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G. H. Granlund and H. Knutsson, "Compact associative representation of visual information," in Proc. on 10th International Conference on Pattern Recognition, vol. ii, 16-21, June 1990, pp. 200--207.

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A Survey of Current Techniques for Reinforcement Learning - Borga, Carlsson (1992)   (Correct)

....is likely that abstract sensory and motor representations are built and related to each other. Also, combined sensory and motor information must be represented and used in the generation of new motor activity. This implies a learning hierarchy and that learning occurs on different temporal scales [5, 6, 7, 8]. Representing regularities in the sensory information that are relevant to the behaviour of the system as invariants gives the system more time to solve problems and makes it possible for the system to associate new situations with old experience. The critic, or reinforcement, must be capable of ....

....the external state space must be quantized since the memory address is discrete and there is a finite number of memory locations. The quantization can be seen as a matter of system design, and be fix for a given problem or learned by a system having a fixed number of memory locations to play with [8]. The pure memory mapping approach would of course be impossible in a general system, since the memory size would become extremely large. However, in small specialized systems, e.g. in the pole balancing problem mentioned below, this is no problem. Extended stochastic learning automata [21] is a ....

G. H. Granlund and H. Knutsson. Compact associative representation of visual information. In Proceedings of The 10th International Conference on Pattern Recognition, 1990. Report LiTH--ISY--I--1091, Linkoping University, Sweden, 1990, also available as a reprint.


The Learning Tree, a New Concept in Learning - Tomas Landelius Hans   Self-citation (Knutsson)   (Correct)

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G. H. Granlund and H. Knutsson. Compact associative representation of visual information. In Proceedings of The 10th International Conference on Pattern Recognition, 1990. Report LiTH--ISY--I--1091, Linkoping University, Sweden, 1990, also available as a reprint.


Directionlets: Anisotropic Multi-directional.. - Velisavljevic..   (Correct)

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G. H. Granlund and H. Knutsson, "Compact associative representation of visual information," in Proc. on 10th International Conference on Pattern Recognition, vol. ii, 16-21, June 1990, pp. 200--207.


Approximation Power Of Directionlets - Vladan Velisavljevi Baltasar   (Correct)

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G. H. Granlund and H. Knutsson, "Compact associative representation of visual information," in Proc. on 10th International Conference on Pattern Recognition, vol. ii, 16-21, June 1990, pp. 200--207.

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