(defvar v (make-array 7)) (defvar w (make-array 7)) (defvar delta-w (make-array 7)) (defvar alpha .1) (defvar epsilon 0.01) (defvar gamma 0.99) (defvar x (make-array '(7 7) :initial-contents '((0 0 0 0 0 0 0) (1 2 0 0 0 0 0) (1 0 2 0 0 0 0) (1 0 0 2 0 0 0) (1 0 0 0 2 0 0) (1 0 0 0 0 2 0) (2 0 0 0 0 0 1)))) (defun init () (loop for i from 0 to 5 do (setf (aref w i) 1)) (setf (aref w 6) 10) (loop for i from 0 to 6 do (setf (aref delta-w i) 0.0)) ) (defun update () (loop for i from 0 to 6 do (setf (aref delta-w i) 0.0)) (loop for i from 1 to 6 do (setf (aref v i) (loop for j from 0 to 6 sum (* (aref w j) (aref x i j))))) (loop for i from 1 to 5 for alpha-error = (* alpha (- (* gamma (aref v 6)) (aref v i))) do (loop for j from 0 to 6 do (incf (aref delta-w j) (* alpha-error (aref x i j))))) (loop for j from 0 to 6 with alpha-error1 = (* alpha epsilon (- 0 (aref v 6))) with alpha-error2 = (* alpha (- 1 epsilon) (- (* gamma (aref v 6)) (aref v 6))) do (incf (aref delta-w j) (* alpha-error1 (aref x 6 j))) do (incf (aref delta-w j) (* alpha-error2 (aref x 6 j)))) (loop for i from 0 to 6 do (incf (aref w i) (aref delta-w i)))) #| ? (init) NIL ? (setq alpha 0.01) 0.01 ? (q (setq data (loop repeat 10000 collect (list (aref w 0) (aref w 1) (aref w 6)) do (update)))) ? (q (setq data (reorder-list-of-lists data))) ? (q (setq log-data (loop for list in data collect (loop for d in list collect (if (> d 0) (max 0 (log d 10)) (min 0 (- (log (- d) 10)))))))) ? (gn 5000 log-data) NIL ? ? 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