. ADALINE (ADAptive LInear NEuron) (. 2.1) signum (. 2.1), ..
(2.11)
wij
(2.12)
, E (w) . wij
(2.13)
(2.14)
ADALINE , , . , , MADALINE (Many ADALINE), (2.13), (2.14).
2.4. Instar Outstar
Instar Outstar, . (. 2.4 ,), : Instar ( = [ 1, 2, , N ]), Outstar ( = [ y 1, y 2, , yM ]).
(. 2.1).
: Instar (. 2.4 )
(2.15)
Outstar (. 2.4 )
(2.16)
( ), , , ,
Instar Outstar , ( yi=di), .
. , , , , wij . .
(. 2.1),
(2.17)
(2.18)
wij , wij (t) D wij. : 1) g
(2.19)
g < 0,1 ó , , wij ; 2) , g, ,
, (2.20)
| w |=1, .
WTA
WTA (Winner Takes All ) , xj (. 2.5). (2.4) ui, yi =1, () 0, . ( )
|
|
(2.21)
xj wij.
, , , . WTA , , , . , ( ) .