Qch^iqm ,***
ɜɨɡɦɨɠɧɨ ɜɨɡɧɢɤɧɨɜɟɧɢɟ ɫɢɬɭɚɰɢɢ
&
ɩɪɢ ɤɨɬɨɪɨɣ ɪɚɡɦɟɪ
ɡɚɩɪɨɫɚ
"+/**
ɛɚɣɬ
#
ɛɭɞɟɬ ɩɪɟɜɵɲɚɬɶ ɪɚɡɦɟɪ ɞɚɬɚɝɪɚɦɦɵ ɩɪɨɬɨɤɨɥɚ
O>J5
ɜ ɷɬɢɯ ɫɥɭɱɚɹɯ ɩɪɢɦɟɧɹɟɬɫɹ ɩɪɨɬɨɤɨɥ
N=J(
Ɉɞɧɚɤɨ ɪɚɫɲɢɪɟɧɢɹ
&
ɫɞɟɥɚɧɧɵɟ ɜ ɩɪɨɬɨɤɨɥɟ
E_l\_lim
ɪɚɡɪɚɛɨɬɱɢɤɚɦɢ ɤɨɦɩɚɧɢɢ
Gc]limi`n&
ɫɩɟɰɢɮɢɱɧɵ ɞɥɹ ɩɪɨɞɭɤɬɨɜ ɢɦɟɧɧɨ ɷɬɨɣ ɤɨɦɩɚɧɢɢ
(
ȼɫɥɟɞɫɬɜɢɟ ɷɬɨɝɨ
ɩɪɢ ɩɨɫɵɥɤɟ ɡɚɩɪɨɫɨɜ
"
ɨɬɜɟɬɨɜ
#
ɤ ɫɟɪɜɟɪɚɦ
"
ɤɥɢɟɧɬɚɦ
#
ɧɚ ɛɚɡɟ ɢɧɵɯ
ɨɩɟɪɚɰɢɨɧɧɵɯ ɫɢɫɬɟɦ
Qch^iqm
ɢɫɩɨɥɶɡɭɟɬɫɹ ɩɪɨɬɨɤɨɥ
O>J&
ɬɚɤ ɤɚɤ
ɧɟɬ ɧɟɨɛɯɨɞɢɦɨɫɬɢ ɜ ɩɟɪɟɞɚɱɟ ɞɨɩɨɥɧɢɬɟɥɶɧɨɣ ɢɧɮɨɪɦɚɰɢɢ
(
ɉɪɢ ɪɚɫɫɦɨɬɪɟɧɢɢ ɨɫɧɨɜɧɵɯ ɮɭɧɤɰɢɨɧɚɥɶɧɵɯ ɷɥɟɦɟɧɬɨɜ ɫɢɫɬɟɦɵ
E_l\_lim
ɧɟɥɶɡɹ ɧɟ ɭɩɨɦɹɧɭɬɶ ɨ ɫɥɭɠɛɟ
>HM(
ȼ ɫɨɜɪɟɦɟɧɧɵɯ ɨɩɟɪɚ
'
ɰɢɨɧɧɵɯ ɫɢɫɬɟɦɚɯ ɩɪɢɦɟɧɹɟɬɫɹ ɫɥɭɠɛɚ
>HM
ɫ ɩɨɞɞɟɪɠɤɨɣ ɜɨɡɦɨɠɧɨ
'
ɫɬɟɣ ɡɚɩɢɫɟɣ ɩɨɢɫɤɚ ɫɥɭɠɛ
"MLP#(
ɗɬɢ ɡɚɩɢɫɢ ɧɟɨɛɯɨɞɢɦɵ ɞɥɹ ɩɨɢɫɤɚ
ɫɥɭɠɛ
&
ɬɪɟɛɭɸɳɢɯɫɹ ɤɥɢɟɧɬɭ
(
ȼ ɞɚɧɧɨɦ ɫɥɭɱɚɟ ɡɚɩɢɫɢ
MLP
ɧɟɨɛɯɨɞɢ
'
ɦɵ ɞɥɹ ɩɨɢɫɤɚ ɫɟɪɜɟɪɚ
E_l\_lim(
Ʉɥɢɟɧɬ ɨɛɪɚɳɚɟɬɫɹ ɤ ɫɥɭɠɛɟ
>HM
ɫ ɡɚ
'
ɩɪɨɫɨɦ ɨ ɡɚɩɢɫɹɯ
MLP&
ɢɫɩɨɥɶɡɭɹ ɮɨɪɦɚɬ
E_l\_lim(o^j(>hm>ig[chH[g_
ɞɥɹ ɫɥɭɠɛɵ
E>= "E_s >cl_]n =ihnlif
ɫɥɭɠɛɚ ɭɩɪɚɜɥɟɧɢɹ ɤɥɸɱɨɦ
#&
ɜ ɪɟɡɭɥɶɬɚɬɟ ɱɟɝɨ ɩɨɥɭɱɚɟɬ
CJ'
ɚɞɪɟɫ ɫɟɪɜɟɪɚ
E_l\_lim(
Ɍɚɤɠɟ
CJ'
ɚɞɪɟɫ
ɫɟɪɜɟɪɚ
E_l\_lim
ɜ ɧɟɤɨɬɨɪɵɯ ɪɟɚɥɢɡɚɰɢɹɯ ɦɨɠɧɨ ɩɨɥɭɱɢɬɶ ɢɡ ɬɟɤɫɬɨ
'
ɜɨɝɨ ɤɨɧɮɢɝɭɪɚɰɢɨɧɧɨɝɨ ɮɚɣɥɚ
(
Ɋɚɧɟɟ ɭɩɨɦɢɧɚɥɨɫɶ
&
ɱɬɨ ɡɚɩɪɨɫɵ ɤɥɢɟɧɬɚ ɢ ɨɬɜɟɬɵ ɫɟɪɜɟɪɚ ɫɨɞɟɪ
'
ɠɚɬ ɦɟɬɤɭ ɜɪɟɦɟɧɢ ɞɥɹ ɩɪɨɬɢɜɨɞɟɣɫɬɜɢɹ ɚɬɚɤɚɦ ɩɭɬɟɦ ɜɨɫɩɪɨɢɡɜɟɞɟ
'
ɧɢɹ
&
ɩɪɢ ɤɨɬɨɪɵɯ ɫɨɨɛɳɟɧɢɟ
&
ɡɚɩɢɫɚɧɧɨɟ ɧɟɤɨɬɨɪɨɟ ɜɪɟɦɹ ɧɚɡɚɞ
&
ɩɨ
'
ɜɬɨɪɧɨ ɜɨɫɩɪɨɢɡɜɨɞɢɬɫɹ
(
Ɉɞɧɚɤɨ ɧɚɥɢɱɢɟ ɦɟɬɤɢ ɜɪɟɦɟɧɢ ɬɪɟɛɭɟɬ ɠɟɫɬ
'
ɤɨɣ ɫɢɧɯɪɨɧɢɡɚɰɢɢ ɜɪɟɦɟɧɢ ɜɫɟɯ ɭɱɚɫɬɧɢɤɨɜ ɨɛɦɟɧɚ
(
ɂɦɟɧɧɨ ɞɥɹ ɫɢɧ
'
ɯɪɨɧɢɡɚɰɢɢ ɜɪɟɦɟɧɢ ɜ ɷɥɟɦɟɧɬɚɯ ɫɟɬɢ
&
ɧɚ ɤɨɬɨɪɵɯ ɭɫɬɚɧɨɜɥɟɧ ɩɪɨɬɨ
'
ɤɨɥ
E_l\_lim "
ɬ
(
ɟ
(
ɜ ɧɟɤɨɬɨɪɨɦ ɨɤɪɭɝɟ
#&
ɦɨɝɭɬ ɢɫɩɨɥɶɡɨɜɚɬɶɫɹ ɫɟɬɟɜɵɟ
ɩɪɨɬɨɤɨɥɵ ɜɪɟɦɟɧɢ
&
ɧɚɩɪɢɦɟɪ
MHNJ(
Ʉ ɫɨɠɚɥɟɧɢɸ
&
ɫɟɬɟɜɵɟ ɩɪɨɬɨɤɨ
'
ɥɵ ɫɢɧɯɪɨɧɢɡɚɰɢɢ ɜɪɟɦɟɧɢ
&
ɤɚɤ ɩɪɚɜɢɥɨ
&
ɩɥɨɯɨ ɡɚɳɢɳɟɧɵ
&
ɱɬɨ ɬɚɤɠɟ
ɜɟɞɟɬ ɤ ɫɧɢɠɟɧɢɸ ɢɧɮɨɪɦɚɰɢɨɧɧɨɣ ɛɟɡɨɩɚɫɧɨɫɬɢ ɩɪɢ ɢɫɩɨɥɶɡɨɜɚɧɢɢ
ɩɪɨɬɨɤɨɥɚ
E_l\_lim(
ȼɚɠɧɭɸ ɪɨɥɶ ɜ ɮɭɧɤɰɢɨɧɢɪɨɜɚɧɢɢ ɩɪɨɬɨɤɨɥɚ
E_l\_lim
ɢɝɪɚɸɬ ɩɪɢ
'
ɦɟɧɹɟɦɵɟ ɜ ɧɟɦ ɚɥɝɨɪɢɬɦɵ ɲɢɮɪɨɜɚɧɢɹ ɢ ɯɷɲɢɪɨɜɚɧɢɹ
(
ȼ ɪɚɛɨɬɟ
U-W
ɫɮɨɪɦɭɥɢɪɨɜɚɧɵ ɬɪɟɛɨɜɚɧɢɹ ɤ ɤɪɢɩɬɨɝɪɚɮɢɱɟɫɤɢɦ ɚɥɝɨɪɢɬɦɚɦ
&
ɤɨɬɨ
'
ɪɵɟ ɦɨɠɧɨ ɩɪɢɦɟɧɹɬɶ ɜ ɫɢɫɬɟɦɟ
E_l\_lim(
ɗɬɢ ɚɥɝɨɪɢɬɦɵ ɞɨɥɠɧɵ
4
ɨɛɟɫɩɟɱɢɜɚɬɶ ɬɪɟɛɭɟɦɵɣ ɭɪɨɜɟɧɶ ɤɪɢɩɬɨɫɬɨɣɤɨɫɬɢ ɲɢɮɪɨɜɚɧɧɨ
'
ɝɨ ɬɟɤɫɬɚ
5
ɨɬɫɥɟɠɢɜɚɬɶ ɫɥɭɱɚɣɧɵɟ ɢ ɰɟɥɟɧɚɩɪɚɜɥɟɧɧɵɟ ɢɫɤɚɠɟɧɢɹ ɫɨɨɛ
'
ɳɟɧɢɣ
(
ȼ ɪɟɚɥɢɡɚɰɢɢ ɩɪɨɬɨɤɨɥɚ
E_l\_lim&
ɫɨɡɞɚɧɧɨɣ ɤɨɦɩɚɧɢɟɣ
Gc]limi`n
ɞɥɹ ɨɩɟɪɚɰɢɨɧɧɨɣ ɫɢɫɬɟɦɵ
Qch^iqm ,***&
ɢɫɩɨɥɶɡɭɟɬɫɹ ɚɥɝɨɪɢɬɦ ɲɢ
'
ɮɪɨɜɚɧɢɹ
>?M
ɢ ɯɷɲ
'
ɮɭɧɤɰɢɹ
G>/(
ȼɨɡɦɨɠɧɨ ɩɪɢɦɟɧɟɧɢɟ ɢ ɞɪɭɝɢɯ
ɚɥɝɨɪɢɬɦɨɜ ɩɪɢ ɭɫɥɨɜɢɢ ɜɵɩɨɥɧɟɧɢɹ ɩɪɢɜɟɞɟɧɧɵɯ ɬɪɟɛɨɜɚɧɢɣ
(
/0 CMMH *,-0'-3--(
ȼɟɫɬɧɢɤ ɆȽɌɍ ɢɦ
(
ɇ
(
ɗ
(
Ȼɚɭɦɚɧɚ
(
ɋɟɪ
(
ɉɪɢɛɨɪɨɫɬɪɨɟɧɢɟ
( ,**/(
ʋ
+
