From c25220b1bbd9c52ac2cbea1f0557311876e47d14 Mon Sep 17 00:00:00 2001 From: mhjensen Date: Sun, 22 Dec 2019 20:02:36 +0100 Subject: [PATCH] typo in regression --- .../How2ReadData/html/How2ReadData-bs.html | 4 ++-- .../html/How2ReadData-reveal.html | 4 ++-- .../html/How2ReadData-solarized.html | 4 ++-- doc/pub/How2ReadData/html/How2ReadData.html | 4 ++-- doc/pub/How2ReadData/ipynb/How2ReadData.ipynb | 4 ++-- .../ipynb/ipynb-How2ReadData-src.tar.gz | Bin 103631 -> 103631 bytes .../How2ReadData/pdf/How2ReadData-minted.pdf | Bin 466087 -> 466057 bytes doc/src/How2ReadData/How2ReadData.do.txt | 2 +- 8 files changed, 11 insertions(+), 11 deletions(-) diff --git a/doc/pub/How2ReadData/html/How2ReadData-bs.html b/doc/pub/How2ReadData/html/How2ReadData-bs.html index 2fe4cce75..07d8216f7 100644 --- a/doc/pub/How2ReadData/html/How2ReadData-bs.html +++ b/doc/pub/How2ReadData/html/How2ReadData-bs.html @@ -166,7 +166,7 @@ MathJax.Hub.Config({
[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

-

Dec 20, 2019

+

Dec 22, 2019


@@ -1205,7 +1205,7 @@ Finally, another cost function is the Huber cost function used in robust regress It is less sensitive to outliers in data than the squared error cost function. A variant for classification is also sometimes used, a quantity we will meet later. $$ -L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}} +L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}. $$

diff --git a/doc/pub/How2ReadData/html/How2ReadData-reveal.html b/doc/pub/How2ReadData/html/How2ReadData-reveal.html index 57f2f2221..d2dcaca67 100644 --- a/doc/pub/How2ReadData/html/How2ReadData-reveal.html +++ b/doc/pub/How2ReadData/html/How2ReadData-reveal.html @@ -148,7 +148,7 @@ MathJax.Hub.Config({

[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

 
-

Dec 20, 2019

+

Dec 22, 2019


Introduction

@@ -1231,7 +1231,7 @@ It is less sensitive to outliers in data than the squared error cost function. A variant for classification is also sometimes used, a quantity we will meet later.

 
$$ -L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}} +L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}. $$

 
diff --git a/doc/pub/How2ReadData/html/How2ReadData-solarized.html b/doc/pub/How2ReadData/html/How2ReadData-solarized.html index 2d5f087e3..9d93a5ce4 100644 --- a/doc/pub/How2ReadData/html/How2ReadData-solarized.html +++ b/doc/pub/How2ReadData/html/How2ReadData-solarized.html @@ -135,7 +135,7 @@ MathJax.Hub.Config({

[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

-

Dec 20, 2019

+

Dec 22, 2019


Introduction

@@ -1165,7 +1165,7 @@ Finally, another cost function is the Huber cost function used in robust regress It is less sensitive to outliers in data than the squared error cost function. A variant for classification is also sometimes used, a quantity we will meet later. $$ -L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}} +L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}. $$

diff --git a/doc/pub/How2ReadData/html/How2ReadData.html b/doc/pub/How2ReadData/html/How2ReadData.html index 26137487f..837ec179d 100644 --- a/doc/pub/How2ReadData/html/How2ReadData.html +++ b/doc/pub/How2ReadData/html/How2ReadData.html @@ -140,7 +140,7 @@ MathJax.Hub.Config({

[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

-

Dec 20, 2019

+

Dec 22, 2019


Introduction

@@ -1170,7 +1170,7 @@ Finally, another cost function is the Huber cost function used in robust regress It is less sensitive to outliers in data than the squared error cost function. A variant for classification is also sometimes used, a quantity we will meet later. $$ -L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}} +L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}. $$

diff --git a/doc/pub/How2ReadData/ipynb/How2ReadData.ipynb b/doc/pub/How2ReadData/ipynb/How2ReadData.ipynb index dd60965d9..51081a4c6 100644 --- a/doc/pub/How2ReadData/ipynb/How2ReadData.ipynb +++ b/doc/pub/How2ReadData/ipynb/How2ReadData.ipynb @@ -10,7 +10,7 @@ " \n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n", "\n", - "Date: **Dec 20, 2019**\n", + "Date: **Dec 22, 2019**\n", "\n", "Copyright 1999-2019, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n", "\n", @@ -1467,7 +1467,7 @@ "metadata": {}, "source": [ "$$\n", - "L_{\\delta }(a)={\\begin{cases}{\\frac {1}{2}}{a^{2}}&{\\text{for }}|a|\\leq \\delta ,\\\\\\delta (|a|-{\\frac {1}{2}}\\delta ),&{\\text{otherwise.}}\\end{cases}}}L_{\\delta }(a)={\\begin{cases}{\\frac {1}{2}}{a^{2}}&{\\text{for }}|a|\\leq \\delta ,\\\\\\delta (|a|-{\\frac {1}{2}}\\delta ),&{\\text{otherwise.}}\\end{cases}}\n", + "L_{\\delta }(a)={\\begin{cases}{\\frac {1}{2}}{a^{2}}&{\\text{for }}|a|\\leq \\delta ,\\\\\\delta (|a|-{\\frac {1}{2}}\\delta ),&{\\text{otherwise.}}\\end{cases}}}.\n", "$$" ] }, diff --git a/doc/pub/How2ReadData/ipynb/ipynb-How2ReadData-src.tar.gz b/doc/pub/How2ReadData/ipynb/ipynb-How2ReadData-src.tar.gz index c22a7cf6262e79edf12f1d69699e12a4856f5509..cf8fc4d652670b10739492390693f552a8acd3f6 100644 GIT binary patch delta 21 dcmX@VlI{FTHg@@L4u-9J|2ML4WoJAw1pr}_2*>~c delta 21 dcmX@VlI{FTHg@@L4h9{Ezm4o$*%?nv0RUIT2fzRT diff --git a/doc/pub/How2ReadData/pdf/How2ReadData-minted.pdf b/doc/pub/How2ReadData/pdf/How2ReadData-minted.pdf index 92658c57dd7f6cda5836f5c3c9638e4a507cd2b3..6620ab57c6e772b9b67c0d1b75ae9305c5d4d2ea 100644 GIT binary patch delta 6021 zcmV;07kcQYxg3eP9FQfK;iCg7u}hes~uqA^Z90~%IMU_A>i@E|-4{*?rA!;?m*l;{Flp|m^A0~I& zAKYn<^Nmd7M{lRjG9CO0V{hB}G(~P)85{uPY21MkXRt8{OI`|xS|Wx9$Soxuf03zM zd8<-D!U*ER%B~Im&jA)5{a>bVwI@!H2F6_nNl4oXp;ray;qrd(rfxnAy!hnpj;L;= zkpuz)Q<&{h*xQ3Co#APhoSLg8xyf7E%Uon-9))MHg)9fo?>Wnfuorw)#qFjNCFCy+ zc?^cI`&);be+z(oLDEhE#98_qe>w-0rP-07?tS;vGmADc-SucbT}O}qVQC6hf((o& z(ZX)vlP2(6%S>{24YuQ0%hCo9f7#?k+H`2L2G4l{0&aiHqdBCMg014+GXz(OLRM)r zS+UvXs!0F2sZWGYv-FX0jRqNzC^;UAAbmyBYrYP+Q9WR> zLcpACZ^^0)hT;1T4ICf{6F0rW3}&=MAA&nz{(?%fP)AG}z=Nb=cXz;x+Cgt$`6X-X0o&y&d6h%mJ6u~Bsj4Ew$Kfvuc`?!KH zzlt7YM6184gUp43#7R1=gFh=$DhT%3g|Gp}VmF|7wtrboJ1Ss~W|Sm=xIGd+3_kAk zhy^Gok8!pAy%~FK0_>Cp#@WcBmU5Q zT_Uy!g=gmUK)E&oPRFnbi6tlitRu#o-F2b<6Xt5Px``=Za2)@5MFd%Xt4C1^Q?k$C zy2&=r&}lQq9E}5o3ZW1Au*`GI1=F_imI35XWC=zKb6I+zf1alZD&NE|59Rxv@Ce-n zC>7d9NH4tmOO|I0@}3g;683Aa7?~(|1LcbQg-bT9R+X_8)Gj6dq+F%xhtwkXW)jW5=$)wKPVwXjR<+cbKymdzfmZa(ISU2 z=(5Tn2J}C0f5opZN*Z*-NZ&1#_Wn$?w=;dkh8YeI{x=Td& zg?E*J?_xtscsuD=vM)3~-Prc0U1-0;jK*gwXeMgP?eO|tC&9T{mB$y=ZJ^(DzXiZU zS8?%u#^NqZ$yyXSTX}Izxi zIC?i&f1;p=*-yo$w34Th#tR*P)Dgtj_4>aSF zps%|vWW=&zxZ4UZxi^DBmQqx@Quwt^|N%FU3vYbuumUV>oKgTFZuJNyWz#bsUP51wt*<-ZRZ2YUvL? z1XMr}_}OFA!C-7=dXLi4uSB@P0smK0>(U&g%Or_|V@Mh`N1VZU46L~A<3YivKpd}a0-STmaY36*e{u+qG~rlT@88o^GUn^MFh|9d3B5Zh#)(p| z)0DXCL%;c06$$vY%p}$+px`wOH5JZMRIFMmXV6GrmTi^Lxk|Q~i2oCQfnJUmuFsPa z9zM(elCrMrE&jcP?t!Lu`5zSMtN%d}r=?1NhL>l<|Bd7+_Qd1P;-h||Js&>MH~4-7 z5TEC%dpcqFx&6V7AKWn5sqN?=8k2%m$Xw9JK+;UM^v4#-)pspkdu5ovJ-+)7q0sg{ zm(ex`6N7aLhjj@7w{-~ukstywHJ9-j2Pl8#THSBtwh@27ze0~P>Q%%~Q4R8N0h0EL z1ZW!rEs#qAc~`cTXeCF|#&I6VFX36TAPJGR3GWZ!v%gZ-S}kvQj$yn8zbG^5B+s@P2%9JZGYP}ztlT= zp6(hq?*=|Tbla)vI~o82$TnNE3|GP3LZCu{gQmNsZ^mZdw3TClG$P?2$QKg(J2}FO{)wsT$ z7rG+0d(APum4zaehyv!tXmIh{Qm#f*;)?js7(Pdv( z<6)@j0ska`pF2DGfd;MH)@@5qH-~ASK34ntcBbb?tzY98k3@{@SbJlqhx?)4HQR|y z3g5x2N4lTLPEaOOtYlJUkx5M=?MZ37x1A%JiOWbR2)1>()m*YfSc* zyw;?!PCm%EsMJh!-B#T(=ouf2y85oDtA-1)nTkxf$_-Xk*pVP9U7ETnaX7l z8ZZLqpxf(a8mghOI)woWrNamoqnH(6rf=!hw(rIX{sI#w8VPuS=jpC;Z>rW3s;u@$ z8gnZ%`nisU`saHmB`tp%3_+eKY@Ub)I#q~F$&#c2!y-=-ODEx3E`0d-lX170pPEi+?OvSFDl9i1i~ zm5(AozTu$8Km-a4-s(jjhAC_Dnk?QvQn<{0#5$Q+AO|zC`V)O1SYXTm4vy(Ok1Z|S zfls+PfDE1&QgDBnNx2e|qBe1kVed5OqJU_-*3l{T%U7viAb3&yjQYV7hI+iWu(R*1 zLq|i6EJ1ZH)J(&{c~5|2DGYQ$KoIEyUxXT9(wgfT=jN{lRvs>{Ayo{SY`6xoK(D+6 z&FOQjfMbD`Em;XX5d_k}%VHL$u8R#I_L$F!%oGck+dzL}{xs&_c_x%h(19J*z^TP+ zom!jhgH zKn*-taRC@!B-{O)Z@tOmEi?LsQm>mc;}OTm6X@LVj4OT?pUda) zxyh8CeR@uE%ilohk^vZiB$*%c#cy6FEa7J}C9D8aFb1pS0VaFu<{YX@RAEz{3A zxypZR3u@uwVM*ZWD4Fp>1-=`YxXFxA2?PReijVK%LD<=V0~Cmj(KDT0{yV}F%mM@7 za0cosUmFO_DiA1zS+-E}Hz4*^u<*fL2GvYpWO)`e1_204Fec+G>9<`EE-(OUC|UaB z!Ij2P=kpSQ4KH~*Rd@I_(H!qx_P)W!2i||}>w2Qu)os;uH0ZDW!O@4}b9)%a28wX^ z=7z3Nk^+<+ZBq)LtFCGv$7Y<{H+ltXB?BvwW{Hfo_hmKvGPvOY&VANIs0%7u*^Q183W33zZaV*H_k;0hUB^^Cu1zEYg<%?=_2%ccwm3FRV`lM3B;`MIyucWHI*Z$E{DS)Zo4F<7e{@ z!b<~%odED?)Q4oAnUX31S@7pGkN#+xN544pl)q2r2_T`(JUYlc-^Utv%jSRAt5VYw z0Qyq=S)46=8cC>L&W z9c{9~k|v8uND&vB^Yl-#Sj4hi{Ju?(AV%mcHzu-DB5W}qYqk^G;1=6_m^Lg7{`HSm z%8A;&0IMovEmZSt3-!}@o0}D@jS^k}8;sx@)$z}4l@vu*N)deX%rbwNv&#@L1RkFk zWkCEyqh{u(EP+7y$UcEe_n#>&g*ypWh$a%AW>-DiO=g0}&iAqvZ*QBFjm$=uQpQtp^H~ zJ2oKP9-5%SRNz?+zg>+Lx;qpgm&MJn_y9=V`=*ws^k`>QgOh)up0+2Cr*Hu%PC8D% zY&v^x$#6QKfi=4897v$E?Z=7kZa{dzGyZ@H6-3gW)T!y_uLpNjD)#N-!^4PBN&1~> zx*huK!#F)**{c?6B;~fcjy(miLRA)c8e}6(P8FJAX=^vP-2;HOu~{5mfFWyJFuy-c zZBq|!A~rQ}bXR{(m78~0xiNA)q_)I*hRtSga+20>89(74TpTyGf^$0VjMm#_cXDW| zCCDV#M+<2y5E(1aZFM}NdU~?f>w|-G_g3aCaC!nvu_NE zx^SyNjUk*5UQ!QPY}Xbtq12GD3`A-Nx4w!5bO0G9!1;ggbEcz-RTQh@<7BUW#-vpo zlWKheldiYT3feX+AUPLL{<_SifEGDRHahc#Xbj6167VuY%N*(``5cxNK$xw-Y=HDU zDFfHMIGw&##vtGeSOOhtWJ!%Qa%Ni>dr0AVIVxV(1t~)Q8E&1bMa^n~R#oO=fxf5J zd7pC`%WQuD?i4#NCRh$Lgiw-A2>}l>*JiovdD6H{9`;~jwdTUGK8|332~U&`AQ*#! z6zqWWXL>1MZ-AOu0kff4`2d4DlFETe_6mb~p+?y`SB=6-Q0WYcZC-k4#yS>lF!{;? zAg%ISN9VfcE*&xj5;50Rgpyy`=Bk#y3l4X#zfFG+w)?GBx(DlLG*{s%#j0_$fy>d6 zum|k$#y8{jF&PHrTpGn2p9uPco6*)=Jh3$%PbA4jWCppI6tE^@mcTVFIG&2zwufCE z9^2*VeKkyU_W;1r=(0AQ9;Xz^hDu6CLZJQ2I$1{)s6XUF}ZeArjfu-L{V51&J4^lXJJEb8gcdVD(}5NVi>&<9OOrlQ1y0 zJzU#e0l0O?Z`#MM-xGkuY4*G%yrmwr9PHZ_ zU>vv256!e`LFb*dhxtH!B9M+O?ZFx2H@yp(3?@PF_%G>1E)<79Hv)%0Hv@-1Hw1@2 zHwCvpHwJ;=Dl#%KFfuVYD=;x9Ffb=63NKA>WJFK6yK0Z}qSFf%nqGdD&-H$pZwMMF0;GBG$YI5 zLN+x;LpL)rF*q?eI7LG_IYl)@MLt~$FHB`_XLM*FHZe4p@EHdxf6_Zp6Hye#@q2c2 z7vqB{XaGeJqd*cuc!UH+1%n`H5al5+!3Z-Jj*W%2jx##;$IjBq8OIrI?WMD{bgZq^ zaVRLn{Ey9VzTJD1y}Rdg&bht7IZeP}I8wtq3CcelNg#kooJ-if5Mpe;3}Y}4*I^E> zK$(4>G!8dlfqVNPe-8WM0MtXBxcFmx#z8m)4UiC*Oxgm6^c+$rpu*)*I0i{L360`9 z{{Ny0nxO@b!wG1Gb~ptca2ir@2F^k!bU`+Lz}qFtUavO{`&kKwVSv}VN;*fHB=Md7h`6!PHeY~?aEUFma1*9re;Q_39R(ZDB8e$@`{%N_ z$=~)@49fE*y*+4J+=C5Uun#*WZhp}&uL1M*jM3kM8FAHzw#o@SC-C&ZFTtG1--@l; z%tO;nnwG*M}y(nO_+N)xqHg8NVGd|eVedupj$ zf}KB>(h_dIwUm+Y(Kkz33Ew=o)Fa`$FP3r=Zhy4YXDhLVPnPl$d%bO`Phwy5mioo# z8Y~Tnf3;+3Q2g!(O9hFFpDhhZG?BGblxQw)sU*?b3roWiy?<%R`b;-;8R&u117+|^ z8FU?N=JY_TV3TJ0x>e(sle*@W8ci)VT2k&GxeJN!mwp@v9||!zHwq;sMNdWwl_M(z delta 6038 zcmV;H7is8;xg4jt9FQdeHkTno0w}Rg>;Zq3p(NS>A!`N@gtioQo~s2QSzRaFq7X6$ z%-<;*CI_2k8gzGzrEF!17&w>zS` zkwy{-2uxwNM`3RdrgVm$r?Q82?)6TEsy4qQVO<;ch3-9B??)k z&1A)9o2w%I=cZCYl)R)uLnHtZ)}Dgd3s45;f#1+@07v+3fE@}H@&@j5$L)X4g{SSlS7xlwz!POwWHWGwZ7Fs*HC^*g^M4zCePAG!ZjLXK%(S$D1!7ANw4`j;70X; z#R>s)vb`m%E*OUIJ2Y^BAWYo!3Nx6|5`75nfcXn5$wD15X#fwBhTYu(FKP$XSz&L1 z>IE~Z0?lrTfIwMDM`K4~PH=yv3t1V@r%#~Y+<6XMWKa|##Zd&CJTj`Z#r*)cnJ2-r4?THSMT?Ihs+D0OIyY_%Qgm z(<2t3oIJ+W_V;Eu_SWCu79x@(McyUr3_2OZjtKVGurnkqH1~lSPn3TM_uYsVc_3!Q z6{Zcs6*4;%gJ=%${tV@|YkGgXb^_zOf#}h7@%Co7vpexxa6{2iwG_Hyt1m%Z7BTSv zMQW6>008Hw^Lz+F3pC|}km*Xy2gE&6pnh%kmWwd_gh{4-63L%Gy-R)#=l;@mU%Po5 zn#ik?9lpoBP!SJVU3=7;`iZ6e@&15yF8Tdcfuod z7ob#V8zH^$?k`!MG01yLSG5$uOR7Q&& z#-Ph8gBZ~Nz!iVLx+rPT4I_QGP}=)5(caGV6&q$`5TwikDO1HBJA4~?wU6CEMd&UO z-51_f0=|n4E#d8?U&+4E_;h32pLU`B3Nsp?si2vtDYwJxcbx?1W>p?vRJVbC)BP3z z4_(E@_Zf@3EG27E>QcjLmJI7^Yru@H1^hUv!buLQ7et4RKp;T1| zeBkKaV2OW%9%er^!>}yzoH|-;{7p+t==#F*5@~89Dk|fl=;4Pt3!#d9>XA|Qu$;O6 zKq@R31t$j)=$OT3kS<>f16jdXa|=%}&{$jYSX%;Psekw==$@t~KCqUc(5nc%c|FjK zOM<@cwvZ9ahT(22yyV^t23bl`>5|_Z7Lm9$DyM&P3^$wDu>gfHw{FBNgWP8qK;NQL z_ze|8e(df`#1(#6o^8=txGI_e7p#iC=d-aboQVFsG6XA;-9ag@MOCrc`%DWN(j=dB&eb>pf%#Y!yIcqH&nk5wReP z_z+M5LEvYPO$URqndv=BN52x`1_%6KNv%tBkS>!X4vryd)Esd-Qy>LQ-HAR^6E3-; z!PijHfHAP*wvPt|p8|2bwh3^~A;$%6GRc1-Jko??Wxan-SIL;K@4_4vQzrE8q!=ek zy-ri&st^6r+|XjFw|5yOHr|EshmM0eOb0uLgy;kW+MJi_yu}7UbsF_ zN_hAz|4YicuDAI261oSP+U0*xps)T1MVyu@{TW`K4gWWir`QvZJByF{iS~T>K;t(1 z4M2RJr|#*5-RJfPH-2!#V5hdDe`rh!Rv~ji9|K7<+0q|dBv;?HcttEdEdI02IO z6baBa22vm=1>{}XR-%<0UE(+o`R$$IP+C#u?)ubjiXeSjiK0d`!Z5*ZtLoY#lxYc-@5__e_A{#nv3tQ{u-r8o|{Q3A(Bj+NK2J)LqdJ^_2)QW#O04; zQPbrwW!EBCQcW`RxB&JWBtKL?Awwm9P3_8Jcfn$kOaL1_UEFu=b#YDN;H+(X+f=`l zJGvk4DmU*2ULKq6P_+#W00Cs1tyzX&!QDcjLV<&-xutjdYG2ibV}Udx;Ty;o68q>2 z5caUl#w0ncdm3HsfEFx4<|gS#CwV3ePSUXKA`*#aiso^efafMjne^!VBcRYM(UP50=z>21{4ws+y+lvZw)Y9Wir`HCY5K2)FjfLl(s8tbaBPw&wv$%N)sZF@5x4g`@XuaC$zK1 zWG~5UO$_Tafs8|?YM|e3(Hua}Ojy*Ex5W}S5cyQ;1qOwT@78)RaU1kKv3HCU@?kW@n!s$9&OvEAK)u6VW1I@2e=>Z3iqU_Euq3{ zzo#*`GW|5yu~7be@1&%EMS~%T6Pb+@L7-EaNR-S;8Za#KB(Zc7o}^-euYUzxa|4iI z<{6IxKLhxee423S(5mV?Sf*|_!>U^i8KY}8_v1i!H)UaMnZ^Ajjd&4C#JA<(5HG+S zPt!!HnY+_ap`U}jZqjU~BCIx{6L72PyJ>(m>5R)x_&7jtX{Ld&uWRVzPzHZ6Gjze-iTVG!aTh3kQCgQ;TEZ zj)4yCz{H=@4-0q@n7dE`7Xl?N*EV6w0EQ((I>`N7z@|Ym1#1anNbMBXIBMK8{hZ5y z)2?!GKEo{wd~0KQV$mkEMb6TLJVHD%%uIwnO~WzOKzw^Z^hu2q~gVdl;uP{r& z{bJHW1uHv$(V*>gVI$88_Rr(U508m}W%D>vETBs=@U{QG`TXk5k8frGOo1AButFS# zkhA%=UPNG0BKO>>>61X%*l+>GXr5c> zSCb(>+?7*e_%K%>(soRyLOd8;=JXe8y=D%LheSpmNzV;WxZ-CMba^U4H;K}-Q_oRu z`5CBP637NX)Ev?z^}=<+8h*A@N)|v0#$cJIV8ovKIft^6 z3jpB&TQVj8gQR_h7b`sfIACUJ;`Ih07nFiJUp6Ov+qB>W9V8Api+>zlbqu9G&oQ^* zIgf|p4(|qF)X5IEZ4blj}pY34avjM{!%&g>p1clr=JgSe5zQ)d4VB zNF)^8WZHj+owh`w6!^jFJDaBM_QWO1g}ob4@4LncI69fJ7d_iiu;`H~0F!nN#iuRV zMMI;UI@x7klI5==1NOCR>T6}wY^#5N+dG$2?_9)SNUo7`w2Yx4o< z_!y7G0<8(~UbBF_GbM_8W{DyIL2{!Op$tou#n`W}TcTL00psDrCnFDLm?qUwYC|R} z#S0?OOi4pw!_4W(qhBrZ=>K)(@v=f2d9)XKz7O^8mi?~}3QbRP(C5}Z+1c8EN4~ro zdlD>X8I{O625V>_%rCbv8%>|7s4z;=WPh~2kER}FW2Y`t!2 z44oS0>^gv)Eji7MIM#8nN2mxbGVSc)tFONd!UZO5@(%+STyvZ43G80LqP-wdohU(B zn&vti1%n1mE@p*fHL6v85wq~gEZ z_wX=6C#f-kl@flJ`B1eT(FV7<&C9f5)8Jo!Yo#11-!rhP+;&mr@$!AqMU}_vci^67 ztGyDA<+OH9YAWSVY?owNl0!P+y>wzB%-MzTSjttBX1P!ONV{g{D9?d^!s?x$&wPjj zxMWN``4Bs!Gbq?$T>9_fuI3ICOs*lp#PSBW$Zg<(iw5`d?70tkJVzaRHn%r|)qu`z z9vu?wD1#yc4Ql4Ul+b4W6`cv;hcXPa>VBy9g{{xv!J_6{@7nVWV4V4zz`fhBq#{hk zc$lGgRp5i$)PSc&cU#(jecMA*$klIh-o9-c7q=@qBO~KmIvMaV++7mIe%#`~9X&1_ zLHGLoSQpd55U3Wh>>P<;e;F)OI5t9*)6k+*)fKl>%22p71j22o2`W(q9^9DruCZ2k zCj{iO%;^>{0IB<_!8K8Ow6luNNl^~lqi0pP)QOz7-@m9Ddx*(@a5}7k)w=5;NT9QA z`+=@*Kzzt-rqd==8cBO>r=*L&jPBf2=-tJOV~D0vJobwV$HC)wp-oq2J*MQS{!A7A!}YRza59VDmyn3`x`jAD~7_&yDQun zc^^_+rhSIZmTyvj5_j4_ej)$|*vf@}YR8?}db?~@c2%*=H_89eMCt-W#v*iE91bi^ zFIiZ6D^}nv<%|3e)832ScSxq zvuL9M)$*fxEk+k3CH#scg;eZBUMqkyTP3#3@6DtPu*gqz;#I-`_63AZ?W<%-jZ|`G zmlyj<{_!~~WY)zgrvG#5b*wHms})*RoQoCuo|fl*%4NvPAkkCou$o{x%uu!xZE}D- z2w$7!Cg@Rr>oTcdV1??=g=L*BxSu5$`MT zb-Bf3pZ(!jqg*6(ATyH!^ebiwT-%f5(b{c2?n?jcKacN=ZlJ3NC^}tQIh6}IT>fm& z+_~+4ly^-(;J*#*Bd_G)aa}b~t(+)VB{RSr_nACWuFira0~PPR4b*j3&ah>voU8*Wm62_|Dm43T^+PpmYS4LO?P2~`O(c+x zq$aqTTAxgMlK=?*4a}Y(pO+C@0uzTdHv)$>Hv@+?Hw1?@HwCvfHwJFt2QV@+G%_(T zm#P;B90xEmGBh$VFt^PY2ekoGLpVV7oY^Iun0A{2xYGGq*+*oI_GwOK^yFbJ?NdCDLiqJc;k@r^U5CHR&vzgY#T+1+GGW z1r}h5)fuqyTq7|BZ@*j?H@{;)#h^T2(%XX;#NBV$f_>PExYfEHUIymt8KYl;C2`FM zw#p7XJMi?t-+-FPpG8}>ncEJo!%bL+Td*cUd(y7kfIHBTpzph#yUp(HwoPbCkp5;1 zcUd4QP4rt56j$t!vMLo-k(f)^ISQwLtu9x8+hGX2g7R7#1Nx_J60Dc(5{jvOKc$^Y z9hEvNbyNnRonQl?f66?R5-KIsX`p&a^_1!`nuI($4RW`af?KuMQ_Rd0~RWX^p{{9 Q2OkPDF*XV%B}Gq03e`Jd*Z=?k diff --git a/doc/src/How2ReadData/How2ReadData.do.txt b/doc/src/How2ReadData/How2ReadData.do.txt index 68c2b07c4..c797c99a3 100644 --- a/doc/src/How2ReadData/How2ReadData.do.txt +++ b/doc/src/How2ReadData/How2ReadData.do.txt @@ -942,7 +942,7 @@ It is less sensitive to outliers in data than the squared error cost function. A variant for classification is also sometimes used, a quantity we will meet later. !bt \[ -L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}} +L_{\delta }(a)={\begin{cases}{\frac {1}{2}}{a^{2}}&{\text{for }}|a|\leq \delta ,\\\delta (|a|-{\frac {1}{2}}\delta ),&{\text{otherwise.}}\end{cases}}}. \] !et