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Course Number: STATS 315, Fall 2009

College/University: Stanford

Word Count: 21319

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v v v n n n n i n y dk z @k y y SSS!i @@ SSS @!HB!`!b1"@ @ SS!i1`A!b !1iBv1 @@ SSS !i!b! @@ SSS1!ii! @@ S @!Hbgv!bB4"!v""H1!9 @ SSS !i!b! b@ SSS !ii!...

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" !dAv1 !1Bv!1v! nv) !yv!v!bn! 2) vyv!!Hdn!b1bS 8 !1Btvu@!v ~!)v19B 2 " 2 7' 523 4!B 2 IG(2 U Aw tY# (A `YSYXWrU 0 RU B% B412 W 6 W 4 ( Y Y ( W U Y U U Y U ( U W U Y U WY " 452 0 ''1G(2 v ! 40) XU2 RU i0 6 (A RU5Y 4 W Y U U U Y U ( "! 0!9 9 9 452 0% G(2 d(4 4 SYvh 0 0( )!tG @ ( U ( Y U Y 2 U# WY U U X 8 U Y %'& U YW Y YW Y %'& %# $" 4 ( 5 7 8 7 8 7 ) 8 0 1 Apparent X Relative Number of Splits 2 3 4 5 X Relative Error 0 1 Number of Splits 2 3 4 0.0 0.4 0.2 0.6 0.4 R-square 0.8 1.0 1.2 0.6 0.8 1.0 g'g8x1x8v pd()0vy000 '18110x0 f e ' e f f e f { { f { f !'B8e C'811qC1010Bx1'r080 e |{ e~ } { e |{ f e y w f x'04801'10'xq0R 8zzRr4`C'8z'VRru ' () vv!di4nvtvvBinv" g"v@~i4!nvvAud " " " !v1i)H!!bb!B10)!v!di Bbi9T)#n " " " 1!!!b1 B!t v`1'bb g$ Hvv!t116(!B v!b1!vnH xve tpd v~nBB"!b!1B!Hi!v4H f ( f f e b1! vnH Q018e8v n1D@!b1!v 00'0 '181 ! v !3 nBdiHn" bAv b nv1( vBiv nv " x1b"!!$ n!v1H!dh( vBiv d v x1b"!! nB%$v"Bvtd ( vBiv $ %vQ t5 `$ 1 nB"BvA1Hv( vBiv @ v1H!dHS!!bSi1vbnvA1Hv( vBiv n4I 7 8 7 8 7 C 7 ( Y ` 7 7 78 7 7 8 7 $ 7 ' Y 40 Y & (4' 2 4 8I( 2 3 X2 $ 2 ' %0 Y W Y U U Y ( ( U Y ( U 2 # W YW # ' Y SYv" 80 0 6U G(F ' Y B0FU 4 6 ' &Hv U W WY Y ( W Y 2 2 Y Y( Y ( Y # W U TY SYw 4' ' v TY Y %Y ' v $ (A x $" ( !tG U 2 W Y U WY W U U Y WY # Y U U 2 7 8 8 10000 9 15000 12 leaf number predict(fit3) -10000 5 -5000 20000 25000 13 30000 7 resid(fit3) 0 5000 10000 v & (H ' (( ' 4(( %4 H%4 & ' ' ' (( & H( (( & & 4' ' 4(( H(( ((( ' (( f{ 0vr f e{ 1x'10 x'1q0xqR8Bv (( x g g f e 'B Qx18xvr ' e f f e t( mvd'x'00 '1x 0x'0 'Bx` q181aC1010{ f { { e f f e |{ e~ } { e |{ u f e 010r0xxm8'1x4xx1'10'q0R8qR4Vm1 1'C'1x A '' g x e f u xv$RrC'' { m `qxv(ts q(g} z y wou m p| s B"d B"` dn!b1 1!v!!t 9T"v`!nBH!b@@nvb$S!~nBv1" )!B1!t j " !bvB1@! 1 nvS!4v`nH6Bt !bvnv vb!Axiv v1!n!!~nv4n!HBiv@!v)Hv!!"ivS j " !bb!B10xRs1%$$ v@vBb!Bn v 0!bB@!!b"nvb 1%$vA@QnBini!SBv " $ " !vx1'bb"H!! 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"vbABBn!A j " 5 5 66 (% (' ( (' #1 t1 t% ' & & '(() ' & ' (& ' (' #%t) ( (& ( TA & (( ' 1 t% & & ( 4 (% 1 t%t) ' ' ' (( ' (#((& A ' (' ) A v8x B |{ g A v8x B& |{ g e~ g 0t 8QB A v8x B' |{ g A v8x |{ g e~ g 0t 8QB ( 'x 1 f g f { f 018#08tw1x#xx18' 2 2 f e{ g 0x(Hr40!vxBvyB018 (( x n1vi@!1!"vv!B!nb!vi 0t0e f m `qxTtsmb( k y wou m o wp 5 5 66 j j v " " nnAbnBn!!v"1nbnn!dnHinve!b1!tv invevnv$A1 1Bvnd" nvx!Hv!!!)1"i! 2 " " vn6!B!!nvxzB` nuv1v!! nBbv 2 !i n Hv!~Bt 9THb1Hiv`"BnB!b@nv$! qPy iv4h iv4Xh i1v@4HdnHnvg!1H h ! 2 H(H40 ' 2 H H0' ' ' 2 (H40 2 (H0' % f f f{ x10Qx1rS48 { f 2 { r10(1(' && { f 2 t(B0x4 A 88 Q01x" & { f 2 (B0x4 A #88 Q01x" & { f 2 t B0x4 A #88 Q01x" ' A ' ' f f f { (() xxQxS4x { f 2 { r10(1(' & f f f { x10Qx1rS48 (() { f 2 { r10(1( f f f{ xxQxS4x { f 2 { r10(1( { f 2 (%B0x4 88 Q01x" g f e{ & rv8Bvx0zut)'0'16C 8mrR8Bvv1'10' { { f e{ A Bv8Bvqx1xx' { f e{ f g { { 2 e 0R0w#0qt H xx08S6C { { f e{ e 8mrvxBv8x g0R0w#0qtxx08S { { & 2 e t 8mrvxBv{ 1'10' { { f e g { ' 2 e 0R0{w#0#t 4 xx08S 8mrvxBv{ { { f e |{ 48x A rvxBvx'S' { f e{ g { { f g { 0' xv0v#0r(' 0V & { f u ' 4 H40 x10Qx1rS48 2 f f f { & { f 2 t(4B0x4 4' (rvx1xm'vrB8R e f e { f 2 { wr10(1( A #88 Q01x" g { { 2 e 0t0'w#0qtH 1x4x0xS t 8mrvxBv{ 1'10' { { f e g { { ' 2 e 0t0'w#0qt(( 1x4x0xS C { { f e{ e 8mrvxBvv0R8~ g { { 2 e 0t0'w#0#t ( 1x4x0xS 8mrvxBv{ { { f e |{ 48x A rvxBvx'S' { f e{ g { ' { f g { { fu 0 xv0v#0r(% 0V 2 ( H40 ((x10Qx1rS48 (' B0x4 ' ' f f f { { f 2 ' e f e (rvx1xm'vrB8R { f 2 { wr10(1(& A #88 Q01x" g0R0w {{ g0R0w {{ g {{ 0R0w 0 0 0 ' & 2 (H0' e f e (((rvx1xm'vrB8R & ( 1x4x0xS 2 e t 8mrvxBv{ 1'10' { { f e (& H1x4x0xS 8mrvxBv{ 2 e { { f e |{ 48x 2 e (&(1x4x0xS C 8mrvxBvv0R8~ { { f e{ e A rvxBvx'S' { f e{ g 0{(0xv0v#0r((0 0V { f g { & { f u ' ' f f f { (x10Qx1rS48 { f 2 tB0x4 { f 2 { wr10(1( A 88 Q01x" " vAin @!vnv 1!bvb@!Svg3b1!H!!4 d"v!v!Av! !!ivnHv` BnB b!!b1v nHBt !v!vvnBtI F H & ! " ) # % ( ) # ' $ f e '181 Bvvv! ve XnB " " $ @mnBbninvni!B)Hv! @n%vb ve !B vfru BS!B 8 0e !it bnv BxR!nvtvu@BbnBint!!6v 2 s " " s " nBBzG v!vB6!dnvv1d)b!n1EDnBq!v 0X{ B 5 5 66 g 8' g e f u f r0X{ t8 'X vrdC'xf g e f u f B8 'X vrdC1Be e f u e y w e f xR$vrd8 'z'Q8 'X vru g f u f xX{ vrdC'xf g f u f vrdC1Be } wou m m sp oo o (m `qxv(tsQTtt!xt `qt y y " nv!@(vAv1F!nv BvvA~!!!bbb4 j t%XuvbY8 (7 6R &d U 4 7 7 9 &C 9 2 0%H" YYWU W 8 Y U Y W Y 9 ( U ( Y 4 & y B 7 XE&U # & (47 a (A S& 04 4 Y "! & y2( B 7 Y 87 U2 U Y Y U YW ( Y Y 8 7 ( G2 %4( @ )XE & )0%)vB ( Y (A Sr'& v " $ !tG U Y Y U U2 U 7U 7 W Y 8 U YW U W Y ( 1.033 433/420 6.099 1098/180 4.535 680/150 18.420 2766/150 2.553 1531/600 4.535 680/150 Opening:bc | Mask:ab 18.420 2766/150 Mask:abd Opening:bc | Mask:ab v (%C ( ' & ' ( %#B ' g ' H ' ( 0%# ' w g ( $ & & ' B88#B ' w { g (% () 4 ((' xzB& ' ' & g & ((( ( ( 'x' B ' ' ' g %H & ( ' ' 88#1( { g (') ( 4B88#B ' ' w { g ( ( () ( mB' & g ( ( () (0m & w g & H(# ( H& 0'x' B ' w g (( ()( % 1xm ' & f g f { f 018#08tw1x#xx18' 2 2 f e{ g 0x(Hr40!vxBvyB018 & % x g f u f vrt0R0e g f{ f e { '1x1xvBx1'r4B1B8'x f } g f f{ e f e 2 z0x'%1'qx1Qq1xvr0qtr%'0Tt( t'18z'xvru f e y w f F H 2 8 8 9 88 8 (7 8 D F H 8 7 8 7 C !!nvv!"vH1!BH!yvH!vB1F9!@!1nv1 2 " rin1'bb!Sn!n9Qv1HviHiv vb!!!QBq!!vb)H5 " inB 0 A AvS!@i%d@!vHvv!n 1 1 k @!xvS!B!n!v!tBt1 vn@g9S !`(v!n9v!!b !B1Bp vvn v!Bnvv!bn4!v!n#"4vHn@H !b1!f1! m!9v4v5 v1n@H!BAG2 02 ! 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BS!"b1!911n"HBv vnB1v(!b!!n(vHv!Q!Hvv Bq!b!b!QBv B g 0X{ g { { e u 1'8x'8v xRHx0Fr04 f u f vrdC'xf f u f vrdC1Be ( ()' ' (( ( & ' %H H ( (() ' ( ( ( ' ' ( ( ' (0xzB ' & ' w g ' 0%#B w g ' %#B g & ' 88#B { g H 0% 1H' w g H % B(' g $ g f u f 'X{ t%vrdC'xf g f u f B%vrdC1Be g V (( 0 1x' g 2 H(( 8vxx { e{ ' x & A 88 Q018 gfRruCf'8 t v'%vru e e { y w f g f u f xX{ vrdC'xf g f u f vrdC1Be v!Bn1!!!v@H " p " e " v!ivBd nTzBB1adH!Q!@`$(0@6q'nQn " " nv11!Fv!vv ~`$QnHtvnr!B 2 " )!T1 vgHn! 0 BB p`)!~!(S$ v21" 4pv! v"nv!i!n1H)H!tv " h BBB1 `"!!rS$vAA!H"!dt 18 Re v{ !nv! fe D g vB!1p! BB1b"!!!vA n!n!n!tv9 B xRe " $ b!!3nBHvb1 i Hiv~1'!!b @0@5 vn! n@Av1BXb1! B"v!B1! X1HB ! b!B " P 2 R f u vrd8 0e ' H YYWU 8 7 W t%X r 7 2 1 7 7 U 7 )0% W ( !vtYI4 7 0.8795 5/14 YU 7U W Y T0)R w "!( v!G 0.1220 1/33 g2<11.36 0.5289 4/20 gleason<5.5 1.3140 4/8 0.8817 8/25 g2<13.475 grade<2.5 | g2>17.915 gleason<7.5 2.1830 8/11 1.2140 5/10 g2>15.29 age>56.5 2.7020 11/15 3.1980 8/10 8 98 78 7 7 H 8 7 8 (7 9(7 7 88 8 7 8 7 7 7 8 8 8 8 7 Y Y 88 d U 3 9(7 U U # v b8 U Y Y U TU 0 8 Y U bY ` 2 X2 04 R Y $ 4 Y# U ( Y # 2 Y 4 E( ' % 6`SX4# U ( W YW 2 YYWU ( (2 d4 0 Y (2 E(% 0 Y U 4 tW ' Y 4 `YSYXW4# U Y( ( Y U ( U W 2 U Y ( # ( 2 4 4 G(D 52 Y # XUE B0( (2 bY vTYv d4 v Y Y U 2 Y U Y W U Y ( U W (2 2 `YSYXWH " ' 9 9 @ (A6& 452 0 XWRU 2 ( ( n!tG U Y W ( U 88 9H 7 88 99 0.1220 1/33 | | g2<11.36 0.7341 8/28 grade<2.5 | 1.4320 37/75 age>56.5 3.1980 8/10 ( ( U 04 4 2 x H 2 7 7 78 v @vvnTdHn9y!v%1v `YYSW 2 SY0 i ( WY I G vB@Q tvn!tPS Stvn! vn!9H 5 R ji gii n i g A ''y8 tdC@$'d01x0xv881'0x1t t t0x1 f g g & ' f{ e gS!08x'10' x' C08T'0'xx'1xq0#BSTC08)d8vf { { { { f f g f | A H0'rSf 1 g f { f e } g f f { e f 2 y0101x4B1x10r!1'08##04B0Xtr%0e C( CvB0( SC1Be f u 2 { f f u y w e x18' %vrz'x1'08 F H F F H F H % F H 7 0 8 8 (7 7 7 7 7 # 7 H 7 7 vBvnBtv~!!n!vv1bvHSvn1BnB 2 k vvv!)vg1v4v1vS!b!n!b @@v vb 1 vv n!in @!$ !dnvvr@v #vb( 1vv!in " !bn!nv " p l 2 k p l k p v1Srvbv #vR2vv!inB " !v!dnv4vSrvbv k D ~vR2 vv !inB " !vnvv1S@"( n!1PvTnv1vd " !!bvg' vfru v9n x18' !@n1v9b1!t!nBv1" " " D " n 'bbq4ABbn!it nv(!inB " !!S11xv1 &!SnBv10vb!! 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MOST POPULAR MATERIALS FROM STATS 315
MOST POPULAR MATERIALS FROM STATS
MOST POPULAR MATERIALS FROM Stanford