2009 | ||
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129 | Paola M. V. Rancoita, Marcus Hutter, Francesco Bertoni, Ivo Kwee: Bayesian Joint Estimation of CN and LOH Aberrations. IWANN (2) 2009: 1109-1117 | |
128 | Ke Zhang, Marcus Hutter, Huidong Jin: A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data. PAKDD 2009: 813-822 | |
127 | Paola M. V. Rancoita, Marcus Hutter, Francesco Bertoni, Ivo Kwee: Bayesian DNA copy number analysis. BMC Bioinformatics 10: (2009) | |
126 | Ke Zhang, Marcus Hutter, Huidong Jin: A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data CoRR abs/0903.3257: (2009) | |
125 | Alberto Piatti, Marco Zaffalon, Fabio Trojani, Marcus Hutter: Limits of Learning about a Categorical Latent Variable under Prior Near-Ignorance CoRR abs/0904.4527: (2009) | |
124 | Marcus Hutter: Feature Reinforcement Learning: Part I: Unstructured MDPs CoRR abs/0906.1713: (2009) | |
123 | Marcus Hutter: Open Problems in Universal Induction & Intelligence CoRR abs/0907.0746: (2009) | |
122 | Joel Veness, Kee Siong Ng, Marcus Hutter, David Silver: A Monte Carlo AIXI Approximation CoRR abs/0909.0801: (2009) | |
121 | Marcus Hutter, Nathan Brewer: Matching 2-D Ellipses to 3-D Circles with Application to Vehicle Pose Estimation CoRR abs/0912.3589: (2009) | |
120 | Marcus Hutter: A Complete Theory of Everything (will be subjective) CoRR abs/0912.5434: (2009) | |
119 | Marcus Hutter: Practical robust estimators for the imprecise Dirichlet model. Int. J. Approx. Reasoning 50(2): 231-242 (2009) | |
118 | Alberto Piatti, Marco Zaffalon, Fabio Trojani, Marcus Hutter: Limits of learning about a categorical latent variable under prior near-ignorance. Int. J. Approx. Reasoning 50(4): 597-611 (2009) | |
117 | Marcus Hutter, Rocco A. Servedio: Preface. Theor. Comput. Sci. 410(19): 1747-1748 (2009) | |
2008 | ||
116 | Kassel Hingee, Marcus Hutter: Equivalence of probabilistic tournament and polynomial ranking selection. IEEE Congress on Evolutionary Computation 2008: 564-571 | |
115 | Daniil Ryabko, Marcus Hutter: Predicting non-stationary processes. Appl. Math. Lett. 21(5): 477-482 (2008) | |
114 | Kassel Hingee, Marcus Hutter: Equivalence of Probabilistic Tournament and Polynomial Ranking Selection CoRR abs/0803.2925: (2008) | |
113 | Marcus Hutter: Predictive Hypothesis Identification CoRR abs/0809.1270: (2008) | |
112 | Marcus Hutter, Shane Legg: Temporal Difference Updating without a Learning Rate CoRR abs/0810.5631: (2008) | |
111 | Daniil Ryabko, Marcus Hutter: On the Possibility of Learning in Reactive Environments with Arbitrary Dependence CoRR abs/0810.5636: (2008) | |
110 | Marcus Hutter: Feature Markov Decision Processes CoRR abs/0812.4580: (2008) | |
109 | Marcus Hutter: Feature Dynamic Bayesian Networks CoRR abs/0812.4581: (2008) | |
108 | Marcus Hutter: Algorithmic complexity. Scholarpedia 3(1): 2573 (2008) | |
107 | Daniil Ryabko, Marcus Hutter: On the possibility of learning in reactive environments with arbitrary dependence. Theor. Comput. Sci. 405(3): 274-284 (2008) | |
2007 | ||
106 | Marcus Hutter, Rocco A. Servedio, Eiji Takimoto: Algorithmic Learning Theory, 18th International Conference, ALT 2007, Sendai, Japan, October 1-4, 2007, Proceedings Springer 2007 | |
105 | Marcus Hutter, Rocco A. Servedio, Eiji Takimoto: Editors' Introduction. ALT 2007: 1-8 | |
104 | Marcus Hutter: The Loss Rank Principle for Model Selection. COLT 2007: 589-603 | |
103 | Marcus Hutter, Shane Legg: Temporal Difference Updating without a Learning Rate. NIPS 2007 | |
102 | Shane Legg, Marcus Hutter: A Collection of Definitions of Intelligence CoRR abs/0706.3639: (2007) | |
101 | Marcus Hutter, Andrej Muchnik: On Semimeasures Predicting Martin-Loef Random Sequences CoRR abs/0708.2319: (2007) | |
100 | Marcus Hutter: On Universal Prediction and Bayesian Confirmation CoRR abs/0709.1516: (2007) | |
99 | Shane Legg, Marcus Hutter: Universal Intelligence: A Definition of Machine Intelligence CoRR abs/0712.3329: (2007) | |
98 | Shane Legg, Marcus Hutter: Tests of Machine Intelligence CoRR abs/0712.3825: (2007) | |
97 | Alexey V. Chernov, Marcus Hutter, Jürgen Schmidhuber: Algorithmic Complexity Bounds on Future Prediction Errors CoRR abs/cs/0701120: (2007) | |
96 | Marcus Hutter: Universal Algorithmic Intelligence: A mathematical top->down approach CoRR abs/cs/0701125: (2007) | |
95 | Marcus Hutter: Algorithmic Information Theory: a brief non-technical guide to the field CoRR abs/cs/0703024: (2007) | |
94 | Marcus Hutter: The Loss Rank Principle for Model Selection CoRR abs/math/0702804: (2007) | |
93 | Alexey V. Chernov, Marcus Hutter, Jürgen Schmidhuber: Algorithmic complexity bounds on future prediction errors. Inf. Comput. 205(2): 242-261 (2007) | |
92 | Marcus Hutter: Algorithmic information theory. Scholarpedia 2(3): 2519 (2007) | |
91 | Marcus Hutter, Shane Legg, Paul M. B. Vitányi: Algorithmic probability. Scholarpedia 2(8): 2572 (2007) | |
90 | Marcus Hutter, Andrej Muchnik: On semimeasures predicting Martin-Löf random sequences. Theor. Comput. Sci. 382(3): 247-261 (2007) | |
89 | Marcus Hutter: On universal prediction and Bayesian confirmation. Theor. Comput. Sci. 384(1): 33-48 (2007) | |
2006 | ||
88 | Marcus Hutter, Wolfgang Merkle, Paul M. B. Vitányi: Kolmogorov Complexity and Applications, 29.01. - 03.02.2006 Internationales Begegnungs- und Forschungszentrum fuer Informatik (IBFI), Schloss Dagstuhl, Germany 2006 | |
87 | Shane Legg, Marcus Hutter: Tests of Machine Intelligence. 50 Years of Artificial Intelligence 2006: 232-242 | |
86 | Marcus Hutter: General Discounting Versus Average Reward. ALT 2006: 244-258 | |
85 | Daniil Ryabko, Marcus Hutter: Asymptotic Learnability of Reinforcement Problems with Arbitrary Dependence. ALT 2006: 334-347 | |
84 | Daniil Ryabko, Marcus Hutter: Sequence prediction for non-stationary processes. Combinatorial and Algorithmic Foundations of Pattern and Association Discovery 2006 | |
83 | Viktor Zhumatiy, Faustino J. Gomez, Marcus Hutter, Jürgen Schmidhuber: Metric State Space Reinforcement Learning for a Vision-Capable Mobile Robot. IAS 2006: 272-281 | |
82 | Marcus Hutter, Wolfgang Merkle, Paul M. B. Vitányi: 06051 Abstracts Collection -- Kolmogorov Complexity and Applications. Kolmogorov Complexity and Applications 2006 | |
81 | Alexey V. Chernov, Marcus Hutter, Jürgen Schmidhuber: Complexity Monotone in Conditions and Future Prediction Errors. Kolmogorov Complexity and Applications 2006 | |
80 | Daniil Ryabko, Marcus Hutter: Learning in Reactive Environments with Arbitrary Dependence. Kolmogorov Complexity and Applications 2006 | |
79 | Marcus Hutter: On the Foundations of Universal Sequence Prediction. TAMC 2006: 408-420 | |
78 | Viktor Zhumatiy, Faustino J. Gomez, Marcus Hutter, Jürgen Schmidhuber: Metric State Space Reinforcement Learning for a Vision-Capable Mobile Robot CoRR abs/cs/0603023: (2006) | |
77 | Daniil Ryabko, Marcus Hutter: Asymptotic Learnability of Reinforcement Problems with Arbitrary Dependence CoRR abs/cs/0603110: (2006) | |
76 | Marcus Hutter: On the Foundations of Universal Sequence Prediction CoRR abs/cs/0605009: (2006) | |
75 | Shane Legg, Marcus Hutter: A Formal Measure of Machine Intelligence CoRR abs/cs/0605024: (2006) | |
74 | Marcus Hutter: General Discounting versus Average Reward CoRR abs/cs/0605040: (2006) | |
73 | Daniil Ryabko, Marcus Hutter: On Sequence Prediction for Arbitrary Measures CoRR abs/cs/0606077: (2006) | |
72 | Marcus Hutter, Shane Legg: Fitness Uniform Optimization CoRR abs/cs/0610126: (2006) | |
71 | Jan Poland, Marcus Hutter: MDL Convergence Speed for Bernoulli Sequences CoRR abs/math/0602505: (2006) | |
70 | Marcus Hutter: Bayesian Regression of Piecewise Constant Functions CoRR abs/math/0606315: (2006) | |
69 | Monaldo Mastrolilli, Marcus Hutter: Hybrid rounding techniques for knapsack problems. Discrete Applied Mathematics 154(4): 640-649 (2006) | |
68 | Marcus Hutter, Shane Legg: Fitness uniform optimization. IEEE Trans. Evolutionary Computation 10(5): 568-589 (2006) | |
67 | Marcus Hutter: Sequential predictions based on algorithmic complexity. J. Comput. Syst. Sci. 72(1): 95-117 (2006) | |
66 | Jan Poland, Marcus Hutter: MDL convergence speed for Bernoulli sequences. Statistics and Computing 16(2): 161-175 (2006) | |
65 | Marcus Hutter: On generalized computable universal priors and their convergence. Theor. Comput. Sci. 364(1): 27-41 (2006) | |
2005 | ||
64 | Jan Poland, Marcus Hutter: Defensive Universal Learning with Experts. ALT 2005: 356-370 | |
63 | Alexey V. Chernov, Marcus Hutter: Monotone Conditional Complexity Bounds on Future Prediction Errors. ALT 2005: 414-428 | |
62 | Shane Legg, Marcus Hutter: Fitness uniform deletion: a simple way to preserve diversity. GECCO 2005: 1271-1278 | |
61 | Shane Legg, Marcus Hutter: A Universal Measure of Intelligence for Artificial Agents. IJCAI 2005: 1509-1510 | |
60 | Marco Zaffalon, Marcus Hutter: Robust inference of trees. Ann. Math. Artif. Intell. 45(1-2): 215-239 (2005) | |
59 | Jan Poland, Marcus Hutter: Master Algorithms for Active Experts Problems based on Increasing Loss Values CoRR abs/cs/0502067: (2005) | |
58 | Marcus Hutter: On Generalized Computable Universal Priors and their Convergence CoRR abs/cs/0503026: (2005) | |
57 | Shane Legg, Marcus Hutter: Fitness Uniform Deletion: A Simple Way to Preserve Diversity CoRR abs/cs/0504035: (2005) | |
56 | Marcus Hutter, Jan Poland: Adaptive Online Prediction by Following the Perturbed Leader CoRR abs/cs/0504078: (2005) | |
55 | Jan Poland, Marcus Hutter: Asymptotics of Discrete MDL for Online Prediction CoRR abs/cs/0506022: (2005) | |
54 | Alexey V. Chernov, Marcus Hutter: Monotone Conditional Complexity Bounds on Future Prediction Errors CoRR abs/cs/0507041: (2005) | |
53 | Jan Poland, Marcus Hutter: Defensive Universal Learning with Experts CoRR abs/cs/0507044: (2005) | |
52 | Marcus Hutter: Sequential Predictions based on Algorithmic Complexity CoRR abs/cs/0508043: (2005) | |
51 | Jan Poland, Marcus Hutter: Universal Learning of Repeated Matrix Games CoRR abs/cs/0508073: (2005) | |
50 | Marco Zaffalon, Marcus Hutter: Robust Inference of Trees CoRR abs/cs/0511087: (2005) | |
49 | Jan Poland, Marcus Hutter: Strong Asymptotic Assertions for Discrete MDL in Regression and Classification CoRR abs/math/0502315: (2005) | |
48 | Marcus Hutter, Marco Zaffalon: Distribution of mutual information from complete and incomplete data. Computational Statistics & Data Analysis 48(3): 633-657 (2005) | |
47 | Jan Poland, Marcus Hutter: Asymptotics of discrete MDL for online prediction. IEEE Transactions on Information Theory 51(11): 3780-3795 (2005) | |
46 | Marcus Hutter, Jan Poland: Adaptive Online Prediction by Following the Perturbed Leader. Journal of Machine Learning Research 6: 639-660 (2005) | |
2004 | ||
45 | Marcus Hutter, Andrej Muchnik: Universal Convergence of Semimeasures on Individual Random Sequences. ALT 2004: 234-248 | |
44 | Marcus Hutter, Jan Poland: Prediction with Expert Advice by Following the Perturbed Leader for General Weights. ALT 2004: 279-293 | |
43 | Jan Poland, Marcus Hutter: On the Convergence Speed of MDL Predictions for Bernoulli Sequences. ALT 2004: 294-308 | |
42 | Jan Poland, Marcus Hutter: Convergence of Discrete MDL for Sequential Prediction. COLT 2004: 300-314 | |
41 | Marcus Hutter, Marco Zaffalon: Distribution of Mutual Information from Complete and Incomplete Data CoRR cs.LG/0403025: (2004) | |
40 | Shane Legg, Marcus Hutter, Akshat Kumar: Tournament versus Fitness Uniform Selection CoRR cs.LG/0403038: (2004) | |
39 | Jan Poland, Marcus Hutter: Convergence of Discrete MDL for Sequential Prediction CoRR cs.LG/0404057: (2004) | |
38 | Marcus Hutter, Jan Poland: Prediction with Expert Advice by Following the Perturbed Leader for General Weights CoRR cs.LG/0405043: (2004) | |
37 | Jan Poland, Marcus Hutter: On the Convergence Speed of MDL Predictions for Bernoulli Sequences CoRR cs.LG/0407039: (2004) | |
36 | Marcus Hutter, Andrej Muchnik: Universal Convergence of Semimeasures on Individual Random Sequences CoRR cs.LG/0407057: (2004) | |
2003 | ||
35 | Marcus Hutter: On the Existence and Convergence of Computable Universal Priors. ALT 2003: 298-312 | |
34 | Marcus Hutter: Sequence Prediction Based on Monotone Complexity. COLT 2003: 506-521 | |
33 | Marcus Hutter: An Open Problem Regarding the Convergence of Universal A Priori Probability. COLT 2003: 738-740 | |
32 | Marcus Hutter: Robust Estimators under the Imprecise Dirichlet Model. ISIPTA 2003: 274-289 | |
31 | Marcus Hutter, Marco Zaffalon: Bayesian Treatment of Incomplete Discrete Data Applied to Mutual Information and Feature Selection. KI 2003: 396-406 | |
30 | Marcus Hutter: Sequence Prediction based on Monotone Complexity CoRR cs.AI/0306036: (2003) | |
29 | Marcus Hutter: Optimal Sequential Decisions based on Algorithmic Probability CoRR cs.AI/0306091: (2003) | |
28 | Monaldo Mastrolilli, Marcus Hutter: Hybrid Rounding Techniques for Knapsack Problems CoRR cs.CC/0305002: (2003) | |
27 | Marcus Hutter: Convergence and Loss Bounds for Bayesian Sequence Prediction CoRR cs.LG/0301014: (2003) | |
26 | Marcus Hutter: On the Existence and Convergence Computable Universal Priors CoRR cs.LG/0305052: (2003) | |
25 | Marcus Hutter, Marco Zaffalon: Bayesian Treatment of Incomplete Discrete Data applied to Mutual Information and Feature Selection CoRR cs.LG/0306126: (2003) | |
24 | Marcus Hutter: Optimality of Universal Bayesian Sequence Prediction for General Loss and Alphabet CoRR cs.LG/0311014: (2003) | |
23 | Marcus Hutter: Convergence and loss bounds for Bayesian sequence prediction. IEEE Transactions on Information Theory 49(8): 2061-2067 (2003) | |
22 | Marcus Hutter: Optimality of Universal Bayesian Sequence Prediction for General Loss and Alphabet. Journal of Machine Learning Research 4: 971-1000 (2003) | |
2002 | ||
21 | Marcus Hutter: Self-Optimizing and Pareto-Optimal Policies in General Environments Based on Bayes-Mixtures. COLT 2002: 364-379 | |
20 | Marco Zaffalon, Marcus Hutter: Robust Feature Selection by Mutual Information Distributions. UAI 2002: 577-584 | |
19 | Marcus Hutter: Self-Optimizing and Pareto-Optimal Policies in General Environments based on Bayes-Mixtures CoRR cs.AI/0204040: (2002) | |
18 | Marco Zaffalon, Marcus Hutter: Robust Feature Selection by Mutual Information Distributions CoRR cs.AI/0206006: (2002) | |
17 | Marcus Hutter: The Fastest and Shortest Algorithm for All Well-Defined Problems CoRR cs.CC/0206022: (2002) | |
16 | Marcus Hutter: The Fastest and Shortest Algorithm for all Well-Defined Problems. Int. J. Found. Comput. Sci. 13(3): 431-443 (2002) | |
2001 | ||
15 | Marcus Hutter: Towards a Universal Theory of Artificial Intelligence Based on Algorithmic Probability and Sequential Decisions. ECML 2001: 226-238 | |
14 | Marcus Hutter: Convergence and Error Bounds for Universal Prediction of Nonbinary Sequences. ECML 2001: 239-250 | |
13 | Ivo Kwee, Marcus Hutter, Jürgen Schmidhuber: Market-Based Reinforcement Learning in Partially Observable Worlds. ICANN 2001: 865-873 | |
12 | Marcus Hutter: General Loss Bounds for Universal Sequence Prediction. ICML 2001: 210-217 | |
11 | Marcus Hutter: General Loss Bounds for Universal Sequence Prediction CoRR cs.AI/0101019: (2001) | |
10 | Marcus Hutter: Fitness Uniform Selection to Preserve Genetic Diversity CoRR cs.AI/0103015: (2001) |