. (4.1). ( online) , ( offline).
(4.4)
. , . , :
1. xj , (m ).
2. , , .
3. .1, 2 .
4. ( e, ..).
, online, . . 4.2
(4.5)
(4.6)
,
(4.7)
: , , , . , (4.4)
(4.8)
4.3. (RBF)
. , , , .. . , (RBF Radial Basic Function) , . . , (. 4.3 ), (. 4.3 ), , , .
|
|
RBF ., N j + , ,
(4.9)
. , , , , , , , (. 4.4). , di (i =1,2,, ), . RBF (. 4.4)
(4.10)
. (4.10)
(4.11)
(4.12)
(4.12) (4.10) K = p :
1) , , .. ;
2) .
K < p, , ..
(4.13)
i RBF, (, K = p ).
, RBF , wi , (4.13) . ,
(4.14)
RBF
(4.15)
, si , .. << p :
- si (4.15);
- wi .
wi (4.12), si, RBF . ( ) , d . , .
|
|
RBF , , , . , .. RBF . (online) (offline) . , (online), (offline). , ( ) , .
(online) WTA
(4.16)
h <<1 , t, . , . offline
(4.17)
Ni , t. , .
h. h = const , , , . h ,
(4.18)
T , . , h h = const, , .
si , RBF , . si , .. ,
(4.19)
p Î[3,5]. , іRBF (, , ), 100% .
RBF (, , ), , . .. RBF. , , , p , .. . :
1) , RBF ;
2) , = RBF, , .. , .
, , (, ), :
- RBF ;
|
|
- ;
- RBF , ;
- RBF ( ) , , si ;
- ;
- .