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Bias node in BP

Started by yagyavrat Mar 11, 2013 at 11:36 AM 0 replies 1.3k views
Original Post
yagyavrat
yagyavrat

Hi All,

I am new to BP, I am started learning it recently, unable to get the use of Bias node in BP...

Please explain it simply...

Thank You..

Adaline
Adaline

Hello

By BP, what do you mean please?

Are you talking about back-propagation ? Yes you are, I didn't see your tag smile.png

If so, the bias is not related to back-propagation, but to Mc Culloch & Pitts model.

Any network model that use Mc Culloch & Pitts model must use a bias, as it is described in any good explanation.

The bias permit to shift the activation (or transfert) function, along x axis.

The common way to implement it is to add a constant input (1 or -1 usually) in input vector of each node and make its weight (i.e the bias) evolve like any other weight.

An analogy in 2D : the bias is like c in the line equation a.x+b.y+c=0

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