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The Hebbian learning rule, named after the neuropsychologist Hebb, is the oldest and simplest learning rule. With Hebbian learning, weight values are adjusted based on the correlation of neuron activation values. The motivation of this approach is from Hebb's hypothesis that the ability of a neuron to fire is based on that neuron's ability to cause other neurons connected to it to fire. In such cases the weight between the two correlated neurons is strengthened (or increased). Using the notation from Figure 4.1, the change in weight at time step t is given as ) = r]ok,pzi,p Weights are then updated using uki(t) = uki(t - 1) + &uki(t) where 77 is the learning rate. From equation (4.2), the adjustment of weight values is larger for those input-output pairs for which the input value has a greater effect on the output values. (4.3) (4.2)

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states that all elements in the array a indexed from 0 up to (but not including) N are zero. In dotdotdot notation this is a[0] = 0 A a[l] = 0 A ... A a[JV-l] = 0 . When disjunction is extended to an arbitrary set of boolean values, the longstanding mathematical convention is to use the '3' ('there exists') symbol. The

where A is known as the Bohr radius. Indeed this is the form also used for donors in bulk materials. However, in heterostructures there is a loss of translational symmetry along the growth (z-) axis and hence it cannot be assumed that the spatial co-ordinate is spherically symmetric. For now, the hydrogenic term can be taken as:

1 54

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where the spatial coordinate r" is, of course, a function of x, y and (z r d ). Again, A is referred to as the Bohr radius, but now it will be employed as a variational parameter in order to minimise the total energy of the system. Substituting for into equation (5.13) gives:

Figure 4.1: Unsupervised neural network A summary of the Hebbian learning rule is given below: 1. Initialize all weights such that uki = 0, Vi = 1, , / and VA; = 1, , K. 2. For each input pattern zp compute the corresponding output vector op. 3. Adjust the weights using equation (4.3). 4. Stop when the changes in weights are sufficiently small, or the maximum number of epochs has been reached; otherwise go to step 2. A problem with Hebbian learning is that repeated presentation of input patterns leads to an exponential growth in weight values, driving the weights into saturation. To prevent saturation, a limit is posed on the increase in weight values. One type of limit is to introduce a nonlinear forgetting factor.

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1 1 : Quantifiers notation (3k : R : T) means the logical 'or' (' v') of all values of the boolean expression T determined by assigning to dummy k all values in the range R. In words, it reads there exists k in the range R such that (3 k : R : For example, T T) .

r" Multiplying by e * and integrating over the x-y plane, leads to an equation of the form:

where the integrals Ij,(j = 1,2,3,4) are defined as follows:

states that there is some element in the array a indexed from 0 up to (but not including) N that is zero. In dotdotdot notation this is a[0] = 0 v a[l] = 0 v ... v a[N-l]=0 .

' - 1)

Returning to the Schrodinger equation (equation (5.18)) then:

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