoRR, 2005, v:0, n:, pp:- [Journal]
  85. Marcus Hutter, Andrej Muchnik
    On Semimeasures Predicting Martin-Loef Random Sequences [Citation Graph (0, 0)][DBLP]
    CoRR, 2007, v:0, n:, pp:- [Journal]
  86. Marcus Hutter
    On Universal Prediction and Bayesian Confirmation [Citation Graph (0, 0)][DBLP]
    CoRR, 2007, v:0, n:, pp:- [Journal]
  87. Marcus Hutter, Andrej Muchnik
    On semimeasures predicting Martin-Löf random sequences. [Citation Graph (0, 0)][DBLP]
    Theor. Comput. Sci., 2007, v:382, n:3, pp:247-261 [Journal]
  88. Marcus Hutter
    On universal prediction and Bayesian confirmation. [Citation Graph (0, 0)][DBLP]
    Theor. Comput. Sci., 2007, v:384, n:1, pp:33-48 [Journal]

  89. Reinforcement Learning via AIXI Approximation. [Citation Graph (, )][DBLP]


  90. Editors' Introduction. [Citation Graph (, )][DBLP]


  91. Consistency of Feature Markov Processes. [Citation Graph (, )][DBLP]


  92. Sequence prediction for non-stationary processes. [Citation Graph (, )][DBLP]


  93. 06051 Abstracts Collection -- Kolmogorov Complexity and Applications. [Citation Graph (, )][DBLP]


  94. Learning in Reactive Environments with Arbitrary Dependence. [Citation Graph (, )][DBLP]


  95. Complexity Monotone in Conditions and Future Prediction Errors. [Citation Graph (, )][DBLP]


  96. Bayesian Joint Estimation of CN and LOH Aberrations. [Citation Graph (, )][DBLP]


  97. Temporal Difference Updating without a Learning Rate. [Citation Graph (, )][DBLP]


  98. A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data. [Citation Graph (, )][DBLP]


  99. Equivalence of probabilistic tournament and polynomial ranking selection. [Citation Graph (, )][DBLP]


  100. Tests of Machine Intelligence. [Citation Graph (, )][DBLP]


  101. Predicting non-stationary processes. [Citation Graph (, )][DBLP]


  102. Bayesian DNA copy number analysis. [Citation Graph (, )][DBLP]


  103. An integrated Bayesian analysis of LOH and copy number data. [Citation Graph (, )][DBLP]


  104. Asymptotics of Discrete MDL for Online Prediction [Citation Graph (, )][DBLP]


  105. Monotone Conditional Complexity Bounds on Future Prediction Errors [Citation Graph (, )][DBLP]


  106. Defensive Universal Learning with Experts [Citation Graph (, )][DBLP]


  107. Sequential Predictions based on Algorithmic Complexity [Citation Graph (, )][DBLP]


  108. Universal Learning of Repeated Matrix Games [Citation Graph (, )][DBLP]


  109. Robust Inference of Trees [Citation Graph (, )][DBLP]


  110. Universal Intelligence: A Definition of Machine Intelligence [Citation Graph (, )][DBLP]


  111. Tests of Machine Intelligence [Citation Graph (, )][DBLP]


  112. Equivalence of Probabilistic Tournament and Polynomial Ranking Selection [Citation Graph (, )][DBLP]


  113. Predictive Hypothesis Identification [Citation Graph (, )][DBLP]


  114. Feature Markov Decision Processes [Citation Graph (, )][DBLP]


  115. Feature Dynamic Bayesian Networks [Citation Graph (, )][DBLP]


  116. A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data [Citation Graph (, )][DBLP]


  117. Limits of Learning about a Categorical Latent Variable under Prior Near-Ignorance [Citation Graph (, )][DBLP]


  118. Feature Reinforcement Learning: Part I: Unstructured MDPs [Citation Graph (, )][DBLP]


  119. Open Problems in Universal Induction & Intelligence [Citation Graph (, )][DBLP]


  120. Temporal Difference Updating without a Learning Rate [Citation Graph (, )][DBLP]


  121. On the Possibility of Learning in Reactive Environments with Arbitrary Dependence [Citation Graph (, )][DBLP]


  122. A Monte Carlo AIXI Approximation [Citation Graph (, )][DBLP]


  123. Matching 2-D Ellipses to 3-D Circles with Application to Vehicle Pose Estimation [Citation Graph (, )][DBLP]


  124. A Complete Theory of Everything (will be subjective) [Citation Graph (, )][DBLP]


  125. Model Selection with the Loss Rank Principle [Citation Graph (, )][DBLP]


  126. Reinforcement Learning via AIXI Approximation [Citation Graph (, )][DBLP]


  127. Consistency of Feature Markov Processes [Citation Graph (, )][DBLP]


  128. A Bayesian Review of the Poisson-Dirichlet Process [Citation Graph (, )][DBLP]


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