SPIDER The Spider Objects

LMS object

   A=LMS(H) returns a lms object initialized with hyperparameters H.   
   Hyperparameters, and their defaults  
    ridge=1e-13;         -- a ridge on the kernel  
    indices = []         -- indices of a reduced set of centers to be used  
                            for learning. ([] means use all training set)  
    balanced_ridge=0;    -- for unbalanced data  
    child=kernel;        -- the kernel is stored as a member called "child"  
    use_b=1              -- find a threshold, otherwise fix to 0   
    alpha                -- the weights  
    b0                   -- the threshold  
    X                    -- the set of centers  
    train, test, get_w   

Reference : chapter 5 (Richard O. Duda and Peter E. Hart) Parzen Windows
Author : Richard O. Duda , Peter E. Hart
Link : http://www.amazon.com/exec/obidos/tg/detail/-/0471056693/002-6279399-2828812?v=glance