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T ; we can write
Considering the vector f ð y Þ¼ f ð y 1 Þ f ð y 2 Þ ...f ð y M Þ
½
d log p ð y Þ
dW
¼ f ð y Þ x T
ð A : 13 Þ
Using the results of equations ( A.7 ) and ( A.13 ), we may finally write equation
( A.6 ) as:
dL ð W Þ
dW ¼ð W T Þ 1 þ f ð y Þ x T
ð A : 14 Þ
Then we can apply equation ( A.14 ) in the gradient updating algorithm to
iteratively find the optimum matrix
W ð i þ 1 Þ¼ W ð i Þþ a dL ð W Þ
dW
ð i Þ
ð A : 15 Þ
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