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ndlutil toolbox. You can use your user name and password for accessing these toolboxes.
Current release is 0.132.
Included a function to return the default functions to be used for particular constraints and a function to return the default optimiser.
Added wrappers for using Carl Rasmussen's conjugate gradient code.
This toolbox allows computation of several different non-linearities and associated conversions and their gradients.
There are several kernels implemented, the ones that are being maintained for the latest release are:
exp
sigmoid
negLogLogit
exp constrains a parameter to be positive through exponentiatiation. sigmoid constrains a parameter to be between 0 and 1 through the sigmoid function and negLogLogit constrains a parameter to be positive through the function log(1+exp(x)). In much of the code based on this we prefer negLogLogit to exp as it is better behaved for large x..