linkdist
(To be removed) Link distance function
linkdist will be removed in a future release. For more information,
see Transition Legacy Neural Network Code to dlnetwork Workflows.
For advice on updating your code, see Version History.
Syntax
d = linkdist(pos)
Description
linkdist is a layer distance function used to find the distances
between the layer’s neurons given their positions.
d = linkdist(pos) takes one argument,
pos |
|
and returns the S-by-S matrix of
distances.
Examples
Here you define a random matrix of positions for 10 neurons arranged in three-dimensional space and find their distances.
pos = rand(3,10); D = linkdist(pos)
Network Use
You can create a standard network that uses linkdist as a
distance function by calling selforgmap.
To change a network so that a layer’s topology uses linkdist, set
net.layers{i}.distanceFcn to
'linkdist'.
In either case, call sim to simulate the network with
dist.
Algorithms
The link distance D between two position vectors
Pi and Pj from a set of
S vectors is
Dij = 0, if i == j
= 1, if (sum((Pi-Pj).^2)).^0.5 is <= 1
= 2, if k exists, Dik = Dkj = 1
= 3, if k1, k2 exist, Dik1 = Dk1k2 = Dk2j = 1
= N, if k1..kN exist, Dik1 = Dk1k2 = ...= DkNj = 1
= S, if none of the above conditions apply
Version History
Introduced before R2006aSee Also
Time Series
Modeler | fitrnet (Statistics and Machine Learning Toolbox) | fitcnet (Statistics and Machine Learning Toolbox) | trainnet | trainingOptions | dlnetwork