TSP paper available
B. Fritzke
fritzke at immd2.informatik.uni-erlangen.de
Wed Jul 3 09:22:20 EDT 1991
Hi connectionists,
I just placed a paper in the Neuroprose Archive, which has been
submitted to IJCNN-91 Singapore.
The filename is: fritzke.linear_tsp.ps.Z
And here's the abstract:
FLEXMAP -- A Neural Network For The Traveling Salesman Problem
With Linear Time And Space Complexity
Bernd FRITZKE and Peter WILKE
We present a self-organizing ''neural'' network for the traveling
salesman problem. It is partly based on the model of Kohonen.
Our approach differs from former work in this direction as no
ring structure with a fixed number of elements is used. Instead
a small initial structure is enlarged during a distribution pro-
cess. This allows us to replace the central search step, which
normally needs time O(n), by a local procedure that needs time
O(1). Since the total number of search steps we have to perform
is O(n) the runtime of our model scales linear with problem size.
This is better than every known neural or conventional algorithm.
The path lengths of the generated solutions are less than 9 per-
cent longer than the optimum solutions of solved problems from
the literature.
The described network is based on:
> Fritzke, B., "Let it grow - self-organizing feature maps with
> problem dependent cell structure," Proc. of ICANN-91, Helsinki,
> 1991, pp. 403-408.
(see the previously placed file fritzke.cell_structures.ps.Z)
Furthermore related work will be presented next week in Seattle:
> Fritzke, B., "Unsupervised clustering with growing cell struc-
> tures," to appear in: Proc. of IJCNN-91, Seattle, 1991.
(see the previously placed file fritzke.clustering.ps.Z
and the Poster No. W19 in Seattle)
See you in Seattle,
Bernd
Bernd Fritzke ----------> e-mail: fritzke at immd2.informatik.uni-erlangen.de
University of Erlangen, CS IMMD II, Martensstr. 3, 8520 Erlangen (Germany)
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