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- From: bill@nsma.arizona.edu (Bill Skaggs)
- Newsgroups: comp.ai.neural-nets
- Subject: Re: Neural Nets and Brains
- Message-ID: <BILL.92Jul24201136@ca1.nsma.arizona.edu>
- Date: 25 Jul 92 03:11:36 GMT
- References: <arms.711935064@spedden>> <BILL.92Jul23224539@ca3.nsma.arizona.edu>
- <arms.711986585@spedden> <1992Jul24.235828.23813@u.washington.edu>
- Sender: news@organpipe.uug.arizona.edu
- Organization: ARL Division of Neural Systems, Memory and Aging, University of
- Arizona
- Lines: 28
- In-Reply-To: davisd@milton.u.washington.edu's message of 24 Jul 92 23: 58:28 GMT
-
- davisd@milton.u.washington.edu (Daniel Davis) writes:
-
- >I personally do not believe that viewing neuron function in a
- >binary fashion will be fruitful until one models the sequencing
- >and rate of firing of action potentials.
-
- It has already been fruitful. Virtually all of our current
- understanding of neural mechanisms of associative memory comes from
- binary models: Anderson's model, Willshaw's model, Hopfield's model,
- the Boltzmann machine, Kanerva's Sparse Distributed Memory, etc.
-
- We now face the problem of linking these abstract models with the gory
- reality of the brain, but in the absence of such models, we would
- be entirely at sea without a compass.
-
- > As for the non-applicability of continuous functions to neuron
- >functioning, I would suggest that continuous valued artificial
- >neurons can be viewed as modelling the rate at which different
- >neurons fire action potentials. (The rate of fire is often what
- >conveys information, not simply whether or not a neuron has
- >fired.)
-
- Exercise: Give a precise, mathematical definition of the "rate of
- fire" of a neuron. It's a lot harder than it looks! In fact, as far
- as I can tell, there *is* no perfectly good definition (though there
- are ones good enough to be useful).
-
- -- Bill
-