@inproceedings{GoodhillEtAl1995, title = {{A unifying measure for neighbourhood preservation in topographic mappings}}, author = {G.J. Goodhill and S. Finch and T.J. Sejnowski}, booktitle = {Proc. 2nd Joint Symp. on Neural Computation}, pages = {191--202}, year = {1995}, biburl = {http://www.bibsonomy.org/bibtex/29b9a2eae063f9ce20f09246484d8db9d/tmalsburg}, abstract = {In this paper, the abstract computational principles underlying topographic maps are discussed. We give a definition of a “perfectly neighbourhood preserving” map, which we call a topographic homeomorphism, and we prove that this has certain desirable properties. It is argued that when a topographic homeomorphism does not exist (the usual case), many equally valid choices are available for quantifying the quality of a map. We introduce a particular measure that encompasses several previous proposals, and discuss its relation to other work. This formulation of the problem sets it within the well-known class of quadratic assignment problems. }, keywords = {dimensionalityreduction mapformation selforganization } }