| \RequirePackage{amsmath} |
| \RequirePackage{amsthm} |
| \RequirePackage{mathrsfs} |
| \RequirePackage{amssymb} |
| \RequirePackage{mathtools} |
| \RequirePackage{stmaryrd} |
| \RequirePackage{bm} |
| \RequirePackage{nicefrac} |
|
|
| % Mark sections of captions for referring to divisions of figures |
| \newcommand{\figleft}{{\em (Left)}} |
| \newcommand{\figcenter}{{\em (Center)}} |
| \newcommand{\figright}{{\em (Right)}} |
| \newcommand{\figtop}{{\em (Top)}} |
| \newcommand{\figbottom}{{\em (Bottom)}} |
| \newcommand{\captiona}{{\em (a)}} |
| \newcommand{\captionb}{{\em (b)}} |
| \newcommand{\captionc}{{\em (c)}} |
| \newcommand{\captiond}{{\em (d)}} |
|
|
| % Highlight a newly defined term |
| \newcommand{\newterm}[1]{{\bf #1}} |
|
|
|
|
| % Figure reference, lower-case. |
| \def\figref#1{figure~\ref{#1}} |
| % Figure reference, capital. For start of sentence |
| \def\Figref#1{Figure~\ref{#1}} |
| \def\twofigref#1#2{figures \ref{#1} and \ref{#2}} |
| \def\quadfigref#1#2#3#4{figures \ref{#1}, \ref{#2}, \ref{#3} and \ref{#4}} |
| % Section reference, lower-case. |
| \def\secref#1{section~\ref{#1}} |
| % Section reference, capital. |
| \def\Secref#1{Section~\ref{#1}} |
| % Reference to two sections. |
| \def\twosecrefs#1#2{sections \ref{#1} and \ref{#2}} |
| % Reference to three sections. |
| \def\secrefs#1#2#3{sections \ref{#1}, \ref{#2} and \ref{#3}} |
| % Reference to an equation, lower-case. |
| \def\eqref#1{equation~\ref{#1}} |
| % Reference to an equation, upper case |
| \def\Eqref#1{Equation~\ref{#1}} |
| % A raw reference to an equation---avoid using if possible |
| \def\plaineqref#1{\ref{#1}} |
| % Reference to a chapter, lower-case. |
| \def\chapref#1{chapter~\ref{#1}} |
| % Reference to an equation, upper case. |
| \def\Chapref#1{Chapter~\ref{#1}} |
| % Reference to a range of chapters |
| \def\rangechapref#1#2{chapters\ref{#1}--\ref{#2}} |
| % Reference to an algorithm, lower-case. |
| \def\algref#1{algorithm~\ref{#1}} |
| % Reference to an algorithm, upper case. |
| \def\Algref#1{Algorithm~\ref{#1}} |
| \def\twoalgref#1#2{algorithms \ref{#1} and \ref{#2}} |
| \def\Twoalgref#1#2{Algorithms \ref{#1} and \ref{#2}} |
| % Reference to a part, lower case |
| \def\partref#1{part~\ref{#1}} |
| % Reference to a part, upper case |
| \def\Partref#1{Part~\ref{#1}} |
| \def\twopartref#1#2{parts \ref{#1} and \ref{#2}} |
|
|
| \def\ceil#1{\lceil #1 \rceil} |
| \def\floor#1{\lfloor #1 \rfloor} |
| \def\1{\bm{1}} |
| \newcommand{\train}{\mathcal{D}} |
| \newcommand{\valid}{\mathcal{D_{\mathrm{valid}}}} |
| \newcommand{\test}{\mathcal{D_{\mathrm{test}}}} |
|
|
| \def\eps{{\epsilon}} |
|
|
|
|
| % Random variables |
| \def\reta{{\textnormal{$\eta$}}} |
| \def\ra{{\textnormal{a}}} |
| \def\rb{{\textnormal{b}}} |
| \def\rc{{\textnormal{c}}} |
| \def\rd{{\textnormal{d}}} |
| \def\re{{\textnormal{e}}} |
| \def\rf{{\textnormal{f}}} |
| \def\rg{{\textnormal{g}}} |
| \def\rh{{\textnormal{h}}} |
| \def\ri{{\textnormal{i}}} |
| \def\rj{{\textnormal{j}}} |
| \def\rk{{\textnormal{k}}} |
| \def\rl{{\textnormal{l}}} |
| % rm is already a command, just don't name any random variables m |
| \def\rn{{\textnormal{n}}} |
| \def\ro{{\textnormal{o}}} |
| \def\rp{{\textnormal{p}}} |
| \def\rq{{\textnormal{q}}} |
| \def\rr{{\textnormal{r}}} |
| \def\rs{{\textnormal{s}}} |
| \def\rt{{\textnormal{t}}} |
| \def\ru{{\textnormal{u}}} |
| \def\rv{{\textnormal{v}}} |
| \def\rw{{\textnormal{w}}} |
| \def\rx{{\textnormal{x}}} |
| \def\ry{{\textnormal{y}}} |
| \def\rz{{\textnormal{z}}} |
|
|
| % Random vectors |
| \def\rvepsilon{{\mathbf{\epsilon}}} |
| \def\rvtheta{{\mathbf{\theta}}} |
| \def\rva{{\mathbf{a}}} |
| \def\rvb{{\mathbf{b}}} |
| \def\rvc{{\mathbf{c}}} |
| \def\rvd{{\mathbf{d}}} |
| \def\rve{{\mathbf{e}}} |
| \def\rvf{{\mathbf{f}}} |
| \def\rvg{{\mathbf{g}}} |
| \def\rvh{{\mathbf{h}}} |
| \def\rvu{{\mathbf{i}}} |
| \def\rvj{{\mathbf{j}}} |
| \def\rvk{{\mathbf{k}}} |
| \def\rvl{{\mathbf{l}}} |
| \def\rvm{{\mathbf{m}}} |
| \def\rvn{{\mathbf{n}}} |
| \def\rvo{{\mathbf{o}}} |
| \def\rvp{{\mathbf{p}}} |
| \def\rvq{{\mathbf{q}}} |
| \def\rvr{{\mathbf{r}}} |
| \def\rvs{{\mathbf{s}}} |
| \def\rvt{{\mathbf{t}}} |
| \def\rvu{{\mathbf{u}}} |
| \def\rvv{{\mathbf{v}}} |
| \def\rvw{{\mathbf{w}}} |
| \def\rvx{{\mathbf{x}}} |
| \def\rvy{{\mathbf{y}}} |
| \def\rvz{{\mathbf{z}}} |
|
|
| % Elements of random vectors |
| \def\erva{{\textnormal{a}}} |
| \def\ervb{{\textnormal{b}}} |
| \def\ervc{{\textnormal{c}}} |
| \def\ervd{{\textnormal{d}}} |
| \def\erve{{\textnormal{e}}} |
| \def\ervf{{\textnormal{f}}} |
| \def\ervg{{\textnormal{g}}} |
| \def\ervh{{\textnormal{h}}} |
| \def\ervi{{\textnormal{i}}} |
| \def\ervj{{\textnormal{j}}} |
| \def\ervk{{\textnormal{k}}} |
| \def\ervl{{\textnormal{l}}} |
| \def\ervm{{\textnormal{m}}} |
| \def\ervn{{\textnormal{n}}} |
| \def\ervo{{\textnormal{o}}} |
| \def\ervp{{\textnormal{p}}} |
| \def\ervq{{\textnormal{q}}} |
| \def\ervr{{\textnormal{r}}} |
| \def\ervs{{\textnormal{s}}} |
| \def\ervt{{\textnormal{t}}} |
| \def\ervu{{\textnormal{u}}} |
| \def\ervv{{\textnormal{v}}} |
| \def\ervw{{\textnormal{w}}} |
| \def\ervx{{\textnormal{x}}} |
| \def\ervy{{\textnormal{y}}} |
| \def\ervz{{\textnormal{z}}} |
|
|
| % Random matrices |
| \def\rmA{{\mathbf{A}}} |
| \def\rmB{{\mathbf{B}}} |
| \def\rmC{{\mathbf{C}}} |
| \def\rmD{{\mathbf{D}}} |
| \def\rmE{{\mathbf{E}}} |
| \def\rmF{{\mathbf{F}}} |
| \def\rmG{{\mathbf{G}}} |
| \def\rmH{{\mathbf{H}}} |
| \def\rmI{{\mathbf{I}}} |
| \def\rmJ{{\mathbf{J}}} |
| \def\rmK{{\mathbf{K}}} |
| \def\rmL{{\mathbf{L}}} |
| \def\rmM{{\mathbf{M}}} |
| \def\rmN{{\mathbf{N}}} |
| \def\rmO{{\mathbf{O}}} |
| \def\rmP{{\mathbf{P}}} |
| \def\rmQ{{\mathbf{Q}}} |
| \def\rmR{{\mathbf{R}}} |
| \def\rmS{{\mathbf{S}}} |
| \def\rmT{{\mathbf{T}}} |
| \def\rmU{{\mathbf{U}}} |
| \def\rmV{{\mathbf{V}}} |
| \def\rmW{{\mathbf{W}}} |
| \def\rmX{{\mathbf{X}}} |
| \def\rmY{{\mathbf{Y}}} |
| \def\rmZ{{\mathbf{Z}}} |
|
|
| % Elements of random matrices |
| \def\ermA{{\textnormal{A}}} |
| \def\ermB{{\textnormal{B}}} |
| \def\ermC{{\textnormal{C}}} |
| \def\ermD{{\textnormal{D}}} |
| \def\ermE{{\textnormal{E}}} |
| \def\ermF{{\textnormal{F}}} |
| \def\ermG{{\textnormal{G}}} |
| \def\ermH{{\textnormal{H}}} |
| \def\ermI{{\textnormal{I}}} |
| \def\ermJ{{\textnormal{J}}} |
| \def\ermK{{\textnormal{K}}} |
| \def\ermL{{\textnormal{L}}} |
| \def\ermM{{\textnormal{M}}} |
| \def\ermN{{\textnormal{N}}} |
| \def\ermO{{\textnormal{O}}} |
| \def\ermP{{\textnormal{P}}} |
| \def\ermQ{{\textnormal{Q}}} |
| \def\ermR{{\textnormal{R}}} |
| \def\ermS{{\textnormal{S}}} |
| \def\ermT{{\textnormal{T}}} |
| \def\ermU{{\textnormal{U}}} |
| \def\ermV{{\textnormal{V}}} |
| \def\ermW{{\textnormal{W}}} |
| \def\ermX{{\textnormal{X}}} |
| \def\ermY{{\textnormal{Y}}} |
| \def\ermZ{{\textnormal{Z}}} |
|
|
| % Vectors |
| \def\vzero{{\bm{0}}} |
| \def\vone{{\bm{1}}} |
| \def\vmu{{\bm{\mu}}} |
| \def\vtheta{{\bm{\theta}}} |
| \def\va{{\bm{a}}} |
| \def\vb{{\bm{b}}} |
| \def\vc{{\bm{c}}} |
| \def\vd{{\bm{d}}} |
| \def\ve{{\bm{e}}} |
| \def\vf{{\bm{f}}} |
| \def\vg{{\bm{g}}} |
| \def\vh{{\bm{h}}} |
| \def\vi{{\bm{i}}} |
| \def\vj{{\bm{j}}} |
| \def\vk{{\bm{k}}} |
| \def\vl{{\bm{l}}} |
| \def\vm{{\bm{m}}} |
| \def\vn{{\bm{n}}} |
| \def\vo{{\bm{o}}} |
| \def\vp{{\bm{p}}} |
| \def\vq{{\bm{q}}} |
| \def\vr{{\bm{r}}} |
| \def\vs{{\bm{s}}} |
| \def\vt{{\bm{t}}} |
| \def\vu{{\bm{u}}} |
| \def\vv{{\bm{v}}} |
| \def\vw{{\bm{w}}} |
| \def\vx{{\bm{x}}} |
| \def\vy{{\bm{y}}} |
| \def\vz{{\bm{z}}} |
| \def\valpha{{\bm{\alpha}}} |
| \def\vbeta{{\bm{\beta}}} |
|
|
| % Elements of vectors |
| \def\evalpha{{\alpha}} |
| \def\evbeta{{\beta}} |
| \def\evepsilon{{\epsilon}} |
| \def\evlambda{{\lambda}} |
| \def\evomega{{\omega}} |
| \def\evmu{{\mu}} |
| \def\evpsi{{\psi}} |
| \def\evsigma{{\sigma}} |
| \def\evtheta{{\theta}} |
| \def\eva{{a}} |
| \def\evb{{b}} |
| \def\evc{{c}} |
| \def\evd{{d}} |
| \def\eve{{e}} |
| \def\evf{{f}} |
| \def\evg{{g}} |
| \def\evh{{h}} |
| \def\evi{{i}} |
| \def\evj{{j}} |
| \def\evk{{k}} |
| \def\evl{{l}} |
| \def\evm{{m}} |
| \def\evn{{n}} |
| \def\evo{{o}} |
| \def\evp{{p}} |
| \def\evq{{q}} |
| \def\evr{{r}} |
| \def\evs{{s}} |
| \def\evt{{t}} |
| \def\evu{{u}} |
| \def\evv{{v}} |
| \def\evw{{w}} |
| \def\evx{{x}} |
| \def\evy{{y}} |
| \def\evz{{z}} |
|
|
| % Geometric Vector |
| \def\gva{\vec{\va}} |
| \def\gvb{\vec{\vb}} |
| \def\gvc{\vec{\vc}} |
| \def\gvd{\vec{\vd}} |
| \def\gve{\vec{\ve}} |
| \def\gvf{\vec{\vf}} |
| \def\gvg{\vec{\vg}} |
| \def\gvh{\vec{\vh}} |
| \def\gvi{\vec{\vi}} |
| \def\gvj{\vec{\vj}} |
| \def\gvk{\vec{\vk}} |
| \def\gvl{\vec{\vl}} |
| \def\gvm{\vec{\vm}} |
| \def\gvn{\vec{\vn}} |
| \def\gvo{\vec{\vo}} |
| \def\gvp{\vec{\vp}} |
| \def\gvq{\vec{\vq}} |
| \def\gvr{\vec{\vr}} |
| \def\gvs{\vec{\vs}} |
| \def\gvt{\vec{\vt}} |
| \def\gvu{\vec{\vu}} |
| \def\gvv{\vec{\vv}} |
| \def\gvw{\vec{\vw}} |
| \def\gvx{\vec{\vx}} |
| \def\gvy{\vec{\vy}} |
| \def\gvz{\vec{\vz}} |
|
|
| % Vector on Sphere |
| \def\hva{\hat{\va}} |
| \def\hvb{\hat{\vb}} |
| \def\hvc{\hat{\vc}} |
| \def\hvd{\hat{\vd}} |
| \def\hve{\hat{\ve}} |
| \def\hvf{\hat{\vf}} |
| \def\hvg{\hat{\vg}} |
| \def\hvh{\hat{\vh}} |
| \def\hvi{\hat{\vi}} |
| \def\hvj{\hat{\vj}} |
| \def\hvk{\hat{\vk}} |
| \def\hvl{\hat{\vl}} |
| \def\hvm{\hat{\vm}} |
| \def\hvn{\hat{\vn}} |
| \def\hvo{\hat{\vo}} |
| \def\hvp{\hat{\vp}} |
| \def\hvq{\hat{\vq}} |
| \def\hvr{\hat{\vr}} |
| \def\hvs{\hat{\vs}} |
| \def\hvt{\hat{\vt}} |
| \def\hvu{\hat{\vu}} |
| \def\hvv{\hat{\vv}} |
| \def\hvw{\hat{\vw}} |
| \def\hvx{\hat{\vx}} |
| \def\hvy{\hat{\vy}} |
| \def\hvz{\hat{\vz}} |
|
|
| % Steerable Vector |
| \def\sva{\tilde{\va}} |
| \def\svb{\tilde{\vb}} |
| \def\svc{\tilde{\vc}} |
| \def\svd{\tilde{\vd}} |
| \def\sve{\tilde{\ve}} |
| \def\svf{\tilde{\vf}} |
| \def\svg{\tilde{\vg}} |
| \def\svh{\tilde{\vh}} |
| \def\svi{\tilde{\vi}} |
| \def\svj{\tilde{\vj}} |
| \def\svk{\tilde{\vk}} |
| \def\svl{\tilde{\vl}} |
| \def\svm{\tilde{\vm}} |
| \def\svn{\tilde{\vn}} |
| \def\svo{\tilde{\vo}} |
| \def\svp{\tilde{\vp}} |
| \def\svq{\tilde{\vq}} |
| \def\svr{\tilde{\vr}} |
| \def\svs{\tilde{\vs}} |
| \def\svt{\tilde{\vt}} |
| \def\svu{\tilde{\vu}} |
| \def\svv{\tilde{\vv}} |
| \def\svw{\tilde{\vw}} |
| \def\svx{\tilde{\vx}} |
| \def\svy{\tilde{\vy}} |
| \def\svz{\tilde{\vz}} |
| \def\svphi{\tilde{\bm{\phi}}} |
|
|
| % Group |
| \def\GG{\mathfrak{G}} |
| \def\GH{\mathfrak{H}} |
|
|
|
|
| % Group Element |
| \def\Ga{\mathfrak{a}} |
| \def\Gb{\mathfrak{b}} |
| \def\Gc{\mathfrak{c}} |
| \def\Gd{\mathfrak{d}} |
| \def\Ge{\mathfrak{e}} |
| \def\Gf{\mathfrak{f}} |
| \def\Gg{\mathfrak{g}} |
| \def\Gh{\mathfrak{h}} |
| \def\Gi{\mathfrak{i}} |
| \def\Gj{\mathfrak{j}} |
| \def\Gk{\mathfrak{k}} |
| \def\Gl{\mathfrak{l}} |
| \def\Gm{\mathfrak{m}} |
| \def\Gn{\mathfrak{n}} |
| \def\Go{\mathfrak{o}} |
| \def\Gp{\mathfrak{p}} |
| \def\Gq{\mathfrak{q}} |
| \def\Gr{\mathfrak{r}} |
| \def\Gs{\mathfrak{s}} |
| \def\Gt{\mathfrak{t}} |
| \def\Gu{\mathfrak{u}} |
| \def\Gv{\mathfrak{v}} |
| \def\Gw{\mathfrak{w}} |
| \def\Gx{\mathfrak{x}} |
| \def\Gy{\mathfrak{y}} |
| \def\Gz{\mathfrak{z}} |
|
|
| % Matrix |
| \def\mA{{\bm{A}}} |
| \def\mB{{\bm{B}}} |
| \def\mC{{\bm{C}}} |
| \def\mD{{\bm{D}}} |
| \def\mE{{\bm{E}}} |
| \def\mF{{\bm{F}}} |
| \def\mG{{\bm{G}}} |
| \def\mH{{\bm{H}}} |
| \def\mI{{\bm{I}}} |
| \def\mJ{{\bm{J}}} |
| \def\mK{{\bm{K}}} |
| \def\mL{{\bm{L}}} |
| \def\mM{{\bm{M}}} |
| \def\mN{{\bm{N}}} |
| \def\mO{{\bm{O}}} |
| \def\mP{{\bm{P}}} |
| \def\mQ{{\bm{Q}}} |
| \def\mR{{\bm{R}}} |
| \def\mS{{\bm{S}}} |
| \def\mT{{\bm{T}}} |
| \def\mU{{\bm{U}}} |
| \def\mV{{\bm{V}}} |
| \def\mW{{\bm{W}}} |
| \def\mX{{\bm{X}}} |
| \def\mY{{\bm{Y}}} |
| \def\mZ{{\bm{Z}}} |
| \def\mBeta{{\bm{\beta}}} |
| \def\mPhi{{\bm{\Phi}}} |
| \def\mLambda{{\bm{\Lambda}}} |
| \def\mSigma{{\bm{\Sigma}}} |
|
|
| % Gemetric Matrix |
| \def\gmA{\vec{\mA}} |
| \def\gmB{\vec{\mB}} |
| \def\gmC{\vec{\mC}} |
| \def\gmD{\vec{\mD}} |
| \def\gmE{\vec{\mE}} |
| \def\gmF{\vec{\mF}} |
| \def\gmG{\vec{\mG}} |
| \def\gmH{\vec{\mH}} |
| \def\gmI{\vec{\mI}} |
| \def\gmJ{\vec{\mJ}} |
| \def\gmK{\vec{\mK}} |
| \def\gmL{\vec{\mL}} |
| \def\gmM{\vec{\mM}} |
| \def\gmN{\vec{\mN}} |
| \def\gmO{\vec{\mO}} |
| \def\gmP{\vec{\mP}} |
| \def\gmQ{\vec{\mQ}} |
| \def\gmR{\vec{\mR}} |
| \def\gmS{\vec{\mS}} |
| \def\gmT{\vec{\mT}} |
| \def\gmU{\vec{\mU}} |
| \def\gmV{\vec{\mV}} |
| \def\gmW{\vec{\mW}} |
| \def\gmX{\vec{\mX}} |
| \def\gmY{\vec{\mY}} |
| \def\gmZ{\vec{\mZ}} |
|
|
| % Steerable Matrix |
| \def\smV{\tilde{\mV}} |
|
|
| % Matrix on Sphere |
| \def\hmX{\hat{\mX}} |
|
|
| % Tensor |
| \DeclareMathAlphabet{\mathsfit}{\encodingdefault}{\sfdefault}{m}{sl} |
| \SetMathAlphabet{\mathsfit}{bold}{\encodingdefault}{\sfdefault}{bx}{n} |
| \newcommand{\tens}[1]{\bm{\mathsfit{#1}}} |
| \def\tA{{\tens{A}}} |
| \def\tB{{\tens{B}}} |
| \def\tC{{\tens{C}}} |
| \def\tD{{\tens{D}}} |
| \def\tE{{\tens{E}}} |
| \def\tF{{\tens{F}}} |
| \def\tG{{\tens{G}}} |
| \def\tH{{\tens{H}}} |
| \def\tI{{\tens{I}}} |
| \def\tJ{{\tens{J}}} |
| \def\tK{{\tens{K}}} |
| \def\tL{{\tens{L}}} |
| \def\tM{{\tens{M}}} |
| \def\tN{{\tens{N}}} |
| \def\tO{{\tens{O}}} |
| \def\tP{{\tens{P}}} |
| \def\tQ{{\tens{Q}}} |
| \def\tR{{\tens{R}}} |
| \def\tS{{\tens{S}}} |
| \def\tT{{\tens{T}}} |
| \def\tU{{\tens{U}}} |
| \def\tV{{\tens{V}}} |
| \def\tW{{\tens{W}}} |
| \def\tX{{\tens{X}}} |
| \def\tY{{\tens{Y}}} |
| \def\tZ{{\tens{Z}}} |
|
|
|
|
| % Graph |
| \def\gA{{\mathcal{A}}} |
| \def\gB{{\mathcal{B}}} |
| \def\gC{{\mathcal{C}}} |
| \def\gD{{\mathcal{D}}} |
| \def\gE{{\mathcal{E}}} |
| \def\gF{{\mathcal{F}}} |
| \def\gG{{\mathcal{G}}} |
| \def\gH{{\mathcal{H}}} |
| \def\gI{{\mathcal{I}}} |
| \def\gJ{{\mathcal{J}}} |
| \def\gK{{\mathcal{K}}} |
| \def\gL{{\mathcal{L}}} |
| \def\gM{{\mathcal{M}}} |
| \def\gN{{\mathcal{N}}} |
| \def\gO{{\mathcal{O}}} |
| \def\gP{{\mathcal{P}}} |
| \def\gQ{{\mathcal{Q}}} |
| \def\gR{{\mathcal{R}}} |
| \def\gS{{\mathcal{S}}} |
| \def\gT{{\mathcal{T}}} |
| \def\gU{{\mathcal{U}}} |
| \def\gV{{\mathcal{V}}} |
| \def\gW{{\mathcal{W}}} |
| \def\gX{{\mathcal{X}}} |
| \def\gY{{\mathcal{Y}}} |
| \def\gZ{{\mathcal{Z}}} |
|
|
| % Sets |
| \def\sA{{\mathbb{A}}} |
| \def\sB{{\mathbb{B}}} |
| \def\sC{{\mathbb{C}}} |
| \def\sD{{\mathbb{D}}} |
| % Don't use a set called E, because this would be the same as our symbol |
| % for expectation. |
| \def\sF{{\mathbb{F}}} |
| \def\sG{{\mathbb{G}}} |
| \def\sH{{\mathbb{H}}} |
| \def\sI{{\mathbb{I}}} |
| \def\sJ{{\mathbb{J}}} |
| \def\sK{{\mathbb{K}}} |
| \def\sL{{\mathbb{L}}} |
| \def\sM{{\mathbb{M}}} |
| \def\sN{{\mathbb{N}}} |
| \def\sO{{\mathbb{O}}} |
| \def\sP{{\mathbb{P}}} |
| \def\sQ{{\mathbb{Q}}} |
| \def\sR{{\mathbb{R}}} |
| \def\sS{{\mathbb{S}}} |
| \def\sT{{\mathbb{T}}} |
| \def\sU{{\mathbb{U}}} |
| \def\sV{{\mathbb{V}}} |
| \def\sW{{\mathbb{W}}} |
| \def\sX{{\mathbb{X}}} |
| \def\sY{{\mathbb{Y}}} |
| \def\sZ{{\mathbb{Z}}} |
|
|
| % Entries of a matrix |
| \def\emLambda{{\Lambda}} |
| \def\emA{{A}} |
| \def\emB{{B}} |
| \def\emC{{C}} |
| \def\emD{{D}} |
| \def\emE{{E}} |
| \def\emF{{F}} |
| \def\emG{{G}} |
| \def\emH{{H}} |
| \def\emI{{I}} |
| \def\emJ{{J}} |
| \def\emK{{K}} |
| \def\emL{{L}} |
| \def\emM{{M}} |
| \def\emN{{N}} |
| \def\emO{{O}} |
| \def\emP{{P}} |
| \def\emQ{{Q}} |
| \def\emR{{R}} |
| \def\emS{{S}} |
| \def\emT{{T}} |
| \def\emU{{U}} |
| \def\emV{{V}} |
| \def\emW{{W}} |
| \def\emX{{X}} |
| \def\emY{{Y}} |
| \def\emZ{{Z}} |
| \def\emSigma{{\Sigma}} |
|
|
| % entries of a tensor |
| % Same font as tensor, without \bm wrapper |
| \newcommand{\etens}[1]{\mathsfit{#1}} |
| \def\etLambda{{\etens{\Lambda}}} |
| \def\etA{{\etens{A}}} |
| \def\etB{{\etens{B}}} |
| \def\etC{{\etens{C}}} |
| \def\etD{{\etens{D}}} |
| \def\etE{{\etens{E}}} |
| \def\etF{{\etens{F}}} |
| \def\etG{{\etens{G}}} |
| \def\etH{{\etens{H}}} |
| \def\etI{{\etens{I}}} |
| \def\etJ{{\etens{J}}} |
| \def\etK{{\etens{K}}} |
| \def\etL{{\etens{L}}} |
| \def\etM{{\etens{M}}} |
| \def\etN{{\etens{N}}} |
| \def\etO{{\etens{O}}} |
| \def\etP{{\etens{P}}} |
| \def\etQ{{\etens{Q}}} |
| \def\etR{{\etens{R}}} |
| \def\etS{{\etens{S}}} |
| \def\etT{{\etens{T}}} |
| \def\etU{{\etens{U}}} |
| \def\etV{{\etens{V}}} |
| \def\etW{{\etens{W}}} |
| \def\etX{{\etens{X}}} |
| \def\etY{{\etens{Y}}} |
| \def\etZ{{\etens{Z}}} |
|
|
| % The true underlying data generating distribution |
| \newcommand{\pdata}{p_{\rm{data}}} |
| % The empirical distribution defined by the training set |
| \newcommand{\ptrain}{\hat{p}_{\rm{data}}} |
| \newcommand{\Ptrain}{\hat{P}_{\rm{data}}} |
| % The model distribution |
| \newcommand{\pmodel}{p_{\rm{model}}} |
| \newcommand{\Pmodel}{P_{\rm{model}}} |
| \newcommand{\ptildemodel}{\tilde{p}_{\rm{model}}} |
| % Stochastic autoencoder distributions |
| \newcommand{\pencode}{p_{\rm{encoder}}} |
| \newcommand{\pdecode}{p_{\rm{decoder}}} |
| \newcommand{\precons}{p_{\rm{reconstruct}}} |
|
|
| \newcommand{\laplace}{\mathrm{Laplace}} % Laplace distribution |
|
|
| \DeclareMathOperator{\tr}{tr} |
| \DeclareMathOperator{\GL}{GL} |
| \DeclareMathOperator{\im}{im} |
| \DeclareMathOperator{\Span}{span} |
|
|
| \newcommand{\E}{\mathbb{E}} |
| \newcommand{\Ls}{\mathcal{L}} |
| \newcommand{\R}{\mathbb{R}} |
| \newcommand{\emp}{\tilde{p}} |
| \newcommand{\lr}{\alpha} |
| \newcommand{\reg}{\lambda} |
| \newcommand{\rect}{\mathrm{rectifier}} |
| \newcommand{\softmax}{\mathrm{softmax}} |
| \newcommand{\sigmoid}{\sigma} |
| \newcommand{\softplus}{\zeta} |
| \newcommand{\KL}{D_{\mathrm{KL}}} |
| \newcommand{\Var}{\mathrm{Var}} |
| \newcommand{\standarderror}{\mathrm{SE}} |
| \newcommand{\Cov}{\mathrm{Cov}} |
|
|
| % Wolfram Mathworld says $L^2$ is for function spaces and $\ell^2$ is for vectors |
| % But then they seem to use $L^2$ for vectors throughout the site, and so does |
| % wikipedia. |
| \newcommand{\normlzero}{L^0} |
| \newcommand{\normlone}{L^1} |
| \newcommand{\normltwo}{L^2} |
| \newcommand{\normlp}{L^p} |
| \newcommand{\normmax}{L^\infty} |
|
|
| \newcommand{\parents}{Pa} % See usage in notation.tex. Chosen to match Daphne's book. |
|
|
| \let\ab\allowbreak |
|
|
| \theoremstyle{plain} |
|
|
| \newcommand{\dd}{\mathop{}\!\mathrm{d}} |