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6-20 Counterpropagation Networks Hecht-Nielsen s counterpropagation network (Fig 6-5; [21]) feeds the binary-selector output v of a competitive-layer classifier to an outstar layer programmed with

(19.10)



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The first part tackles the WordPress essentials, from install to what actually makes the system tick. It does, indeed, give you everything you need to get started with WordPress, albeit at a slightly quicker pace than traditional beginner books. However, coverage doesn t stop there because there are a lot of things you should be aware of when getting started with WordPress, such as security measures, moving the install, and so on. The idea is to not only help beginners get started, but also enlighten current users to the problems and options available.

(TR 2 )2 12

Vector y = U * v U may be known from a separate computation, or it can be LMS-trained to associate a desired output vector y = target with each pattern input x U can

(19.11)





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WordPress themes are what the user sees; this is the skin of your site, the one that controls how the content is presented. In effect, when working with a site running on WordPress you ll be spending a lot of time altering the theme files to get it to do what you want. This second part not only introduces themes technically, but also gives you the required knowledge to start building your own.

be trained during or after the competitive learning process Counterpropagation networks usually approximate regression more quickly than backpropagation networks But the resulting approximation y is not continuous: y can take only n different values, where n is the chosen number of template vectors These values will be spaced most closely in regions corresponding to frequent inputs (Fig 6-8) Radial-basis-function networks (Section 6-13b) with competitive basis-center learning are, in effect, counterpropagation networks with built-in interpolation Reference [17] shows some examples

is the coef cient of variation for uniformly-distributed service time, and TS is the average service time, given by TS = TR 2 2 (19.12)

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The third part is all about developing WordPress plugins. The fact that you can extend WordPress with plugins means that there really is no limit to what you can do with the platform. If you can make it work in PHP, you can run it in WordPress, more or less. This also means that this part of the book is highly conceptual, dealing with the basic communication between your plugin (which in fact is your PHP code) and WordPress itself.

NEURAL NETWORKS WITH MEMORY 6-21 Neural Networks and Memory With all connection-weight values set, the neural networks programmed in Sections 6-1 to 6-20 are static function generators A time series x = x(t) of input patterns produces corresponding output patterns y = y(t) without memory of past inputs or outputs Neural-network training or adaptation to changing patterns, though, implies memory, as the network output feeds back to the connection weights Such adaptation is normally slow relative to input-signal changes (low values of lrate for stable learning, Section 6-9), and this type of neural-network memory is referred to as long-term memory Short-term memory converts some neuron activations into state variables related to past values of inputs or other neuron activations Such neural networks are not static function generators; they are dynamic systems (filters) Their connection weights can learn to recognize pattern sequences, or learn to

Additionally, u = S TS is the traf c intensity, = u/N D is the server utilization, and E C (N D , u) is the Erlang-C function: E C (N D , u) = u N D /N D ! u N D /N D ! + (1 )

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