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8a47Q'*<.'*<`H&DO@0@$'47;-;]17BH*-0f470f470@&g*[email protected]'&=.=@t+O2.pBJ02&=17BC.'*-`H&"O@02$I47;-;]17BH*-0f470_BH024H.'K@&=$*[email protected]'&=.=!
-10
-5
0
5
10
15
20
25
30
35
40
45
50
55
60
65
CLASS S
CLASS W
Loops from BT
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al
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BH,/$'47Q'Qs(@*zma&=$'&)0d.*[email protected]&=.'Q56JBCxH&)Qs*<.K@BC$I(FG4H$s,/4M(2&(@&=`H&);<4H8a&=$IQ.b4g.'O+02&p.'K2&)*<$BC8+8+;-*-,=BC.'*<470{!UK2&=o
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-80
-70
-60
-50
-40
-30
-20
-10
0
10
20
30
CLASS S
CLASS W
Loops from SP
N
or
m
al
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nr
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W*<17O2$'&_æC!/PiSP0@$'47;-;E17BH*-0j*-0;-4d4H8+QD*[0PDXYta&)0@,IK+6JBC$'xjXM#q*<.'K.|qs4Y(@*zma&=$'&)0d.*-028+O2. Qb&=.'Q=!-30
-25
-20
-15
-10
-5
0
5
10
15
20
25
CLASS S
CLASS W
Loops from LU
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&=$'$'4H$Q{BH0@(6JBH0ZO@BH;zLN*[0v.b&)0@QI*<`H&.'O@0@*-0@15&/ma4H$'.'QEBH0@(D$'&=8:;-BH,/&)Q{*<.wq*-.'KBU694H$'&sBHO2.b476JBC.b&)("F^$IBH6J&=qs4H$'x]!
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24H$BH0P.b4½,=BC8@.'O@$'&B ,/47698+;<&/¡®8+BC.b.b&=$I0wD*<.f02&=&)(@Q.b4 ta&.b$IBH*-0@&)(íq*<.'KíB ;<4H.
4HF"(+BC.'Bk8a47*-0d.'Q=!usBH,IK(@BC.'B8a47*-0d.n,/470+Q'*-Qb.'Qn4HF"*[028+O2.'Qh.'[email protected]&),=*<FGo .'K2&,/4Z(2&,K@BC$IBH,/.b&=$I*-Q'.'*-,
8+BC$IBH6J&=.b&=$IQ={BH0@(BH0Y47O2.b8+O@..'K+BC.Q'8]&),=*-F^o_.'K@&i&/ma&),/.'*<`H&)02&)QIQRG4H$Qb8a&=&)(@O28]\p4HFsB17*<`H&)0,/47698:*-;<&=$
4H8@.'*-6*<A)BC.'*<470w!UK2&)Q'&.b$BH*-0@*-021(@BC.'B8a47*-0d.'Qe,[email protected]&P4Ht+.'BH*-02&)(fO@Q'*[021".'K@&BC8+8+;-*-,=BC.'*<470n.'[email protected]&
qeBH0v..b4D4H8@.'*[6J*<A=&HHta&),=BHO@Qb&p.'K2&)09*-.Eq547O@;-(i$'&)lZO@*<$I&5BD;<4H.694H$I&5$O@0@QE4HF:.'K@&eBC8+8+;-*-,=BC.'*<470,/47698:BC$'&)(
.b49Bi.b$I*-BH;zLNBH0@(2L~&=$'$'4H$pBC8@8@$'47BH,Kw!%@O2$I.'K2&=$I694H$'&H2Bi.b$IBH*-0@&)(nì[email protected]&P1H&)02&=$BH;a&)0247O217Kn.'[email protected]*<.
,=BH09ta&UBC8@8+;[*<&)(g.b4"6JBH0voBC8@8+;[*-,=BC.'*<470@Q=!EUK@*-QE$'&)lZO@*<$I&)69&)0v.W&)0@QIO2$'&)Q.'K@BC.%BH0P,=BH0ta&5.b$BH*-02&)(
470@,/&RG4H$BF^&=q .'*[69&)Q\nBH0@(BC8@8:;-*<&)(í6JBH0do.'*-6J&)Q=!ÁE*[0@BH;-;<oH,/4Z(2&j,K@BC$IBH,/.b&=$I*[Qb.'*-,8+BC$IBH6J&=.b&=$
*-028:O2.'Q.b4.'K2&P6"O+Qb.f024H.t]&Yta&=oH470@(íBF^&=q8+BC$BH69&=.b&=$IQ.'[email protected],=BH0ta&Y&)BHQ'*-;<o4Ht+.'BH*-02&)(
q*<.'KfQ'.'BC.'*-,D,/4Z(@&BH0@BH;<oMQ'*-QxQzæHætR~!%0voQ',K2&)69&)QU.'K+BC.p$'&)ldO+*<$'&$IO@0ML~.'*[69&P8:BC$IBH69&=.b&=$&/¡M.b$IBH,/.'*<470{+BHQ
q5&);-;wBHQU,/47698+;-&/¡Qb.'BC.'*[,,/4Z(@&BH0@BH;<oMQ'*-Q=2BC$'&024H.p8+$'&=F^&=$BCt+;<&ta&),=BHO@Qb&D.'K2&=of6JBronBH(@(B9Q'*<170@*<y:,=BH0v.
,/47698+;-&/¡M*<.|og.b4D.'K2&p,/47698:*-;<&=$BH0@(i.'K2&e$IO@0ML~.'*[69&5Q'oZQb.b&)6_vBH0@(iqs47O+;-(BH(@(9Q'*<170@*-y+,=BH0v.E8a&=$'FG4H$I6JBH0@,/&
4r`H&=$K2&)BH(@Q=!
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6JBC$'x.b4Y.b$IBH*-0k.'K2&P"!EUK+*-QgBC8@8+$'47BH,IK024H."470@;<o8@$'4`Z*[(2&)QFTBHQb.i.b$IBH*-0@*-0@12t+O@."BH;-Qb4YB(@&)0@Qb&
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>02&e*-698a4H$'.'BH0d.?8+BC$BH69&=.b&=$4HF:B;<4Z4H8iO+02$'47;-;-*[021p4H8@.'*-6J*-A)BC.'*<470*-Q?.'K@&hj,kl.nnO tpTl.k·!UK2&
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;<4Z4H8{!_Fp.'K2&4H$*<17*-0@BH;s0dO@6"ta&=$g4HFU*<.b&=$BC.'*<470@Q"4HFU.'K2&h;-4d4H8*-QxW.'K2&O@02$I47;-;<&)(;<4Z4H8kqP*-;-;%K@Br`H&
*<.b&=$IBC.'*-470@Q=! P4rq5&=`H&=$)vQI*-0@,/&%.'K2&50dO+6gta&=$?4HF@*-.b&=$IBC.'*<470@Q?4HF2.'K2&s;<4Z4H8"*[Q{024H.0@&),/&)Q'Q'BC$I*-;-oBP6"O+;<.'*<8+;<&4HF
.'K2&gO+02$'47;-;aFTBH,/.b4H$)+.|od8:*-,=BH;-;<oBH0BH(@(+*<.'*<470@BH;w,/4M(2&"*[QU*-0@Qb&=$I.b&)(f8@$I*<4H$p4H$BCF^.b&=$.'K2&g;-4d4H8.b4&/¡M&),=O2.b&
.'K2&f$'&)6BH*-0@*-0216.í*<.b&=$IBC.'*<470@Q)!5o BH0@BH;<oZA)*-021.'K@&f$'&)Q'O@;<.'*[021Y,/4M(2&_FG$'476 ;-4d4H8O@0@$'47;-;-*-0@1
do 100 i = 1, 100
a( i ) = i * i
100
continue
.
L7:
fxch
%st(1)
.L6:
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
fmul
%st(1), %st
movl
-1216(%ebp), %eax
decl
%edx
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
js
.L11
fxch
%st(1)
jmp
.L7
.L11:
fstp
%st(0)
fstp
%st(0)
subl
$8, %esp
pushl
$0
pushl
$.LC1
call
s_stop
L7:
fxch
%st(1)
.L6:
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
movl
-1216(%ebp), %eax
fmul
%st(1), %st
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
movl
-1216(%ebp), %eax
fmul
%st(1), %st
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
movl
-1216(%ebp), %eax
fmul
%st(1), %st
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
movl
-1216(%ebp), %eax
fmul
%st(1), %st
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
movl
-1216(%ebp), %eax
fmul
%st(1), %st
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
(continued on the right)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
movl
-1216(%ebp), %eax
fmul
%st(1), %st
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
fmul
%st(1), %st
fxch
%st(1)
movl
-1216(%ebp), %eax
fadd
%st(2), %st
fxch
%st(1)
fstps
-1212(%ebp,%eax,4)
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
movl
-1216(%ebp), %eax
fmul
%st(1), %st
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
movl
-1216(%ebp), %eax
fmul
%st(1), %st
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
fldcw
-1212(%ebp)
fistl
-1216(%ebp)
fldcw
-1210(%ebp)
fld
%st(0)
fmul
%st(1), %st
movl
-1216(%ebp), %eax
subl
$10, %edx
fstps
-1212(%ebp,%eax,4)
fadd
%st(1), %st
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FG4H$I6JBH0@,/&H!Wç0FGBH,/.=Z*<.,=BH0JKdO@$'.W8]&=$IF^4H$I6BH0@,/&5(+O2&e.b4gQb&=`H&=$IBH;2$I&)BHQb470@Q=!WW*<$IQb.=v*-.W*[0@,/$'&)BHQb&)QW$'&=17*[Qb.b&=$
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K@*-(+(2&)0;-B)oH&=$IQ)!
Neuron
Input
Activation
Function
W1
W2
Wn
X1
X2
Xn
OUTPUT
INPUTS
E*-17O2$'&gZ!-æ.P Q'*-6J8+;<&6JBC.'K2&)6JBC.'*-,=BH;694M(2&);aF^4H$PBJ02&)O2$'470{!
024M(2&p4HFaB;-B)oH&=$5*-Q,/470@02&),/.b&)(.b4&=`H&=$'o4H.'K2&=$5024Z(@&e*[0.'K2&02&/¡M.%;-B)oH&=$r!%BH,IKhQ'O@,KJ,/470@02&),/.'*<470K@BHQ
Bn(@*-Qb.'*-0+,/.q5&)*<17Kv.BC.b.'BH,IK@&)(.b4f*<.=!K2&g1H47BH;W4HF%.'K@&".b$IBH*[0@*-021J8+$'4Z,/&)QIQ*[Q.b4BC$'$I*<`H&BC.DB4H8+.'*-6JBH;
Qb&=.U4HFWq5&)*<17Kd.'Q=!%ç0_2&=&)(ML~FG4H$'qeBC$I(PQU.'K@&Q'*<170@BH;-QpBC$I&gBH;-;<4qs&)(.b4J.b$IB)`H&);?470@;<on4702&qeB)o!P%FG$'476
*-028:O2..b447O2.b8+O2.=!UK2&=$I&P*-Qs024"FG&=&)(2t+BH,IxRT;<4Z4H8+Q\%* !&H!W.'K2&[email protected]+O2.FG$'476BH0voh;-B)oH&=$p(24Z&)[email protected]&),/.
.'[email protected]&h;-BroH&=$)!h@&=&)(ML~F^4H$Iq5BC$I(PQgBC$'&hQb.b$IBH*<17Kd.FG4H$'q5BC$(j02&=.Nq54H$'xMQg.'K+BC.gBHQ'Qb4M,=*-BC.b&h*[028+O2.'Q
q*<.'[email protected]+O2.'QUBH0@(BC$'&D&/¡Z.b&)0+Q'*<`H&);<ofO@Qb&)(f*[08+BC.b.b&=$I0_$I&),/4H170@*<.'*<470w!
Inputs
Hidden Layer
Outputs
W*<17O2$'&9Z!/PDuFTO@;-;<of,/470@0@&),/.b&)(F^&=&)(2L~F^4H$'qeBC$I(02&)O2$BH;E0@&=.Nq54H$'xq*-.'KYBfL~CL|.b4H8a47;<4H1Ho
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?4g.b$IBH*-09.'K2&P"7qs&O@Qb&U.'K@&Qb.'BH0@(@BC$(9t+BH,'xZ8@$'4H8:BC17BC.'*<470hBH;-1H4H$I*<.'K@6uBHQ.'K2&P;-&)BC$I0@*-021
BH;<1H4H$I*-.'K@6FQzæ=ë¹R~!®*<.'Kt+BH,Ixd8+$'4H8+BC17BC.'*<470ws;<&)BC$I0@*-0@14M,=,=O2$IQ(@O2$I*[021BY.b$IBH*-0@*[021_8+K@BHQ'&n*-0kqK@*[,IK
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BC8@8@$I4H8@$I*-BC.b&);<ojBH(.ubO@Q'.".'K2&q5&)*<17Kd.'Q9*-0c&)BH,K;-BroH&=$94HF.'K2&f02&=.|qs4H$'x]!cPF^.b&=$9.'K@&K@BHQta&=&)0
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do 100 j = 1, num_iter
do 200 i = 1, num_iter
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200
continue
100
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