Modularity in neural networks

Wray Buntine wray at ptolemy-ethernet.arc.nasa.gov
Wed Mar 8 15:52:55 EST 1995


Dear connectionists,

Just want to bring peoples attention to the fact that the
Bayesian network community (a close relative of the neural network
community) takes modularity as one of its foundations.

I discuss this more, giving some connections to neural nets, in:

URL:     ftp://ack.arc.nasa.gov/pub/buntine/kdd2.ps.Z

FTP:   extract from above

@incollection{Buntine.KDD2,
        AUTHOR = "W.L. Buntine",
        TITLE = "Graphical Models for Discovering Knowledge",
        BOOKTITLE = "Knowledge Discovery in Databases (Volume 2)",
        EDITOR = "U. M. Fayyad and G. Piatetsky-Shapiro and
                        P. Smyth and R. S. Uthurasamy",
        PUBLISHER = "MIT Press",
        YEAR = "1995"
}

Here is an article that talks about these general ideas in more
detail.

@article{howard:km,
        AUTHOR = "R.A. Howard",
        TITLE = "Knowledge maps",
        JOURNAL = "Management Science",
        VOLUME = 35,
        PAGES = "903--922" ,
        YEAR = 1989,
        NUMBER = 8
}

Hopefully, David Heckerman will talk about this more at Snowbird,
Machines that Learn this April.


Wray Buntine
NASA Ames Research Center                 phone:  (415) 604 3389
Mail Stop 269-2                           fax:    (415) 604 3594
Moffett Field, CA, 94035-1000 		  email:  wray at kronos.arc.nasa.gov


        


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