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Abstract: We have employed Algorithmic Probability Theory to construct a system for machine learning of great power and generality. The principal thrust of present research is the design of sequences of problems to train this system. (Update)
Context of citations to this paper: More
...language. Informally, a revolution corresponds to a self improvement with high conceptual jump size (an expression coined by Solomonoff, 1990), while evolution corresponds to a sequence of selfimprovements with low conceptual jump sizes. 3. Inserting prior bias. The...
.... Informally, a revolution corresponds to a self improvement with high conceptual jump size (an expression coined by Solomonoff [46]) One nice thing about open ended incremental self improvement is that there is no significant theoretical limit to the nature of the...
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A General Method for Incremental Self-Improvement and.. - Schmidhuber (1996) (Correct)
Minimal Model Complexity Search - Chris McConnell (Correct)
A General Method for Incremental Self-Improvement and.. - Schmidhuber (1998) (Correct)
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1.5: The Application Of Algorithmic Probability to Problems in.. - Solomonoff (1986) (Correct)
0.5: A FORMAL THEORY OF INDUCTIVE INFERENCE, Part l - Solomonoff (1964) (Correct)
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0.3: Progress in Incremental Machine Learning - Solomonoff (2003) (Correct)
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6: A formal theory of inductive inference (context) - Solomonoff - 1964
5: the length of programs for computing finite binary sequences - Chaitin - 1966
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BibTeX entry: (Update)
Solomonoff, R. (1990). A system for incremental learning based on algorithmic probability. In Pednault, E. P. D., editor, The Theory and Application of Minimal-Length Encoding (Preprint of Symposium papers of AAAI 1990 Spring Symposium). http://citeseer.ist.psu.edu/solomonoff89system.html More
@article{ solomonoff90system,
author = "R. Solomonoff",
title = "A system for incremental learning based on algorithmic probability",
journal = "AAAI Symp on The Theory and Application of Minimal Length Encoding",
pages = "140--146",
year = "1990",
url = "citeseer.ist.psu.edu/solomonoff89system.html" }
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2 Neurocomputing (context) - Anderson, Rosenfeld - 1988
Documents on the same site (http://world.std.com/~rjs/pubs.html): More
The Application Of Algorithmic Probability to Problems in.. - Solomonoff (1986) (Correct)
Progress in Incremental Machine Learning - Solomonoff (2003) (Correct)
The Universal Distribution and Machine Learning - Solomonoff (Correct)
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