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Slides for Fuzzy Sets, Ch. 2 of Neuro-Fuzzy and Soft Computing

Slides for Fuzzy Sets, Ch. 2 of Neuro-Fuzzy and Soft Computing

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<strong>Neuro</strong>-<strong>Fuzzy</strong> <strong>and</strong> S<strong>of</strong>t <strong>Computing</strong>: <strong>Fuzzy</strong> <strong>Sets</strong><br />

Steepest Descent<br />

Have n-dimensional space<br />

Want to find<br />

*<br />

θ = θ<br />

[ θ θ ] T<br />

θ = 1,<br />

2,...,<br />

such that<br />

Investigate the search space via iteration<br />

such that<br />

E<br />

θ<br />

E<br />

θ n<br />

(<br />

*<br />

θ ) = min( E( θ ))<br />

( )<br />

1<br />

= θ<br />

k<br />

+ ηkdk<br />

= 1,2,3,...<br />

k +<br />

k<br />

( θ ) = E( θ + η ) < E( θ )<br />

d<br />

k + 1 k k<br />

k<br />

26

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