In the approach proposed by Ho-Kashyap the main goal is to combine the
perceptron and LMS rules trying to avoid their drawbacks while keeping
their advantages. In this case, matrix is computed iteratively
as follows:
where is initialized as
and is updated as
with
. This
process is iterated until all the components in
are less or
equal to zero.