[pdp-discuss] relation layer
Randall C. O'Reilly
oreilly at psych.colorado.edu
Thu Dec 29 16:36:38 MST 2005
Matt,
You may need to play with the lrate, number of hidden units and other params
-- backprop does not always learn. I did a lot of work with the family tree
model, which has a somewhat similar structure to your task, and it took a lot
of work to get backprop to work -- you can look in my phd thesis on my
website for details on that:
http://psych.colorado.edu/~oreilly/pubs-online.html Also, make sure your
layers are in the right feedforward order!
- Randy
On Friday 23 December 2005 13:05, Matty Dee wrote:
> Hi all. I am new to this list and to PDP++ in general. This is the
> first network I've ever worked on so I don't know very much at this
> point. The following link points to a screenshot from PDP++ (using
> BP++) and should by itself explain what I am trying to achieve:
>
> http://i32.photobucket.com/albums/d43/deebaysir/net.jpg
>
> The network doesn't seem to be able to learn the difference between the
> relations "has" and "can". As far as I've read on this matter, the
> network should quickly learn to turn off attributes that are not
> related to the proper relation unit... it doesn't.
>
> It seems to want to balance out the error by turning on all target units
> related to the character regardless of the relation ("has" or "can").
>
> The following link points to a graph of the learning curve:
>
> http://i32.photobucket.com/albums/d43/deebaysir/graph.jpg
>
>
> I'm hoping there is something simple that I am missing here, since it
> seems that this should be a basic network. Any help would be very
> much appreciated.
>
> Thank you.
>
> Matt
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