The dissertation of Pedro Morais Delgado Domingos is appro v ed, and is acceptable in quality and form for publication on micro fi lm: Committee Chair.
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No. wins 20
15
10
5
0 RISE / PEBLS
RISE / CN2
RISE / C4.5
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No. wins 25 20 15 10 5 0 RISE / IBL
RISE / Rules
RISE / No t.-b.
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v 100 RISE C4.5RULES
95 90 Accuracy (%)
85 80 75 70 65 60 55 50 0
2
4
6 8 10 No. conditions
12
14
16
B' Y8,L ! 4eB[8ekt &9, @ - c xES,L !'(8 E8 9& #?9' n'( - T [ v ES !, ] e UQ8 & H 5;'B ! "AC& -pESJ5 T e ! L !&Q8 _*(! ] 8 .'B 'B8 hJ _ !,*(Q ^f'B%L*B+ ! X8 /#1!243g UQ eo /;fR_3^2K !# XL*B^ "*B ! &% ?'B*(- e 1 $?& @ !;4& !'(%& 4 @Z ! !,L !'( Yf ! L# H I5;'( ! [ *a !0 L8'a#.&Y @ 84 ! ;& ES8 % 9^ En 5^ *BY8 'B ! L%f , *B*(-CZ+ YM 'B `Y'BA4'B Y G .A 4 @ Y ! UQ e /;fR_3^2 est " ! ! J & nZ. 5^JAC& &ZC/#1!243 8k *( k .A 4 @ YfES8 ;98 J @Q5;'B ! [ ^% !8 .'B 'B8 & ; !,L*B 4 *(*_.' n& !& s & " 'BY ' nJ 4 ^5;'B \8 ~ .n.& f,'B Y$ "8 &=S @ 'B*( 'B !> k ! e z K?*('BY8 4 ;,45; @ ! & m'( :UQ eo /;fR_3^2 oc9, !ACcES [ 5; ^'B 4AC? 'BYC ! X4- !& !'( YD ! " 4& !'(%& 4 @s5;'B ! !'(X, !>Z. %*B>Z4 % 4'B%$,% E !,L*B# [ e&e&e .e"z L !>?,*( @f !D 5; g'B 'BY e 4 e .e UQ e /;fR_3^2 ;*a Y'B = 8Z8XL, 0 ^,L.57 @ !& x'a_% 'B 4 @ '( & D'B !'(8 K En ! k !,*(sUQ e /;fR_3^2 4.,9Zh 'a;'a; !JAC *( !$XhO.,K ! fEw 8 # ! &Z_ p D98 J c ,*B>^Xh>8% % !" m% !?'
n8Z4'B ;X%M!?'(X*B" i'( .,I? ! # !,*(ES8 ;'( @^ &YM 'B8 e z ; @.>? k8 & HZ ES s5; 'a@ X ! $ ! # &L Q '( @0 L&YC !'B i >ACk >!! !'(*B*B Y$ !,*(ZL !fES c'( . & !%>.'a !;A *(,^ E e 50$'7+$ 3 14: , $':F3!$(*.8.0&O)%1?)%50$ # !$XhKX? #.>! 'BX Z ;X.-}Y8& J @ *_ ,*B> *(8 g X4-' hm8 L *(8 MZpXL, X4- ?8*(, !'(8 "%& !Yi ES !%V $?'( Y8*("?& JZ.&*(& !'( YD .-4,*B')& eQz LR_ *a D &, H 8-} E F g ,*BD i %*B>^ ! x'( 5 V ./ ')f ! & g%} 8, !nZ_ g ! L$*a !?'
n& !'B 4., 'a *('B !g> 8@ ! H 'B L'B Yg L %}*BD'( , ! ^ 8@ ,*B%}&%8 'BW&Jc 4,%iX& k Ek L %L*BQ'B #5^8 |Z : 5 % 4- E ! &%V'( #*a !?'
r8 ! *B- e7t ; & nZh DR_ *a $ 8&9, @ - Ek 8@ : ,*BK8 g L %}*BQ ! f'B #" 'a#8%}, !> Z : ! ')c'ac A *B,D & @ 'B efz D !*('B& ; !'(% ^5^& >! -: !}X ! b: 'B ., 'B YD "*) 8?' h& 'B8 r-L*(c ; 4.,>q c *_8 L eQt ;*) 8?' h& 'B8 'B%CZ ! LxL !44, !K. !'(Xi'B " !&A4'B,;?> !'(8 '); *('B5;'( ! , # 4-.')? !'( 'B8 X& 5^&J :2 !,*( eQz " > !>? ; !,L*B" !$ ! " ? ; L %}*B#5;'B ' Eu 5^D8 ;%}8 ! !,L*B" i> , *B*(-: &Z+ ! D 5;'B $ 'BY ? KR_ *a 8J, @ -:L !&A '(*a ez ') *(Y8 !'B %gZ z 1 = Z.'ak? 5; rY8 @ ')& *(*B-$'B '(Y8, .e Z5; J !f ! !, !, " ! Y8'(AC'( ;'B H^ %'a; L & . e
v S rules
G rules
Merged set
Winning rule (best match)
B' Y, ! 4e ekz z 1 = *BY8 !'( ! % e 1 i z 1 = *(Y88 'B %gZ8 f& @sEs2O !,*(s cbCJ Q?J H !MZ R_ L*a 89" 8&9, @ -iEs> 8@ i ,*Bf ! f @ 'B '( Y L %}*B+ ! ;'B kAC& @Q'aQ% 8, !> e t f*) 8?' h& 'B8 r !'(%CZ. D 5^}?& Hc Ek ,*B# @ f *('Br?& @ !&*(- eft 5;'B J %}8 Yr ! :2G ,*Bf')IES8,L X.-G ! } !4>., !} !&A4'B,?*(- , !*('B > e:z G?J*B "
5;'( & JZ ! !,*(" !D%q @@ r YM 'B ? D !>? " L %*( e 1jEk8 *(-:8 L ,*B AC& HI'( &Z_ ! ,*B$'aKF LC?J ! 5;'B J e 1jE;% !$ ! 8 L !,*(9 ACJ @c L %L*BCZC ! Lx 5;'( ! r ! " '(Y8 #R_ *) 8O 8&9, @ -5;'B e 1jEu ,*BKAC& H L %L*BCZ ! $4Ew ,*( f !,L*BD'a"@ C& G 8" ! 5;'B J e ;E; D 5^ *B')? @ T 2r
] Z ! K8 K5;'B : ! L '(Y8 f &, H 8-} ! & r5;'B # g*a !?'
; ! " L %}*B ekz ') *(Y8 !'B % ');? 5; :Y @ 'aJ *B*(-'B '(Y8, .e4e t g&%L'B !')& *+ !,4-:5; "8 4, !>: !&A *(, D ! $& ?ES !% E; D 5^8= 5; &-'B ., 'B8 G- !&%V &*a !'BAC" 'B Hp'( .'BA4'a4, *u8%}h & 4 @ efz O.Ew ,L*B "& ! 'B YM ES8 kUQ e Z.UQ eo /;fR_3^2K iU 5^& ^bC& e+t *B*C ?,*( @ ES8 ^UQ e /;fR_3^2 T XX &A.') UQ eo / ] DU X&*B5i '( ! Q ! e 8 f %*BMZ.'B r ! K 8 H?$*B')x48% 'B 'B z X*B 4eB[ Z z 1 = 8X H '( f G &, H 8 E d.eod {5;'( ! r $? @ @g.&A4'a !'(8 E .eo }Z'a^X& ! & ; ! UQ e /;fR_3^2i5;'( ! \8\
.n.& CZ mX& !& ; /c1!243`5;'B \\.eo 8 4n.& 9 e z X*B 4e ?,L%% 'BW&> ! L?D ?,*( @ eDz H? "*B'( D 5#I D 4,%iX& # E7.= % 'B ^'( g5; 'a@ z 1 =w{ 8@ '(&AC 'BY & 8&9, @ - ! g ! O8 !h .'( Yr?-L? !J%gZ AL e .,%$X& f'( 5; 'a@ !JAC& @i & e z L?98 *B'( }8 'a.J @x *B ! LC? .8%q 'B 'B `5; 'a@ ` ! r8X& !AC> 4 ' n& !J 'aD'BY8 L' n& . $5;'B $*B ? \8
.n.& CZs 5# ! %M? " E ! $ &A.'(8, !5;'( :5k& !$'B 4&G?'BY ' h& 4 e 8 D L %}*BCZ_5; J 57 8iUQ e /;R_372 Z z 1 =w .') XhJ ! !J D ! UQ e /;fR_3^2 '( [ .8%q 'B cAC& @ *B* Z| g5^ @?$'B +5;'B \ .n.& D'B K.') X& !& f'( [ 5^ @m'( .e t *B*Q8 & $% 'a8 D !r?'(%'B*) !*(-mEw &AC8 H X*( ! z 1 =w esz Lm 'B H *B'( D 5#f ! D ?,*( @; Ep *(-.'( Y 'BY g ! f ! ! LA *(,cE;*B'( e"z ')"8 = ?')? H EK ?').& 'B Yg .,%$X& " E"5;'( D 8$ gX'B %'a *QA8 !') X*(CZ^ ?b4'B YG 5 , *('BbC&*(- ! LDA8 *B,DX @ 'B >:'ac'
E z 1 =w 'af !,%: Xi }%8 D 8J, @ !D ! Lf ! ?8 .'B YK *BY8 !'( ! % e 8 Q L %*(CZ [ 5;'B s'( !') *a+ 8k IL !8X X'(*B'B -K E 4&,L ! !J " Eu8 *(- ekz 'a^ ? ? 5#; ! f *B*n ! " 4,%iX& HEQ5;'B ^X @ 'B >: ?'(Y8 '
n& . f \8 V .n.J *(&AC&*wZ. !>?,*( !'B LY'B r 'BY G& ! H '( . - z 1 =w ') D%8 &, H *B> ! L& ; ! g&'B & #%8 J . # *B8 LCZh'( : K?& # Ek*B> ! L'B YD H 8?bL E 5; 'a@ ! L48% 'B ^,8 ? !'( !, K i %*( e
v
z X*( .e([ k3 .& 'B%& 4 @ * !,*B Hp5; J 'acUQ e /;fR_3^2 e 2M,& @ !'( @#.& !O8 = n.J "*B&ACJ*a [ 'a \\.e Z 'a \\ }Z ') \Me }Z$'a \8 Z 'a \ }Z v ')^X&*B5 \ e UQ e / /#1!243 c9Ew ,*( f H 8& z 1 =w z 1 = t d4e\ e v8v e v e v .e v "4e Me e\ .[e .e v PcU v \4e eo v Me ".eo v Ced v e v v d4e e v Me v Ce v Uk3 d 4e O[8e d e .eo\ d ed 4e d4eB[ 4e Me .eod f1 4e d .e 4e .e([ e 4e 4e 4e v8v e .e 37U v d4eB[ eo\ v Me "d.e v .e\ Me v v Me e\ v Med v e v
R 4 e v eo v eB[ D[4eB [ v e\"\4e v \4e v eB[ .[e ".eo \4e d .e v e v .e([ Ced e \4e v 4e\ 84e .e f3 d4eB[ I.e d4ed .e >d.e v "4e v e\K4e d4eB[ .e([ d 4ed .eo d.[ e v e d4[8 e e d.[e\ 4e v 4e v .eo\ 1/ \ 4e .e \ 4e v .e \ . e 4e \ 4e\ 4ed v e".e R t d 4 e I\.eo\ d.[e v D[4 e d v e "d4e v d8\4 e $[ .e v v 4e"\.eo R0U d4e v O[&4eB[ 4e D[ e .e D[ e 4e $[J.e v edD[ 4e R v e I.e v v 4ed e v v e 4e\ v 4e K4e 8d4eB[ .e V R_1 v \4e e v \4eB[ .eod v \.e 4ed v Me\ 4e v \4e\ .e R d4e v e v e\ .eo\ >.e v e\ d 4 e v ed Me ".e V N v Med v e C[e ".e v d. e v e\ v 4e K\4eB[ C[ e ".e N/ d M e I.eod d 4e v D[4eB[ d .e D[ .e d M e K4e 4eB[ e N z [e e v 84e ".e V Ce "4 e 8\4ed K4e e v .e 2 C[e\ .e([ C[ e e([ M[8eB[ eB[ 4ed 4 e 84 e e V 2 e O[ 4eB[ v e "\.e V v .e MeB[ v e $[[8e 4ed Ce v 2 d 4eB[ v eod 4eB[ ".eod >d.e\ "4e\ d ed v e \4eB[ .e([ \84e\ O[8e v \84 e D[8e \.ed D[e \84e $[e v 4e .e([ 1 \ v e .e \.[e ".e v \4[8ed "4e v \ v e\ $[ed v e "\.eo\ \ 4e .eod \ 4e ".e d\.e v e \ 4 e 4 e 8\4e v e
vd
z X*( 4e "3 4& !'(%& 4 @ *+ !>?,*( @c5; J ')U .e 2C,& H! 'B H".& !}8 .h.& *BJAC&*a [ 'a \\.eo }Z ') \8\ }Z 'a \Me Z$'a \ }Z ') \ }Z v 'a^X&*(5 \ e f H 8& U /#1!243 c9Ew ,*( z 1 =w z 1 = t Me e v 4e\ Ce M[8e"4eB[ Me e\ .[e .e v PcU v d4e v e v Me\ v e v Ce\ MeB[ v d4e e v Me v Ce v Uk3 d e .e d 4e .e d .e 4 e d4eB[ 4e Me .eod f1 4e .e 4 e .eo\ .ed 4 e 4e 4e v8v e .e 37U v d4e I.e v8v e ".eo\ v d. e M e v Me e\ v Med v e v
R v \4e\ v eod 8d4e\ v e v .ed "4e v \4e v eB[ .[e ".eo d.[ e e \4e .eo\ >\. e 4e\ \4e v 4e\ 84e .e V f3 \4e v I.e d 4e eo d .e e v e\ K4e d4eB[ .e([
d 4eB[ .e v d 4e .e v d .e e d.[e\ 4 e v 4e v .eo\ 1/ \ 4e .e \ 4 e .eod \ .e 4e v \ 4e\ 4ed v e ".e R t d Me O[4e v d 4e\ "d.eo\ d .eB[ v e\ d8\4 e $[ .e v v 4e "\.eo R0U 4e O[ e 8\4eB[ D[ ed d.e v D[ .e 4e $[J.e v ed D[ 4e R v 4e\ I.e v8v e .eod v .e 4ed v 4e K4e 8d4eB[ .e R_1 v \4e e v d4e\ eo v \.e 4ed v Me\ 4e v \4e\ .e R d 4e \ v e \4e ".e >d.ed e\ d 4 e v ed Me ".e N v d4e eo\ v 4e v eo\ v .ed "d4 e v 4 e K\4 e C[ e ".e N/ d84e v v e d4eB[ "\.e([ >.e\ "d4ed d M e K4e 4eB[ e N z [e I.e 8d4e\ ".e([ \.ed "4 e 8\4ed K4e e v .e 2 C[e .e v v \4e v .e v .e 4e 4ed 4e v 84 e e V 2 4ed O[4e v v 4 e "\.e vv e Me v e $[[8e 4ed Ce v 2 d 4e v e Med v e Ce M e d ed v e \4eB[ .e([ \84e O[8eod \84e D[8eo \.ed D[e v \84e $[e v 4e .e([ 1 \84e .e v \.[e eo \ .ed e \ v e\ $[ed v e "\.eo\ \ 4 e .e \ 4e\ ".e([ \ .e v "4e \ 4 e 4 e 8\4e v e V
v\ z X*B 4e.e 2C,%}% - E z 1 =w o^ !,*B H^A e 8 ! L& # *(Y88 'B % e
{UQ eo /
U : ?, z 1 = UQ e / /#1!243 z 1 = U /#1H2 3 [Jd = v [ = [ = v =S [J\ =S [ v =
e 5;'B [[ = [ = [[ =S [ 8= [ = [ =
e ?'(Y8 '
E e 5;'B 2C'(Y8 !>? \8\4e \Me \8d4e \8\4e\ \8\4ed \84e z ?,L*B @; !O *a 5; :'( mX fY @ L mES8 %V'B 'BY, ! 4e v Z5; & " 8@ '( E7X H"8% !> z 1 = {5;'B g8 $ E7 ! $8 & "- !&% e 1 g ! $*B9ES !=S gY8 8,|Z UQ eo /;fR_3^2}'a;,?r 8c 98%8 L& . 'B r ! " !'(Y8 4 !=S :8 CZ_U 4ect ^Xh9ES8 !MZ 5;'B 'B r 8@ : 'B ! D*(ES !=S mX x & ?& 4 @; ! L 4,%iX& ;E z 1 =w 5;'B cA e 8 & #- !&%gZ4 m f !'(Y8 4 !=S mX ; !& ?J . H ! Lx 4,%$X& Q Eu ! "8 & #- !&% o 5;'B eQz O bC& ^8 !'(8 g Eu F X c & !>?& 4 @Q ! " 4,%iX& k E ?'(Y8 '
n& 4 ;5;'B c ! L \ .n.& f*BJAC&* e z D, 'B*B'( -mEk ?5k8=S5; &-:'( .,9 !'B g'af9*B !*B-r 5; X4-: ?D ?,L*B @9Z X, 'B f') 'B%}h ! H 4 ^ !$, 4& @ @ m5; 4- ! '); 8.A . H Y8K'a;8X& !AC> e 1 h> !'(8 EQ D2}
!,*(f? L 5#f " ! L2 !,*(f D'B 4&g?,LX? H 4 !'a *B*(-m%}8 !O?'
n ! G !
8 L e !,L*B -4'a& *B*(-g . H 'B g% *(* 4,%$X& E" .'( !'B T e[ ] Z 5; & 82 ,*B> ES !J . H 'B 8 .'B 'B8 8 * E EK *B*# ! r ! 'BX, e ,L ! ! L& &Z ! H 8'( Y D 4, 'B8 r E z 1 =w !JAC *)p "X4-mEw ! D% 8 !'( - E25;'B f4&,L 5; & " ! ; %*(;'a; *)?}AC& !> X4- ,*BMZ.X, ,*B>^ K? !'(*B*|8 ! ; %M? fE^ $ %*(^ ! J-gAC& e 2 ,*B# ! 4,f& & ?,*) $?% *B*+ 9& !'(8 !> 8 !$ ! LxXL !C mY& & H *B'(W 'B ^ !&L !& . iX4- ,*B>Z p'( . & .> e z 1 = & ES8 !%}XhJ ! !J f ! z 1 = Zn : 'ac57 8c XhD . ez 1 = ol 'BACQ%& 4f E|%iX'( 'B LYc2" !,L*B T %J !Y8k *B* ] 8s&AC& @ *4.'a 8.A . H Y8> e z !,L*B^5k& !f L8 .?'(Y8 >q iXK L*B'('B r X !=S% HF }% L& e P^&'( YACJ !Y8J & @ * Z8 &-K 8'B*B-"5;'( D %*(l, @'a.; &% ACJ 0% !7 8 'a !"2" !,*( euz 2G !,*(ZQ98 4AC& @&*B-CZ+5^& .'BY ES iX !=S% HF c8 g5; ')F ! Lf2D 8% & 4 @+ Y8 & $ #8 ! JZC OES 8%~ XAC;X4- [ %'B 4, ES @ !'(8 E & ?;8 5; ')F ! L&- Y8 &K r !"X8 :'( 8 !9 e , ! J &Z.5; L& : & ! % !D ! 5^ *a !ZQ2G 98%8 L& . Hf% &-g.' J D X8 ! `X$5; !8 LY e 3 . @ !'( Y: r& 8x5; J ! z 1 = o.>'a'B8 'B ., 'B8 e^z 1Q'a# J, !')? !')f *(Y8 !'B %gZ4'B r8 4 ! H 8 c :'( @@ &*B* s 4 , ? !'(ACK& = .') f&*B'(%'B !'(8 D 4.,L !CZCX, ; 8^ ! L" 8.A . H Y8" k'B @Q5^ @? = J 8?K 8I !'(%"%*( .'( !'
Q ? 'BAC&*(-D*B'( # m*(5;=j @.& #8*(-. %'a * Z'( ? 8 E .= 8 J . 'a * et *a?LZ , *('BbC" ! L$& 4'a !D&*('B%'( 'B8 r *BY8 !'( ! %gZ z 1;'af X*BD . * 5;'B r.'a+ , 'BAC" &L @Z4 8')?CZ m%}'a!'B YO r8 4 !'( .,L8,; ! ! 'BX,L ! e
G B 1^ f'BJ5^G 8K : !,*(i'( ., 'B `?-L? &%gZ+/c1!243 g.'n& !& 4 "X'a IES 8% ! D E Y8J & @ *B=S != h>' nZ H?& @ !; 98 C,& ^*B ! & H *B'(bC t KZ U UQ e /;R_372 e
*)
C[ t r'B '( !'a *+? ,.-:Ek ! ')pX') 8f4' n& !J ",?'( Y ! !'
n') *u.8% 'B #? L 5km I/c1!243 'a$XhJ ! !J 8 !> !`*B ! '( Y %>.'B,%$=f 'BY *B-4=w?'
n: &L @Z;X,L :4'a &*(,'aL !k5; k .'( !'B lEw &AC8 + ! L;%8 ; .AC& 4 !'(8 *. ,*Bk'B 4,& H0AC& 0'( e &ACJ != ! L&*BZC'B k'asC?'BXL*Bf @ bC" 84A8 . H YxE+ ! %*BJ%& 4 @ '
?-"Eu/c1!243sX') 8k ! E" ! >?:*( & H X4-`.'BY 'B Yx ! L: 5^ e 3sAC& ! L8,Y : ! L'a 5k8=S5; &-'B ., 'B8 q *BY8 'B ! L% !'B*(* >! 'B*B-DX&-c2 F n& o T [&\8\ 8X ] ?& A !'(8 *a &5"Z4'B ^57 8^X?& ACi D !4., "'B% AC&%i9 4 @0'( 8&9, @ -98% ! !$ ! Lx &=S5; &-r L !C F Lp'( r *) !YK! %}*BfEk @ 8& @;ES !8% ! KxUk1Q !&C'B 8 !-MZ ? L 5;'( Y$'B #& mX",ES,*_'B H 8 'a e
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z 'aF !J ;'B 4AC? 'BYC !;&%L'B !')& *(*
-D 5 /#1!243 ;X& &A.'(8 . ' n& H7ES 8% ! E 8 ! L& 0'( ? H 9&=jX 8?>*B ! '( Yf *BY8 !'( ! %q e+z ;98 4 !4 !=w?& ?'B 'BAC_ES , !7?&*( 'B8 *(Y8 !'B % '(%*('a'( ^'B G/#1!2436')c4 ! @ !>mES !8% 'B JZ_ G% m5;'( ! G ! $9*a 8?')& * %& 4s E+ES8 5; @ X 8@b.57 Hi&*B9 !'B e 1 Q'asES8, q *( 8D !D '(Y8 J ^ &, H 8'B q *a Y8f 4,%$X& Q E+X& @ % !b$ @ 8& @ e 1 .& 'B%& 4 @_'B q ! ' n9'a *|.8%q 'B ZC'B H 84A8 . H Yf'as8X ?& AC !"'B ! ?;5;'( ! $ ! .&Y !&;E+ . . .&& .J -E ES !, !J*B&A '( : ! LD @ Y8& I8 9& @ e /c1!243 o7ES !, $?&*( 'B8 r *BY8 !'( ! % 'af *a?}%i,@ Ew 8 !& ; ES8 5; H: mX Fb45; @?J*B 'B e
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F G D/ D /LG=JE45DE45.0/ /2B D 31 /
/L> /LACD 4 F0G
1jEQ/#1!243 8#'B .J i& ?'( !'(A.'( ?-$ !} . . ; #'a# X ?& 4 pES 8% *) 8!'a& * ES = !,L !$?J*B 'B g *(Y8 !'B %9Z I $?'(%*(x %*B"'( 2C 'B8 .e :,Y8Y? HZ_ ! L& g'B H ,$? ,*ag*B : !r?'(Y8 '
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10 FSS - RC BSS - RC
Accuracy difference (%)
5 0 -5 -10 -15 0
2
4
6 8 10 Feature difference
12
14
16
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d 1000
Running time (s)
100
10 RC FSS
1
BSS 0.1 0.1
1 10 100 Worst-case time (10^6 cycles)
1000
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\.[ RISE
Windowing
Time (min)
Time (min)
6
90
4
60
2
30
0
0 Credit
Pima Anneal
Partitioning 100 200 500
Chess
Smaller DBs
Hypo Splice Mush Larger DBs
(' Y8, Ce([ ;UQ8% !')?8 } Eu !, L'B YD 'B% s/#1!243;Z/#1H2 3 5;'( ! 5;'B .5;'B Y$ /c1!243 5;'B !'B 'B 'B Y e
RISE
Windowing
Partitioning 100 200 500
Acc. 100
90
80
70
Credit
Pima Anneal Chess
Hypo Splice Mush
(' Y8, Ce QUQ8% !')?8 DE| 8&,L @ 89'B 0/#1!243;Z8/#1!243g5;'B ! K5;'B 4 5;'( Y" i/#1!243:5;'B ! !'( !'(8 '( Y e
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\ 1e+06 RISE Windowing Partitioning ax bx^2
Time (s)
100000 10000 1000 100 10 100
1000
10000 No. examples
100000
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'a?r !4,D ! G &, H 8-`EL, !G/#1!243{ 5;'( .5;'B LY X.- ?%q *B*(& ".' n& !& c4&9, ! 'B YES8 *) Y8& K ! @ 'B '( Yr?& O?'(W& e T /p>& *(*s ! 'a5; 8L. *B-g : ! L ! H 'B L'B Yr?J e ] z } 8&9, @ -g E# ! 'B !'(8 '( Y:')fX &*B- 8.-r.')!,? 'a !J ; !$% bCf ,*B"'( ., 'B g *(Y8 !'B % 4.,g% !r?9' n !,*(Z;5; ')F @ bCr*B 'B% 'B 4,'B /#1!243{ %}8 ! 'B q?-L? !J%s*B'BbC"UQ eo /;fR_3^2 T 5; L'a@ _Z.'( 84'B !'(8 _Z4% &-D ! J !,L "X 8@bi C" !,*(Z
\ 1e+06
Time (s)
100000
RISE Windowing Partitioning ax bx^2
10000 1000 100 10 100
1000
10000
100000
No. examples
B' Y, ! Ce e R 'B LYi 'B%0ES c K? 4, ! *B" @ X 8D5;'B ! { 'a e ES, ! & 8.'( Y" !" ! L&'B s , '( Yf 'B%'B $/#1!243g !, L'B YK '( 'B 'a *4'B ., 'B8 $ !; ! %& @ !'B ] eOz 'af% ; ! /#1!243 % &-mXD% !O 8 'a !$ ! Y& & H *B= != ' hx- !&%q ES8 # 'a?-q H X ? e t 8 & 4 !'a *4'a! .A 4 @ Y8; E !'B 'B 'B Y#5; & $98% !f c5;'( .5;'B Y'a_ ! 'B K8%& 'B%J T X, " D *B5; &-L ] !J f !r !4., i ,*B}?J @f ! D !$*a Y8& "AC& H *B*wZ &AC& K' E ^'( .'(A.')., *4 !,L*B;& @_*B> ! LxES !% > 8@ ! !'( !'(8 $ #8%} H !'(AC&*B-?%q *B* e c5^JAC& &ZES 8% ;8'( . sE_A4'B&5 gX4-g*BC8b4'B LYg K8 } E ! Lx'( .'(A.')., *n !,*(K?& HZ. c K 'B% e
0* )
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8\
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