Scope: This bibliography contains references to algorithms and theory of artificial neural maps.

Support level: Low - 1998. This bibliography is not well supported. It contains references to papers I happened to have and references I came across while maintaining other bibliographies.

Publication types: Journal articles only. To keep effort low and quality high, I have confined this bibliography to journal articles only. Red titles indicate survey articles.

Online papers: An 'A' or 'P' (or 'T' for text only) after a reference link indicates that it leads to an abstract or full paper, respectively. Upper case letters refer to online documents provided by a journal, which might be accessible only to subscribers (indicated by a '?'). Lower case letters refer to online documents provided by an author. Also the links at the end of the references are differentiated in this way by upper and lower case letters at the beginning of the words 'abstract.html' etc. and by a '?', if the corresponding document is only accessible to subscribers. The site location is indicated by a preceding .uk, .com, etc.

BibTeX: A bibtex file for the journal article references is also available (compressed and uncompressed).

Feedback: Please feel free to send me any kind of feedback about this bibliography.

Related Resources

• Bibliography Cortical and Artificial Neural Maps (a superset of this bilbiography)
• Bibliography Cortical Map Analysis
• Bibliography Cortical Map Formation

References

1. BauePawe92

Bauer, H.U. and Pawelzik, K.R. (1992).
Quantifying the neighborhood preservation of self-organizing feature maps
IEEE Transactions on Neural Networks, 3(4):570-579.

2. DurbSzelYuil89.

Durbin, R., Szeliski, R., and Yuille, A.L. (1989).
An analysis of the elastic net approach to the traveling salesman problem
Neural Computation, 1:348-358.

3. DurbWill87.

Durbin, R. and Willshaw, D.J. (1987).
An analogue approach to the traveling salesman problem using an elastic net method
Nature, 326:680-691.

4. ErwiOberSchu92a

Erwin, E., Obermayer, K., and Schulten, K.J. (1992 a).
Self-organizing maps: Stationary states, metastability and convergence rate
Biological Cybernetics, 67(1):35-45.
(.de-abstract.html, .edu-paper.ps, .de-paper.ps.gz)

5. ErwiOberSchu92b

Erwin, E., Obermayer, K., and Schulten, K.J. (1992 b).
Self-organizing maps: Ordering, convergence properties and energy functions
Biological Cybernetics, 67(1):47-55.
(.de-abstract.html, .edu-paper.ps, .de-paper.ps.gz, .edu-errata.ps, .de-errata.ps.gz)

6. GraeBurgOber97.

Graepel, T., Burger, M., and Obermayer, K. (1997).
Phase transitions in stochastic self-organizing maps
Physical Review E, 56(4):3876-3890.
(.de-abstract.html, .de-paper.ps.gz)

7. GraeBurgOber98.

Graepel, T., Burger, M., and Obermayer, K. (1998).
Self-organizing maps: Generalizations and new optimization techniques
Neurocomputing, 20:173-190.
(.de-abstract.html, .de-paper.ps.gz)

8. Haft98

Haft, M. (2. November 1998).
Robust, `Topological' Codes by Keeping Control of Internal Redundancy
Physical Review Letters, 81(18):4016-4019.
(.org-Abstract, .org-Paper?, .de-paper.ps.gz)

9. HopfTank85.

Hopfield, J.J. and Tank, D.W. (1985).
Neural computation of decisions in optimization problems
Biological Cybernetics, 52:141-152.

10. Koho82a

Kohonen, T. (1982 a).
Self-organized formation of topologically correct feature maps
Biological Cybernetics, 43(1):59-69.

11. Koho82b

Kohonen, T. (1982 b).
Analysis of a simple self-organizing process
Biological Cybernetics, 44(2):135-140.

12. Koho90

Kohonen, T. (1990).
The self-organizing map
Proceedings of the IEEE, 78(9):1464-1480.

13. Mitc95

Mitchison, G. (January 1995).
A type of duality between self-organizing maps and minimal wiring
Neural Computation, 7(1):25-35.

14. RittSchu88.

Ritter, H. and Schulten, K.J. (1988).
Convergence properties of Kohonen's topology conserving maps: Fluctuations, stability and dimension selection
Biological Cybernetics, 60:59-71.

15. Simi90.

Simic, P.D. (1990).
Statistical machanics as the underlying theory of `elastic' and `neural' optimisation
Network: Computation in Neural Systems, 1(1):89-103.

16. Simi91.

Simic, P.D. (1991).
Constrained nets for graph matching
Neural Computation, 3:268-281.

17. Yuil90.

Yuille, A.L. (1990).
Generalized deformable models, statistical physics, and matching problems
Neural Computation, 2(1):1-24.

Author Index

18 authors, 8 (44%) with homepage. First author references are printed boldface.

Year Index

Journal Index

The numbers in the columns `R', `A', and `P' indicate the year from which on you can expect to find online references, abstracts, and papers, respectively. A '?' indicates documents, that may be accessible only to subscribers.

9 journals, 9 (100%) with homepage.