398 citations · 1.8k across the 163 of their papers we have counts for
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Distribution of Mutual Information
Marcus Hutter
The mutual information of two random variables i and j with joint probabilities t_ij is commonly used in learning Bayesian nets as well as in many other fields. The chances t_ij ar…
Instantons in QCD: Theory and Application of the Instanton Liquid Model
Marcus Hutter
Numerical and anaytical studies of the instanton liquid model have allowed the determination of many hadronic parameters during the last 13 years. Most part of this thesis is devot…
Convergence and Error Bounds for Universal Prediction of Nonbinary Sequences
Marcus Hutter
Solomonoff's uncomputable universal prediction scheme allows to predict the next symbol of a sequence for any Turing computable, but otherwise unknown, pr…
Market-Based Reinforcement Learning in Partially Observable Worlds
Ivo Kwee, Marcus Hutter, Juergen Schmidhuber
Unlike traditional reinforcement learning (RL), market-based RL is in principle applicable to worlds described by partially observable Markov Decision Processes (POMDPs), where an…
Fitness Uniform Selection to Preserve Genetic Diversity
Marcus Hutter
In evolutionary algorithms, the fitness of a population increases with time by mutating and recombining individuals and by a biased selection of more fit individuals. The right sel…
An effective Procedure for Speeding up Algorithms
Marcus Hutter
The provably asymptotically fastest algorithm within a factor of 5 for formally described problems will be constructed. The main idea is to enumerate all programs provably equivale…