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» On the Foundations of Universal Sequence Prediction
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CORR
2006
Springer
121views Education» more  CORR 2006»
13 years 4 months ago
On the Foundations of Universal Sequence Prediction
Solomonoff completed the Bayesian framework by providing a rigorous, unique, formal, and universal choice for the model class and the prior. We discuss in breadth how and in which...
Marcus Hutter
ECML
2001
Springer
13 years 9 months ago
Convergence and Error Bounds for Universal Prediction of Nonbinary Sequences
Solomonoff’s uncomputable universal prediction scheme ξ allows to predict the next
Marcus Hutter
ICML
2001
IEEE
14 years 5 months ago
General Loss Bounds for Universal Sequence Prediction
The Bayesian framework is ideally suited for induction problems. The probability of observing xt at
Marcus Hutter
TIT
2002
89views more  TIT 2002»
13 years 4 months ago
Universal linear least squares prediction: Upper and lower bounds
We consider the problem of sequential linear prediction of real-valued sequences under the square-error loss function. For this problem, a prediction algorithm has been demonstrate...
Andrew C. Singer, Suleyman Serdar Kozat, Meir Fede...
DCC
2006
IEEE
14 years 4 months ago
Non-Asymptotic Design of Finite State Universal Predictors for Individual Sequences
In this work we consider the problem of universal prediction of individual sequences where the universal predictor is a deterministic finite state machine, with a fixed, relativel...
Amir Ingber, Meir Feder