Dynamics of the evolution of learning algorithms by selection

Physical Review E - Statistical, Nonlinear, and Soft Matter Physics

Volumn 67, Issue 4 1, 2003, Pages 419121-4191211

  Neirotti, Juan Pablo ^a   Caticha, Nestor ^a  

^a UNIVERSITY OF SÃO PAULO   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

CODES (SYMBOLS); GENETIC ENGINEERING; LEARNING ALGORITHMS; MATHEMATICAL OPERATORS;

GENETIC PROGRAMMING (GP);

NEURAL NETWORKS;

ALGORITHM; ARTIFICIAL NEURAL NETWORK; BIOLOGICAL MODEL; HUMAN; LEARNING; STATISTICAL MODEL; TIME FACTOR;

ALGORITHMS; HUMANS; LEARNING; MODELS, GENETIC; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER); TIME FACTORS;

EID: 0037830119     PISSN: 1063651X     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (20)

1. J. R. Koza, Genetic Programming: On the Programming of Computern by Means of Natural Selection (MIT Press, Cambridge, MA. 1992).
2. J. H. Holland, Adaptations in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence (University of Michigan Press, Ann Arbor, 1975).
3. S. Amari, IEEE Trans. Electron. Comput. 16, 299 (1967).
4. A. Engel and C. Van den Broeck, Statistical Mechanics of Learning (Cambridge University Press, Cambridge, 2000).
5. M. Upper and D. Haussler, Phys. Rev. Lett. 66, 2677 (1991).
6. O. Kinouchi and N. Caticha, J. Phys. A 25, 6243 (1992).
7. M. Copelli and N. Caticha, J. Phys. A 28, 1615 (1994).
8. R. Vicente and N. Caticha, J. Phys. A 30, L599 (1997).
9. R. Simonetti and N. Caticha, J. Phys. A 29, 6243 (1996).
10. M. Biehl and H. Schwarze, Europhys. Lett. 20, 733 (1992).
11. O. Kinouchi and N. Caticha, J. Phys. A 26, 6161 (1993).
12. C. Van den Broeck and P. Reimann, Phys. Rev. Lett. 76, 2188 (1996).
13. M. Opper, Phys. Rev. Lett. 77, 4671 (1996).
14. M. Opper, in On-line Learning in Neural Networks, edited by D. Saad (Cambridge University Press, Cambridge, 1998). p. 363.
15. S. Sara and O. Winther, in On-line Learning in Neural Networks (Ref. [14]). p. 379.
16. O. Kinouchi and N. Caticha, Phys. Rev. E 54, R54 (1996).
17. N. Caticha and O. Kinouchi, Philos. Mag. B 77, 1565 (1998).
18. This is similar to that introduced in C. Adami, C. Ofria, and T. C. Collier, Proc. Natl. Acad. Sci. U.S.A. 97, 4463 (2000), but not restricted to fixed size program length.
19. Advances in Genetic Programming, edited by K. E. Kinnear, Jr. (MIT Press, Cambridge. MA, 1994).
20. J. P. Neirotti and N. available at http://www.fge.if.usp.br̃nestor/