Peramalan Kurs Rupiah terhadap Dolar dengan Jaringan Syaraf Tiruan Propagasi Balik

!"! !#!$ !%& '! !% &(%& ) ) *# $ " #! ! +!(! *) &%
!,! ! &#%!
!% )!% ! ,!( #)& (" %!$&!( #!)
( % %&%
%!( !( *"*

# $./0 / 12

!

"

#
#

#

#

$


#

#

#

&

) "

+

#
!

0

"

%


"

"

1

"

) "
'

233))) #
4556 7 6* "

#

" #
#


"
#

"
0 0

0

8# )
"

"

(

*
3 0

0


#

( +4559,
"
#
" #
+ !,
*
#
#

"

7

*
*

*
"


#

" 0

"
*

!
+ '

#
*
" # )
"
#
"
"

,


1
:

# )
1
5 55.<

5 55
9

!
$

<

'

1


= 1

/
1
; ! #
.
7
-5
# "

1

0
1' 1'
# #
1'

="

*


"
1

"

#

#

"

*
" 1

1

1

1


#

7
)

7

#

"

" "

*

*

#
"


1(

"
#

"
! "

*
#

1? ) 1

7

#

"


"

*

"

0 "

"
"

"
"

>-

"

"
#

# "

#

!

==

1

' 455;

!#!)!(
&

! ?

:

&

$ '!

:

&

? '

:

( ?
! "

?

-

*
?

"

'

4
4
4
6
6
6
>
>
9

B
7
"
&

'

#

*

#

*

" :

%

!

"

?

&

'

*
"
(

?

'! (
"

'

?

# "
?

"

"

9
9
<
<
/
/
/
;
;
.
-5
----

&

--

? '

-6

:

!#!)!(
4
6
>

"

*
'

#

"

"

<
.
-5
-5

#
# "

#

!#!)!(
4
6
>
9
$
-9 $

4
4
6
>
9
/
/
;
;
;
;
.
.
-5
--

# #
"

*

#
#

" +&

-..>,

"

"
#
"
"
"
"
" '
# "
"
"
"
" '
7
"
"
'
*
" '
"
"
#
#
#

!

!#!)!(
4$
6$

"
"
"

*

#
#

"

-1 61 9

/

->
-<
-;

:

-

!%!

"

#! !("
+

#

"

"

#

&!("

*

" "
#

# "
"

'

"

#

*"

1

#

#
"

#
:
+C
!

#

"
"
-..;,

#
233)))
#

"

" 1
+

" "

"
1

#

#

*
*

#

"
"

#

"

"
#

#

"

*
"

"
"

"

,

"
:

"
"

"

"

!(4!!%

"
:

#
+ '

"

"
"

*

" "
+

-../1
#

:
"

) "

#
"

* "
#

"
*
1
" #

" #
"

!,

*

"
,

"

"

" "

:

+-

# 455/,
233))) #
0
0 0 3 0

0

#
#

) "
4556 E 6-

"
" "

"

(" &
"

#

"

" +D,

#

"
#
#

"

,

#

#

"

"
"
"

"
"

"

"

"

" #

5!#&%!
#
"

#
"

*
"

B

"

0

#

"

:
"

:

"
0

"

"
!

1

"

"

("

!

%
" "
"

"

#

"
+
F,

:
"
"

:

*

"
#

"
# #
8# )

'
#

+4559,1

!

#

# "

"
"

"

# "

"

"

*

0

:
!

" 1
"

" 1

#

#

"
+D, - #

7
4>

#
"

D

"

:

+

,

#

"
1
"

59 55E-> 55 8 !
1
(
"
5/ 55E-< 55
8!

#
#

&+&!(
#
"

*

*

"

" -6 55E44 55 8 !1
"
"
#
45 65E-5 65 8 !

"

4

'

: ! +
E# "
455>1
0
#

"
:

!
,

"

#

'

# #

D-1>
"

1

#

"

#

#
#

"
"

*
"

0
# 1 :

"
*
"

"

# "
# "
#

"

#

#
#

0

#
7
#
-55G

9G 7 -5G
#

7
%
1
7

# #
#
,

"
+

"

"

# #
*

(
"

"
"

*

#
" :
" " 1
"

#
"

"

"
#

! ("!( '! !4

# #

#

:
#

#

"

+ %,

"

*

#

*

#

"

#

&!(
#

"

"

*

#

#

-

"

"

" 2
#

" :
#

#

"
"
) "

"
# #
#
#

" :

# #
# #

4 '
*

6 &

$

#
,

+
+

,

" :

1

#
#
# #

#
"

" "

# #
1

1

# #
"

'! !4

:

#

"

! ("!(

"
"

:

*) *( (6 *) *( (
% &!(

" "

#

* ""

4

H-

*

"

8-

7
"

*
"
#
"

"
# "

H4

*

1

84

"
?

86

"
#
+&

@

+

,
* ""

"

H6

*
$

#

-

455>,

$

#

4
# #

H-

H4

84

$
#

-

8-

B-

#

41
#
+$%& $'& (& $ ,
" # # )%& )'& (& )

7

2

@
B4

86

"

#I

4

$)
-

H6

%

%&

! ("!( '! !4

&!(
"

$

#

-

1

"

*

"

"

1
"

"

#
"
*
"

#

"

#
"

6

" 1

"

#

"

"

&("

"
!

%

"

*
# #
#

"
#

* ""
#
# #

#
1
*

"

"
1
#

"
"
#
"
" "
"

"
"
#

" :
1

"
"

"
" :
" "

"

7
+&

#"* %)
*
C 70

" :

*
455>,

# #
#

*
# #
1
" :

*

#
#

% 7!

)

#!+! !(

* !"!

!#

#

+

"

"
"
"
"

/
#
#

#

#
# #

#

*
#
,

+

"
!
1

#
#

*

#

"

"
" # #

"
#

0

"

"
#

0

*
"

*

*

/
+

0 ,

*

"

,

*

"

#

*
#

#

? #
"# #

*

"
# "

*

455>,

* ""
)

#

" 1
0 "

"
+&

$

#

6

#!+! !(

*
" "

#

*
# # 7# #
1

*
# #

"
#

-

*

-

-

2

-

0

#

#

*

)

"
# #

*"

"
"

#

*
#

# .

*

"

0

*

* "

"

"

#

*

""
#

#

6

"

0

#

"

" 7

*
#

"

"
#

#

# #
"

" +&

1

-..>,
" *

*
#

'

*

"

$

-

*

"

"

"
#

* "

*
0 "

"

*

#"* %)

#

,

$

#

>

"

"

>

#
'

!"
&

'

$

%

(
)

!*
'

'

+ #

2 I

$

%

15 0

0

+
(

"

0

-

,
2

+2 I

0

'

1
0 ,

-

!.

#

$

%

*

'

I

/5

0

/0

0 -

,
'

+

,(

I

/
0

!.

#

$

+
/

0

,

+

%
I

,

!

1+ %

!

1 %

0

2
/5

3
4

+ #

!*+

$

!

%

%

+

I

/

0

(
0

-

,
I

3

0

+ I
!

0

,

!

#

"

, +%

"5

!.
%

#
$
/0 + / , /
!*+ + #
$
%
% " + / , " +
,
0
0

!+ #
!

, +%

$

$

0

%
+

0

,
"

0
0

"

0

0

3

$

#

>

#

* #!

,

"

+ $ 1# ,

4

"
#

*
"

#

#

#
"

# #
0
#

"
# 1
#

#
"

"
*

"

:

# )
#
* ""
# "

" 2

0
:

+

,3

-

# )
#

"

-

#

#
#

#

"

7-

# #
#

" "

#
"

"

#
* ""

# #
" "
#
#
"

"
#

*"
*

#

* )!# !

"

#

4

-

"

-

+
-

,4

9

*

"
"

:

"
+ '
+

"
+

,

"

#

"

*

,

1

,1 '

"

#

4

-

*
4

4

*

#

-

" 2
,4

+

*

1

*

:

4

1
#

"
#

1
+@

"

"
J

"
"

'

#

4555,
'

"

"

7

'
# )

#

"
$
* )&#!

"
"

#

9

! !#!$

* "

" "

0
"
"

"
+4559,

"
*

"
#

#
#

*
"

" 0
# *

$

1

#
#

1

"
"
"
%
"

*
*
#

?
#

"
#
# " %
"
#
#

"

"
*1

"

"

*

"
)

"

$

#

+

" #
!
1

"

7>, "

>
"
"

"
"

7 "
)

"

"
9

"
1

"

!
"

#
"

*

*
#
* ""

4

"
"

"

"

1

"

"
" 2

"

#

"
!

(

"

!

"

"

"

*
*

"

"
" "
8# )
#
#
#

#

#

"

*
#
" "

* / *
"
# )
" #

+

"
"

<

6

!

"

#

"
"

)

1

"

+

"

#

"
6-

>

#

455>,
#

"
"

#

"

"

"
*

/

*

* /

#

" "

*

+

"
"
"
%

"

1
"

1

#

#

#

"

,
"

;5G

4556 E 6#
"
#
"

" "

-

"

3 0

!

0
"

%

*

"
" 0
"

-

"

*

#

"

#

&
#

! *
!

*

!%!
"

1
K5 - 5 .L
"
#
#

*
"

#
5;

" "
K5 - 5 .L

5-

"

#

*
*

"
0 #

""

# #

5

-1 61 91 /

6 *

-+

"

&
5

" :

&
6 *

" :

?

) "
#

5 555-

1

4

"
"

#

*
"
" 2

9555

*

"
"

-

? *

45G

#

*

#

4556,

5 5-

&

"

+4556 E 6-

"
!

"
"

3

,

F

*

#

"

*

1

"

"
1

#
#

"

"

-

# #
#

"

#

"

#
/

" "

! "

"
"

*

?

" 1

0 0

"

"
#

"

-1 61 9

*

0

"
#

"

#

"

455

"

1

5G
4556 E
#
* + 0 #

"
6-

# )
#
"

+"

,

6

"
"

*

,

4

"
#

#
0 #

#
"

&
#

"

"

"

"

/

:

5

#

"

- &
"

#
"

"

#
?

#
#

$

$ "
$ #

#

4

("&+ !(

<

*

1

*

#

"

"
#

"

*

"
%

!%!(

(,&"!!(
"

" "
'

#
# #

"

"
"
$

#



-61 # )

#
*

'
"
1

(-

5 -44;

(6

5 4;

(-

5 5/;5

"

(6

5 -4-6

(9

5 --;>

"
# "

(/

5 ->.5

(-

5 /9/<

(6

5 /6;.

(9

5 /;6>

(/

5 /6.6

(-

5 44/;

(6

5 49;9

(9

5 4

!

5 5
.

5 0
K "
1 & "

7
7

L
'

*

"
!

8# ) 1
3
9 *
)))
455;L

) &#!(
"
*

"

# #

# " #
"

"

"

"

"

"
# "

:

"

"
#
#

*
"

1 ( 4559 8
*
; 0
3

*
;
;
K->7& #

# 0

8 0= "1
4559
8
/
'
2330
->;3
2= == =0 #

:
+
+
7

*
8
/

0

30 0 3
:

30 349
= =Q )

-4

0= "= =* 5K657' 7455;L
@
8

3) 0= "5-

C 4555
/
8

0

,
7

.

'
)))4 0
K657'

0 3Q*
7455;L

:
3

@ 1
1 4555+ 8
8
/
9 *
!
:
233= == = 0
= = *= =
= =0
K657' 7455;L

3

!
55

/

+

= = #= =
.<
3 .<

->

?

-

"

"

*

#

*

#

"

-1 61 9

"
$

+

%
!

"#

!

(#

!

'#

!

+

"

#

&#

"
$

+

%
!

+

%

,-

*

+

)

*"

+

#

/

"#

!

(#

*"

!

'#

!

)

&#

*(

,-

*'

%

-9

?

-? *

0

"

*

#

"
$

+
!

"#

+

!

(#

!

*"

'#

!

*(

&#

*'

*.

*&

,-

+

"

%

)

%

*

#

"

*
$

+

%
!

+

+

"#

*"

!

(#

*(

!

'#

*'

!

)

%

&#

*&

,-

*.

*/

*0

-<

?

4$

"

#

#

0 ?

?

*

*

-/

?

4? *

*

" ?

?

*

*

-;

?

6$
$

"

# $

"

0 $

"

$

"

"

!

"

#
#

#

#

$

#

#

#

&

) "

+

#
!

0

"

%

"

"

1

"

) "
'

233))) #
4556 7 6* "

#

" #
#

"
#

"
0 0

0

8# )
"

"

(

*
3 0

0

#

( +4559,
"
#
" #
+ !,
*
#
#

"

7

*
*

*
"

#

" 0

"
*

!
+ '

#
*
" # )
"
#
"
"

,

1
:

# )
1
5 55.<

5 55

#
"

D

"

:

+

,

#

"
1
"

59 55E-> 55 8 !
1
(
"
5/ 55E-< 55
8!

#
#

&+&!(
#
"

*

*

"

" -6 55E44 55 8 !1
"
"
#
45 65E-5 65 8 !

"

-

!%!

"

#! !("
+

#

"

"

#

&!("

*

" "
#

# "
"

'

"

#

*"

1

#

#
"

#
:
+C
!

#

"
"
-..;,

#
233)))
#

"

" 1
+

" "

"
1

#

#

*
*

#

"
"

#

"

"
#

#

"

*
"

"
"

"

,

"
:

"
"

"

"

!(4!!%

"
:

#
+ '

"

"
"

*

" "
+

-../1
#

:
"

) "

#
"

* "
#

"
*
1
" #

" #
"

!,

*

"
,

"

"

" "

:

+-

# 455/,
233))) #
0
0 0 3 0

0

#
#

) "
4556 E 6-

"
" "

"

(" &
"

#

"

" +D,

#

"
#
#

"

,

#

#

"

"
"
"

"
"

"

"

"

" #

5!#&%!
#
"

#
"

*
"

B

"

0

#

"

:
"

:

"
0

"

"
!

1

"

"

("

!

%
" "
"

"

#

"
+
F,

:
"
"

:

*

"
#

"
# #
8# )

'
#

+4559,1

!

#

# "

"
"

"

# "

"

"

*

0

:
!

" 1
"

" 1

#

#

"
+D, - #

7
4>

#
"

D

"

:

+

,

#

"
1
"

59 55E-> 55 8 !
1
(
"
5/ 55E-< 55
8!

#
#

&+&!(
#
"

*

*

"

" -6 55E44 55 8 !1
"
"
#
45 65E-5 65 8 !

"

4

'

: ! +
E# "
455>1
0
#

"
:

!
,

"

#

'

# #

D-1>
"

1

#

"

#

#
#

"
"

*
"

0
# 1 :

"
*
"

"

# "
# "
#

"

#

#
#

0

#
7
#
-55G

9G 7 -5G
#

7
%
1
7

# #
#
,

"
+

"

"

# #
*

(
"

"
"

*

#
" :
" " 1
"

#
"

"

"
#

! ("!( '! !4

# #

#

:
#

#

"

+ %,

"

*

#

*

#

"

#

&!(
#

"

"

*

#

#

-

"

"

" 2
#

" :
#

#

"
"
) "

"
# #
#
#

" :

# #
# #

4 '
*

6 &

$

#
,

+
+

,

" :

1

#
#
# #

#
"

" "

# #
1

1

# #
"

'! !4

:

#

"

! ("!(

"
"

:

*) *( (6 *) *( (
% &!(

" "

#

* ""

4

H-

*

"

8-

7
"

*
"
#
"

"
# "

H4

*

1

84

"
?

86

"
#
+&

@

+

,
* ""

"

H6

*
$

#

-

455>,

$

#

4
# #

H-

H4

84

$
#

-

8-

B-

#

41
#
+$%& $'& (& $ ,
" # # )%& )'& (& )

7

2

@
B4

86

"

#I

4

$)
-

H6

%

%&

! ("!( '! !4

&!(
"

$

#

-

1

"

*

"

"

1
"

"

#
"
*
"

#

"

#
"

6

" 1

"

#

"

"

&("

"
!

%

"

*
# #
#

"
#

* ""
#
# #

#
1
*

"

"
1
#

"
"
#
"
" "
"

"
"
#

" :
1

"
"

"
" :
" "

"

7
+&

#"* %)
*
C 70

" :

*
455>,

# #
#

*
# #
1
" :

*

#
#

% 7!

)

#!+! !(

* !"!

!#

#

+

"

"
"
"
"

/
#
#

#

#
# #

#

*
#
,

+

"
!
1

#
#

*

#

"

"
" # #

"
#

0

"

"
#

0

*
"

*

*

/
+

0 ,

*

"

,

*

"

#

*
#

#

? #
"# #

*

"
# "

*

455>,

* ""
)

#

" 1
0 "

"
+&

$

#

6

#!+! !(

*
" "

#

*
# # 7# #
1

*
# #

"
#

-

*

-

-

2

-

0

#

#

*

)

"
# #

*"

"
"

#

*
#

# .

*

"

0

*

* "

"

"

#

*

""
#

#

6

"

0

#

"

" 7

*
#

"

"
#

#

# #
"

" +&

1

-..>,
" *

*
#

'

*

"

$

-

*

"

"

"
#

* "

*
0 "

"

*

#"* %)

#

,

$

#

>

"

"

>

#
'

!"
&

'

$

%

(
)

!*
'

'

+ #

2 I

$

%

15 0

0

+
(

"

0

-

,
2

+2 I

0

'

1
0 ,

-

!.

#

$

%

*

'

I

/5

0

/0

0 -

,
'

+

,(

I

/
0

!.

#

$

+
/

0

,

+

%
I

,

!

1+ %

!

1 %

0

2
/5

3
4

+ #

!*+

$

!

%

%

+

I

/

0

(
0

-

,
I

3

0

+ I
!

0

,

!

#

"

, +%

"5

!.
%

#
$
/0 + / , /
!*+ + #
$
%
% " + / , " +
,
0
0

!+ #
!

, +%

$

$

0

%
+

0

,
"

0
0

"

0

0

3

$

#

>

#

* #!

,

"

+ $ 1# ,

4

"
#

*
"

#

#

#
"

# #
0
#

"
# 1
#

#
"

"
*

"

:

# )
#
* ""
# "

" 2

0
:

+

,3

-

# )
#

"

-

#

#
#

#

"

7-

# #
#

" "

#
"

"

#
* ""

# #
" "
#
#
"

"
#

*"
*

#

* )!# !

"

#

4

-

"

-

+
-

,4

9

*

"
"

:

"
+ '
+

"
+

,

"

#

"

*

,

1

,1 '

"

#

4

-

*
4

4

*

#

-

" 2
,4

+

*

1

*

:

4

1
#

"
#

1
+@

"

"
J

"
"

'

#

4555,
'

"

"

7

'
# )

#

"
$
* )&#!

"
"

#

9

! !#!$

* "

" "

0
"
"

"
+4559,

"
*

"
#

#
#

*
"

" 0
# *

$

1

#
#

1

"
"
"
%
"

*
*
#

?
#

"
#
# " %
"
#
#

"

"
*1

"

"

*

"
)

"

$

#

+

" #
!
1

"

7>, "

>
"
"

"
"

7 "
)

"

"
9

"
1

"

!
"

#
"

*

*
#
* ""

4

"
"

"

"

1

"

"
" 2

"

#

"
!

(

"

!

"

"

"

*
*

"

"
" "
8# )
#
#
#

#

#

"

*
#
" "

* / *
"
# )
" #

+

"
"

9

*

"
"

:

"
+ '
+

"
+

,

"

#

"

*

,

1

,1 '

"

#

4

-

*
4

4

*

#

-

" 2
,4

+

*

1

*

:

4

1
#

"
#

1
+@

"

"
J

"
"

'

#

4555,
'

"

"

7

'
# )

#

"
$
* )&#!

"
"

#

9

! !#!$

* "

" "

0
"
"

"
+4559,

"
*

"
#

#
#

*
"

" 0
# *

$

1

#
#

1

"
"
"
%
"

*
*
#

?
#

"
#
# " %
"
#
#

"

"
*1

"

"

*

"
)

"

$

#

+

" #
!
1

"

7>, "

>
"
"

"
"

7 "
)

"

"
9

"
1

"

!
"

#
"

*

*
#
* ""

4

"
"

"

"

1

"

"
" 2

"

#

"
!

(

"

!

"

"

"

*
*

"

"
" "
8# )
#
#
#

#

#

"

*
#
" "

* / *
"
# )
" #

+

"
"

<

6

!

"

#

"
"

)

1

"

+

"

#

"
6-

>

#

455>,
#

"
"

#

"

"

"
*

/

*

* /

#

" "

*

+

"
"
"
%

"

1
"

1

#

#

#

"

,
"

;5G

4556 E 6#
"
#
"

" "

-

"

3 0

!

0
"

%

*

"
" 0
"

-

"

*

#

"

#

&
#

! *
!

*

!%!
"

1
K5 - 5 .L
"
#
#

*
"

#
5;

" "
K5 - 5 .L

5-

"

#

*
*

"
0 #

""

# #

5

-1 61 91 /

6 *

-+

"

&
5

" :

&
6 *

" :

?

) "
#

5 555-

1

4

"
"

#

*
"
" 2

9555

*

"
"

-

? *

45G

#

*

#

4556,

5 5-

&

"

+4556 E 6-

"
!

"
"

3

,

F

*

#

"

*

1

"

"
1

#
#

"

"

-

# #
#

"

#

"

#
/

" "

! "

"
"

*

?

" 1

0 0

"

"
#

"

-1 61 9

*

0

"
#

"

#

"

455

"

1

5G
4556 E
#
* + 0 #

"
6-

# )
#
"

+"

,

6

"
"

*

,

4

"
#

#
0 #

#
"

&
#

"

"

"

"

/

:

5

#

"

- &
"

#
"

"

#
?

#
#

$

$ "
$ #

#

4

("&+ !(

<

*

1

*

#

"

"
#

"

*

"
%

!%!(

(,&"!!(
"

" "
'

#
# #

"

"
"
$

#



-61 # )

#
*

'
"
1

(-

5 -44;

(6

5 4;

(-

5 5/;5

"

(6

5 -4-6

(9

5 --;>

"
# "

(/

5 ->.5

(-

5 /9/<

(6

5 /6;.

(9

5 /;6>

(/

5 /6.6

(-

5 44/;

(6

5 49;9

(9

5 4

!

5 5
.

5 0
K "
1 & "

7
7

L
'

*

"
!

8# ) 1
3
9 *
)))
455;L

) &#!(
"
*

"

# #

# " #
"

"

"

"

"

"
# "

:

"

"
#
#

*
"

1 ( 4559 8
*
; 0
3

*
;
;
K->7& #

# 0

8 0= "1
4559
8
/
'
2330
->;3
2= == =0 #

:
+
+
7

*
8
/

0

30 0 3
:

30 349
= =Q )

--

"

#

'

!

# " *
!

"

5 55/<
# "

#

! !(
"
" "
*
( 7
"

" "
#
$

#

-9 $

"
#

#

#

"

-

!

"

"

#

" "

" 0

5 -- 8
/ +
0 (
1

455< 3
7
2@
"

"
3
,
9 /

1

! "

)
$

5

1

455>
.

5 0
K "
1 & "

7
7

L
'

*

"
!

8# ) 1
3
9 *
)))
455;L

) &#!(
"
*

"

# #

# " #
"

"

"

"

"

"
# "

:

"

"
#
#

*
"

1 ( 4559 8
*
; 0
3

*
;
;
K->7& #

# 0

8 0= "1
4559
8
/
'
2330
->;3
2= == =0 #

:
+
+
7

*
8
/

0

30 0 3
:

30 349
= =Q )

-4

0= "= =* 5K657' 7455;L
@
8

3) 0= "5-

C 4555
/
8

0

,
7

.

'
)))4 0
K657'

0 3Q*
7455;L

:
3

@ 1
1 4555+ 8
8
/
9 *
!
:
233= == = 0
= = *= =
= =0
K657' 7455;L

3

!
55

/

+

= = #= =
.<
3 .<

->

?

-

"

"

*

#

*

#

"

-1 61 9

"
$

+

%
!

"#

!

(#

!

'#

!

+

"

#

&#

"
$

+

%
!

+

%

,-

*

+

)

*"

+

#

/

"#

!

(#

*"

!

'#

!

)

&#

*(

,-

*'

%

-9

?

-? *

0

"

*

#

"
$

+
!

"#

+

!

(#

!

*"

'#

!

*(

&#

*'

*.

*&

,-

+

"

%

)

%

*

#

"

*
$

+

%
!

+

+

"#

*"

!

(#

*(

!

'#

*'

!

)

%

&#

*&

,-

*.

*/

*0

-<

?

4$

"

#

#

0 ?

?

*

*

-/

?

4? *

*

" ?

?

*

*

-;

?

6$
$

"

# $

"

0 $

"

$

"

"