-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy path01_29.tex
More file actions
543 lines (495 loc) · 21.2 KB
/
01_29.tex
File metadata and controls
543 lines (495 loc) · 21.2 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
\documentclass[10pt,letterpaper]{article}
\usepackage[utf8]{inputenc}
\usepackage[intlimits]{amsmath}
\usepackage{amsfonts}
\usepackage{amssymb}
\usepackage{ragged2e}
\usepackage[letterpaper, margin=0.5in]{geometry}
\usepackage{graphicx}
\usepackage{cancel}
\usepackage{mathtools}
\usepackage{tabularx}
\usepackage{arydshln}
\usepackage{tensor}
\usepackage{array}
\usepackage{xcolor}
\usepackage[boxed]{algorithm}
\usepackage[noend]{algpseudocode}
\usepackage{listings}
\usepackage{textcomp}
% \usepackage[pdf,tmpdir,singlefile]{graphviz}
\usepackage{mathrsfs}
\usepackage{bbm}
\usepackage{tikz}
\usepackage{tikz-cd}
\usepackage{enumitem}
\usepackage{arydshln}
\usepackage{relsize}
\usepackage{multicol}
\usepackage{scalerel}
\usepackage{upgreek}
\usepackage{ifthen}
\usetikzlibrary{bayesnet}
\setlist{noitemsep}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Formatting commands
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\newcommand{\n}{\hfill\break}
\newcommand{\nn}{\vspace{0.5\baselineskip}\n}
\newcommand{\up}{\vspace{-\baselineskip}}
\newcommand{\hangblock}[2]{\par\noindent\settowidth{\hangindent}{\textbf{#1: }}\textbf{#1: }\nolinebreak#2}
\newcommand{\lemma}[1]{\hangblock{Lemma}{#1}}
\newcommand{\defn}[1]{\hangblock{Defn}{#1}}
\newcommand{\thm}[1]{\hangblock{Thm}{#1}}
\newcommand{\cor}[1]{\hangblock{Cor}{#1}}
\newcommand{\prop}[1]{\hangblock{Prop}{#1}}
\newcommand{\ex}[1]{\hangblock{Ex}{#1}}
\newcommand{\exer}[1]{\hangblock{Exer}{#1}}
\newcommand{\fact}[1]{\hangblock{Fact}{#1}}
\newcommand{\remark}[1]{\hangblock{Remark}{#1}}
\newcommand{\proven}{\;$\square$\n}
\newcommand{\problem}[1]{\par\noindent{\nolinebreak#1}\n}
\newcommand{\problempart}[2]{\par\noindent\indent{}\settowidth{\hangindent}{\textbf{(#1)} \indent{}}\textbf{(#1) }\nolinebreak#2\n}
\newcommand{\ptxt}[1]{\textrm{\textnormal{#1}}}
\newcommand{\inlineeq}[1]{\centerline{$\displaystyle #1$}}
\newcommand{\pageline}{\up\par\noindent\rule{\textwidth}{0.1pt}}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Math commands
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Set Theory
\newcommand{\card}[1]{\left|#1\right|}
\newcommand{\set}[1]{\left\{#1\right\}}
\newcommand{\setmid}{\;\middle|\;}
\newcommand{\ps}[1]{\mathcal{P}\left(#1\right)}
\newcommand{\pfinite}[1]{\mathcal{P}^{\ptxt{finite}}\left(#1\right)}
\newcommand{\naturals}{\mathbb{N}}
\newcommand{\N}{\naturals}
\newcommand{\integers}{\mathbb{Z}}
\newcommand{\Z}{\integers}
\newcommand{\rationals}{\mathbb{Q}}
\newcommand{\Q}{\rationals}
\newcommand{\reals}{\mathbb{R}}
\newcommand{\R}{\reals}
\newcommand{\complex}{\mathbb{C}}
\newcommand{\C}{\complex}
\newcommand{\halfPlane}{\mathbb{H}}
\let\HSym\H
\let\H\relax
\newcommand{\H}{\halfPlane}
\newcommand{\comp}{^{\complement}}
\DeclareMathOperator{\Hom}{Hom}
\newcommand{\Ind}{\mathbbm{1}}
\newcommand{\cut}{\setminus}
\DeclareMathOperator{\elem}{elem}
% Differentiable Manifolds
\newcommand{\RP}{\mathbb{RP}}
\newcommand{\CP}{\mathbb{RP}}
\newcommand{\osubset}{\overset{\mathclap{\scalebox{0.5}{\ptxt{open}}}}{\subset}}
\newcommand{\osubseteq}{\overset{\mathclap{\scalebox{0.5}{\ptxt{open}}}}{\subseteq}}
\newcommand{\osupset}{\overset{\mathclap{\scalebox{0.5}{\ptxt{open}}}}{\supset}}
\newcommand{\osupseteq}{\overset{\mathclap{\scalebox{0.5}{\ptxt{open}}}}{\supseteq}}
\newcommand{\pdat}[3]{\left.\pd{#1}{#2}\right|_{#3}}
\DeclareMathOperator{\so}{so}
\DeclareMathOperator{\codim}{codim}
\DeclareMathOperator{\Diff}{Diff}
\let\dSym\d
\let\d\relax
\newcommand{\d}{\partial}
\DeclareMathOperator{\gl}{gl}
\DeclareMathOperator{\Vol}{Vol}
% Graph Theory
\let\deg\relax
\DeclareMathOperator{\deg}{deg}
\newcommand{\degp}{\ptxt{deg}^{+}}
\newcommand{\degn}{\ptxt{deg}^{-}}
\newcommand{\precdot}{\mathrel{\ooalign{$\prec$\cr\hidewidth\hbox{$\cdot\mkern0.5mu$}\cr}}}
\newcommand{\succdot}{\mathrel{\ooalign{$\cdot\mkern0.5mu$\cr\hidewidth\hbox{$\succ$}\cr\phantom{$\succ$}}}}
\DeclareMathOperator{\cl}{cl}
\DeclareMathOperator{\affdim}{affdim}
% Probability
\newcommand{\parSymbol}{\P}
\newcommand{\Prob}{\mathbb{P}}
\renewcommand{\P}{\Prob}
\newcommand{\Avg}{\mathbb{E}}
\newcommand{\E}{\Avg}
\DeclareMathOperator{\Var}{Var}
\DeclareMathOperator{\cov}{cov}
\DeclareMathOperator{\Unif}{Unif}
\DeclareMathOperator{\Binom}{Binom}
\newcommand{\CI}{\mathrel{\text{\scalebox{1.07}{$\perp\mkern-10mu\perp$}}}}
\DeclareMathOperator{\Ber}{Ber}
\DeclareMathOperator{\Bin}{Bin}
\DeclareMathOperator{\Geom}{Geom}
\DeclareMathOperator{\Poisson}{Poisson}
% Standard Math
\newcommand{\inv}{^{-1}}
\newcommand{\abs}[1]{\left|#1\right|}
\newcommand{\ceil}[1]{\left\lceil{}#1\right\rceil{}}
\newcommand{\floor}[1]{\left\lfloor{}#1\right\rfloor{}}
\newcommand{\conj}[1]{\overline{#1}}
\newcommand{\of}{\circ}
\newcommand{\tri}{\triangle}
\newcommand{\inj}{\hookrightarrow}
\newcommand{\surj}{\twoheadrightarrow}
\newcommand{\ndiv}{\nmid}
\renewcommand{\epsilon}{\varepsilon}
\newcommand{\divides}{\mid}
\newcommand{\ndivides}{\nmid}
\DeclareMathOperator{\lcm}{lcm}
\DeclareMathOperator{\sgn}{sgn}
\newcommand{\map}[4]{\!\!\!\begin{array}[t]{rcl}#1 & \!\!\!\!\to & \!\!\!\!#2\\ {}#3 & \!\!\!\!\mapsto & \!\!\!\!#4\end{array}}
\newcommand{\bigsum}[2]{\smashoperator[lr]{\sum_{\scalebox{#1}{$#2$}}}}
\DeclareMathOperator{\gcf}{gcf}
\newcommand{\restr}[2]{\left.#1\right|_{#2}}
% Linear Algebra
\newcommand{\Id}{\textrm{\textnormal{Id}}}
\newcommand{\im}{\textrm{\textnormal{im}}}
\newcommand{\norm}[1]{\abs{\abs{#1}}}
\newcommand{\tpose}{^{T}\!}
\newcommand{\iprod}[1]{\left<#1\right>}
\newcommand{\giprod}{\iprod{\;\,,\;}}
\DeclareMathOperator{\tr}{tr}
\DeclareMathOperator{\trace}{tr}
\newcommand{\chgBasMat}[3]{\!\!\tensor*[_{#1}]{\left[#2\right]}{_{#3}}}
\newcommand{\vecBas}[2]{\tensor*[]{\left[#1\right]}{_{#2}}}
\DeclareMathOperator{\GL}{GL}
\DeclareMathOperator{\Mat}{Mat}
\DeclareMathOperator{\vspan}{span}
\DeclareMathOperator{\rank}{rank}
\newcommand{\V}[1]{\vec{#1}}
\DeclareMathOperator{\proj}{proj}
\DeclareMathOperator{\compProj}{comp}
\DeclareMathOperator{\row}{row}
\newcommand{\smallPMatrix}[1]{\paren{\begin{smallmatrix}#1\end{smallmatrix}}}
\newcommand{\smallBMatrix}[1]{\brack{\begin{smallmatrix}#1\end{smallmatrix}}}
\newcommand{\pmat}[1]{\begin{pmatrix}#1\end{pmatrix}}
\newcommand{\bmat}[1]{\begin{bmatrix}#1\end{bmatrix}}
\newcommand{\dual}{^{*}}
\newcommand{\pinv}{^{\dagger}}
\newcommand{\horizontalMatrixLine}{\ptxt{\rotatebox[origin=c]{-90}{$|$}}}
\DeclareMathOperator{\range}{range}
\DeclareMathOperator{\Symm}{Symm}
\DeclareMathOperator{\SU}{SU}
% Multilinear Algebra
\let\Lsym\L
\let\L\relax
\DeclareMathOperator{\L}{\mathscr{L}}
\DeclareMathOperator{\A}{\mathcal{A}}
\DeclareMathOperator{\Alt}{Alt}
\DeclareMathOperator{\Sym}{Sym}
\newcommand{\ot}{\otimes}
\newcommand{\ox}{\otimes}
\DeclareMathOperator{\asc}{asc}
\DeclareMathOperator{\asSet}{set}
\DeclareMathOperator{\sort}{sort}
\DeclareMathOperator{\ringA}{\mathring{A}}
\DeclareMathOperator{\Sh}{Sh}
\DeclareMathOperator{\Bil}{Bil}
% Topology
\newcommand{\closure}[1]{\overline{#1}}
\newcommand{\uball}{\mathcal{U}}
\DeclareMathOperator{\Int}{Int}
\DeclareMathOperator{\Ext}{Ext}
\DeclareMathOperator{\Bd}{Bd}
\DeclareMathOperator{\rInt}{rInt}
\DeclareMathOperator{\ch}{ch}
\DeclareMathOperator{\ah}{ah}
\newcommand{\LargerTau}{\mathlarger{\mathlarger{\mathlarger{\mathlarger{\tau}}}}}
\newcommand{\Tau}{\mathcal{T}}
% Analysis
\DeclareMathOperator{\Graph}{Graph}
\DeclareMathOperator{\epi}{epi}
\DeclareMathOperator{\hypo}{hypo}
\DeclareMathOperator{\supp}{supp}
\newcommand{\lint}[2]{\underset{#1}{\overset{#2}{{\color{black}\underline{{\color{white}\overline{{\color{black}\int}}\color{black}}}}}}}
\newcommand{\uint}[2]{\underset{#1}{\overset{#2}{{\color{white}\underline{{\color{black}\overline{{\color{black}\int}}\color{black}}}}}}}
\newcommand{\alignint}[2]{\underset{#1}{\overset{#2}{{\color{white}\underline{{\color{white}\overline{{\color{black}\int}}\color{black}}}}}}}
\newcommand{\extint}{\ptxt{ext}\int}
\newcommand{\extalignint}[2]{\ptxt{ext}\alignint{#1}{#2}}
\newcommand{\conv}{\ast}
\newcommand{\pd}[2]{\frac{\partial{}#1}{\partial{}#2}}
\newcommand{\del}{\nabla}
\DeclareMathOperator{\grad}{grad}
\DeclareMathOperator{\curl}{curl}
\let\div\relax
\DeclareMathOperator{\div}{div}
\DeclareMathOperator{\vol}{vol}
% Complex Analysis
\let\Re\relax
\DeclareMathOperator{\Re}{Re}
\let\Im\relax
\DeclareMathOperator{\Im}{Im}
\DeclareMathOperator{\Res}{Res}
% Abstract Algebra
\DeclareMathOperator{\ord}{ord}
\newcommand{\generated}[1]{\left<#1\right>}
\newcommand{\cycle}[1]{\smallPMatrix{#1}}
\newcommand{\id}{\ptxt{id}}
\newcommand{\iso}{\cong}
\DeclareMathOperator{\Aut}{Aut}
\DeclareMathOperator{\SL}{SL}
\DeclareMathOperator{\op}{op}
\newcommand{\isom}[4]{\!\!\!\begin{array}[t]{rcl}#1 & \!\!\!\!\overset{\sim}{\to} & \!\!\!\!#2\\ #3 & \!\!\!\!\mapsto & \!\!\!\!#4\end{array}}
\newcommand{\F}{\mathbb{F}}
\newcommand{\acts}{\;\reflectbox{\rotatebox[origin=c]{-90}{$\circlearrowright$}}\;}
\newcommand{\disjunion}{\mathrel{\text{\scalebox{1.07}{$\perp\mkern-10mu\perp$}}}}
\DeclareMathOperator{\SO}{SO}
\DeclareMathOperator{\stab}{stab}
\DeclareMathOperator{\nullity}{nullity}
\DeclareMathOperator{\Perm}{Perm}
\DeclareMathOperator{\nsubgp}{\vartriangleleft}
\DeclareMathOperator{\notnsubgp}{\ntriangleleft}
\newcommand{\presentation}[2]{\left<#1\;\middle|\;#2\right>}
\DeclareMathOperator{\Char}{char}
\DeclareMathOperator{\fchar}{char}
\DeclareMathOperator{\triv}{triv}
\DeclareMathOperator{\reg}{reg}
\DeclareMathOperator{\std}{std}
\DeclareMathOperator{\Func}{Func}
\DeclareMathOperator{\End}{End}
% Convex Optimization
\let\sectionSymbol\S
\let\S\relax
\newcommand{\S}{\mathbb{S}}
\DeclareMathOperator{\dist}{dist}
\DeclareMathOperator{\dom}{dom}
\DeclareMathOperator{\diag}{diag}
\DeclareMathOperator{\ones}{\mathbbm{1}}
\newcommand{\minimizeOver}[3]{\begin{array}{rl}\underset{#1}{\ptxt{minimize}} & #2\\ \ptxt{subject to} & #3\end{array}}
\newcommand{\maximizeOver}[3]{\begin{array}{rl}\underset{#1}{\ptxt{maximize}} & #2\\ \ptxt{subject to} & #3\end{array}}
\newcommand{\minimizationProblem}[2]{\minimizeOver{}{#1}{#2}}
\newcommand{\maximizationProblem}[2]{\maximizeOver{}{#1}{#2}}
\newcommand{\minimizeOverUnconstrained}[2]{\begin{array}{rl}\underset{#1}{\ptxt{minimize}} & #2\end{array}}
\newcommand{\maximizeOverUnconstrained}[2]{\begin{array}{rl}\underset{#1}{\ptxt{maximize}} & #2\end{array}}
\newcommand{\minimizationUnconstrained}[1]{\minimizeOverUnconstrained{}{#1}}
\newcommand{\maximizationUnconstrained}[1]{\maximizeOverUnconstrained{}{#1}}
\DeclareMathOperator{\argmin}{argmin}
\DeclareMathOperator{\argmax}{argmax}
% Proofs
\newcommand{\st}{s.t.}
\newcommand{\unique}{!}
\newcommand{\iffdef}{\overset{\ptxt{def}}{\Leftrightarrow}}
\newcommand{\eqVertical}{\rotatebox[origin=c]{90}{=}}
\newcommand{\mapsfrom}{\mathrel{\reflectbox{\ensuremath{\mapsto}}}}
\newcommand{\mapsdown}{\rotatebox[origin=c]{-90}{$\mapsto$}\mkern2mu}
\newcommand{\mapsup}{\rotatebox[origin=c]{90}{$\mapsto$}\mkern2mu}
\newcommand{\from}{\!\mathrel{\reflectbox{\ensuremath{\to}}}}
\newcommand{\labeledeq}[1]{\overset{\mathclap{\ptxt{#1}}}{=}}
\newcommand{\eqdef}{\labeledeq{def}}
% Brackets
\newcommand{\paren}[1]{\left(#1\right)}
\renewcommand{\brack}[1]{\left[#1\right]}
\renewcommand{\brace}[1]{\left\{#1\right\}}
\newcommand{\ang}[1]{\left<#1\right>}
% Algorithms
\algrenewcommand{\algorithmiccomment}[1]{\hskip 1em \texttt{// #1}}
\algrenewcommand\algorithmicrequire{\textbf{Input:}}
\algrenewcommand\algorithmicensure{\textbf{Output:}}
\newcommand{\algP}{\ptxt{\textbf{P}}}
\newcommand{\algNP}{\ptxt{\textbf{NP}}}
\newcommand{\algNPC}{\ptxt{\textbf{NP-Complete}}}
\newcommand{\algNPH}{\ptxt{\textbf{NP-Hard}}}
\newcommand{\algEXP}{\ptxt{\textbf{EXP}}}
\DeclareMathOperator{\fl}{fl}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Other commands
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\newcommand{\flag}[1]{\textbf{\textcolor{red}{#1}}}
\let\uSym\u
\let\u\relax
\newcommand{\u}[1]{\underline{#1}}
\let\bSym\b
\let\b\relax
\newcommand{\b}[1]{\textbf{#1}}
\let\iSym\i
\let\i\relax
\newcommand{\i}[1]{\textit{#1}}
\let\scSym\sc
\let\sc\relax
\newcommand{\sc}[1]{\textsc{#1}}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Make l's curvy in math environments %
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\mathcode`l="8000
\begingroup
\makeatletter
\lccode`\~=`\l
\DeclareMathSymbol{\lsb@l}{\mathalpha}{letters}{`l}
\lowercase{\gdef~{\ifnum\the\mathgroup=\m@ne \ell \else \lsb@l \fi}}%
\endgroup
%%%%%%%%%%%%%%%%%%%%%%%%%
% Fix \vdots and \ddots %
%%%%%%%%%%%%%%%%%%%%%%%%%
\usepackage{letltxmacro}
\LetLtxMacro\orgvdots\vdots
\LetLtxMacro\orgddots\ddots
\makeatletter
\DeclareRobustCommand\vdots{%
\mathpalette\@vdots{}%
}
\newcommand*{\@vdots}[2]{%
% #1: math style
% #2: unused
\sbox0{$#1\cdotp\cdotp\cdotp\m@th$}%
\sbox2{$#1.\m@th$}%
\vbox{%
\dimen@=\wd0 %
\advance\dimen@ -3\ht2 %
\kern.5\dimen@
% remove side bearings
\dimen@=\wd2 %
\advance\dimen@ -\ht2 %
\dimen2=\wd0 %
\advance\dimen2 -\dimen@
\vbox to \dimen2{%
\offinterlineskip
\copy2 \vfill\copy2 \vfill\copy2 %
}%
}%
}
\DeclareRobustCommand\ddots{%
\mathinner{%
\mathpalette\@ddots{}%
\mkern\thinmuskip
}%
}
\newcommand*{\@ddots}[2]{%
% #1: math style
% #2: unused
\sbox0{$#1\cdotp\cdotp\cdotp\m@th$}%
\sbox2{$#1.\m@th$}%
\vbox{%
\dimen@=\wd0 %
\advance\dimen@ -3\ht2 %
\kern.5\dimen@
% remove side bearings
\dimen@=\wd2 %
\advance\dimen@ -\ht2 %
\dimen2=\wd0 %
\advance\dimen2 -\dimen@
\vbox to \dimen2{%
\offinterlineskip
\hbox{$#1\mathpunct{.}\m@th$}%
\vfill
\hbox{$#1\mathpunct{\kern\wd2}\mathpunct{.}\m@th$}%
\vfill
\hbox{$#1\mathpunct{\kern\wd2}\mathpunct{\kern\wd2}\mathpunct{.}\m@th$}%
}%
}%
}
\makeatother
\newcommand{\B}{
\begin{tikzpicture}
\filldraw [fill=red, draw=black] (0, 0) rectangle (0.37, 0.45);
\draw [line width=0.5mm, white ] (0.1,0.08) -- (0.1,0.38);
\draw[line width=0.5mm, white ] (0.1, 0.35) .. controls (0.2, 0.35) and (0.4, 0.2625) .. (0.1, 0.225);
\draw[line width=0.5mm, white ] (0.1, 0.225) .. controls (0.2, 0.225) and (0.4, 0.1625) .. (0.1, 0.1);
\end{tikzpicture}
}
% Allow custom symbols as arrows in tikz-cd
\tikzset{
symbol/.style={
draw=none,
every to/.append style={
edge node={node [sloped, allow upside down, auto=false]{$#1$}}}
}
}
% Example: \arrow[r,symbol=\cong]
% https://tex.stackexchange.com/questions/394154/how-to-include-inclusion-subgroup-relationship-in-tikz-cd-diagram
\author{Professor Alejandro Uribe-Ahumada\\ \small\i{Transcribed by Thomas Cohn}}
\title{Math 635 Lecture 5}
\date{1/29/21} % Can also use \today
\begin{document}
\maketitle
\setlength\RaggedRightParindent{\parindent}
\RaggedRight
\par\noindent
Some stuff we can do with Riemannian metrics:
\begin{itemize}
\item A Riemannian metric on $M$ allows us to define the length of a tangent vector, and the angle between two tangent vectors. For $v,w\in{}T_{p}M$, $\norm{v}=\sqrt{\iprod{v,v}_{p}}$, and $\iprod{v,w}_{p}=\norm{v}\norm{w}\cos\theta$ defines $\theta$, the angle between $v$ and $w$.
\item A Riemannian metric on $M$ allows us to define the length of a curve in $M$. Say $\gamma:[a,b]\to{}M$. We define its length
\[
L(\gamma)=\int_{a}^{b}\norm{\dot\gamma(t)}\,dt=\int_{a}^{b}\sqrt{\iprod{\dot\gamma(t),\dot\gamma(t)}_{\gamma(t)}}\,dt
\]
If $\im\gamma\subseteq{}U$, a coordinate patch, with coordinates $(x^{1}(t),\ldots,x^{k}(t))$, then
\[
L(\gamma)=\int_{a}^{b}\sqrt{g_{ij}(\gamma(t))\dot{x}^{i}(t)\dot{x}^{j}(t)}\,dt\qquad{}g_{ij}=\iprod{\pd{}{x^{i}},\pd{}{x^{j}}}\in{}C^{\infty}(U)
\]
\end{itemize}
\lemma{
$L(\gamma)$ is invariant under re-parameterizations of $\gamma$. Consider $[\alpha,\beta]\overset{\sim}{\underset{t}{\to}}[a,b]\overset{\gamma}{\to}M$. Then
\[
\int_{\alpha}^{\beta}\norm{\frac{d\gamma}{ds}(t(s))}\,ds=\int_{a}^{b}\norm{\frac{d\gamma}{dt}(t)}\,dt
\]
Proof: The chain rule says $\frac{d\gamma}{ds}=\frac{dt}{ds}\frac{d\gamma}{dt}$. So $\norm{\frac{d\gamma}{ds}}=\norm{\frac{dt}{ds}}\norm{\frac{d\gamma}{dt}}$. Now, use the change of variables formula for integrals.\proven
}
\defn{
Let $M$ be a connected Riemannian manifold. We define the \u{Riemannian distance function} by, $\forall{}p,q\in{}M$,\n $d(p,q)=\inf\set{L(\gamma)\mid{}\gamma\ptxt{ is a continuous curve, or ``path'', joining $p$ and $q$ that is piecewise smooth}}$.\n
}
\par\noindent
Note: We can replace this definition with just ``smooth'' -- the definitions are equivalent. But that's harder to prove, and this definition will be useful later on.\n
\par\noindent
Note that because $M$ is connected, it's path connected. This means the set of lengths of curves connecting pairs of points is nonempty, so the infimum exists. And because $L(\gamma)\ge{}0$, $d(p,q)\ge{}0$.\n
\thm{
$d$ is a metric, or distance function, i.e., $\forall{}p,q,r\in{}M$,
\begin{enumerate}[topsep=0pt, itemsep=0pt, leftmargin=4\parindent, label=(\roman*)]
\item $d(p,q)\ge{}0$, with $d(p,q)=0\Leftrightarrow{}p=q$
\item $d(p,q)=d(q,p)$
\item $d(p,q)+d(q,r)\ge{}d(p,r)$
\end{enumerate}\up\nn
Proof: (This is only a partial proof)
\begin{enumerate}[topsep=0pt, itemsep=0pt, leftmargin=4\parindent, label=(\roman*)]
\item If $p=q$, take a trivial/constant path. $\dot\gamma\equiv{}0$, so $L(\gamma)=0$. The converse remains to be shown: that $d(p,q)=0$ implies $p=q$. This will be a corollary of the ``Gauss lemma'', which we'll do later on.
\item We never assumed reparameterizations couldn't reverse the direction of the curve. They can, which directly proves $d(p,q)=d(q,p)$.
\item Among the paths joining $p$ and $r$ are paths that travel through $q$. Specifically, given any path from $p$ to $q$ and any path from $q$ to $r$, we can concatenate them to get a path from $p$ to $r$.
\end{enumerate}\up\n
\proven
}
\par\noindent
Observe: The topology defined by $d$ is the same as the given topology on $M$.\n
\par\noindent
Sometimes, but not always, the infimum is attained, i.e., there exists a minimizing path. In fact, if such a path exists, it's always smooth.\n
\ex{
Minimizing paths on the sphere are arcs of great circles -- intersections of the sphere with hyperplanes through the origin.\n
}
\ex{
Minimizing paths don't always exist! Consider $M=\R^{2}\cut\set{0}$. For $p=(43,0)$ and $q=(-43,0)$, $d(p,q)=86$, but there's no path of that length between them (since you can't go through the origin).\n
}
\par\noindent
Refer to Do Carmo, Chapter 1, \sectionSymbol{}2 for more details.\n
\subsection*{Volume Element of an Oriented Riemannian Manifold}
\par\noindent
Reminder: An orientation on an orientable manifold $M$ is determined by a class of top-degree differential forms, $\nu$, with the defining property that $\forall{}p\in{}M$ and any $(v_{1},\ldots,v_{n})$, a positive basis of $T_{p}M$, $\nu_{p}(v_{1},\ldots,v_{n})>0$.\n
\par\noindent
In particular, $\nu$ is nowhere-vanishing. Conversely, a nowhere-vanishing top-degree form can be used to define positive bases, and in turn, an orientation.\n
\defn{
If $M$ is a orientable Riemannian manifold, its \u{volume form} $\nu$ is defined by the property that $\forall{}p\in{}M$, $\forall(v_{1},\ldots,v_{n})$, a positive, orthonormal basis of $T_{p}M$, one has $\nu_{p}(v_{1},\ldots,v_{n})=1$.\n
}
\par\noindent
Observe: If this condition holds for some positive orthonormal basis, it holds for all positive orthonormal bases. The important calculation is as follows: Fix $p\in{}M$, $(v_{1},\ldots,v_{n})$ a positive orthonormal basis of $T_{p}M$, and $(e_{1},\ldots,e_{n})$ any other ordered basis of $T_{p}M$. Then we can write each $e_{i}=\sum_{l=1}^{n}a_{i}^{l}v_{l}$. For any top-degree form $\nu$, $\nu_{p}(e_{1},\ldots,e_{n})=\det(a_{i}^{l})\nu(v_{1},\ldots,v_{n})$, so if $(e_{1},\ldots,e_{n})$ is also positive and orthonormal, then $\det(a_{i}^{l})=1$.\proven
\subsection*{Computation of the Volume Form in Coordinates}
\par\noindent
Start with $(x_{1},\ldots,x_{n})$, a positive coordinate system with domain $U$. (Recall that this means $\forall{}p\in{}U$, $(\pdat{}{x^{1}}{p},\ldots,\pdat{}{x^{n}}{p})$ is a positive basis of $T_{p}M$.) Apply Gram-Schmidt to each basis (pointwise). We obtain vector fields $v_{1},\ldots,v_{n}$ on $U$ which are orthonormal at each point. And Gram-Schmidt shows the $v$'s are related to the partial derivatives by a smooth matrix, so $\forall{}j$, $v_{j}\in\mathfrak{X}(U)$. And, by possibly permuting the $v_{i}$'s, we can ensure it's a positive basis at every point.\n
\par\noindent
In fact, let's write $\pd{}{x^{i}}=\sum_{l}a_{i}^{l}v_{l}$. Then
\[
g_{ij}=\iprod{\pdat{}{x^{i}}{p},\pdat{}{x^{j}}{p}}=\sum_{k,l}a_{i}^{l}a_{j}^{k}\underbrace{\iprod{v_{k},v_{l}}}_{=\delta_{k,l}}=\sum_{k}a_{i}^{k}a_{j}^{k}=AA\tpose\quad\ptxt{for}\quad{}A=(a_{i}^{k})
\]
So $\det(g_{ij})=\det(A)^{2}>0$. On the other hand, with our Riemannian volume form $\nu$,
\[
\nu\paren{\pd{}{x^{1}},\ldots,\pd{}{x^{n}}}=\underbrace{\det(A)}_{\mathclap{=\sqrt{\det(g_{ij})}}}\underbrace{\nu(v_{1},\ldots,v_{n})}_{=1}=\sqrt{\det(g_{ij})}
\]
So in coordinates, $\nu=\sqrt{\det(g_{ij})}\,dx^{1}\wedge\cdots\wedge{}dx^{n}$.\n
\defn{
The volume of a subset $U$ of a Riemannian manifold is $\Vol(U)=\int_{U}\nu$, where $\nu$ is the Riemannian volume form, if this integral is finite.\n
}
\lemma{
For any coordinate system $(y^{1},\ldots,y^{n})$ on $U$, positive or not, the Riemannian integral
\[
\int_{U}\sqrt{\det\paren{\iprod{\pd{}{y^{i}},\pd{}{y^{j}}}}}\,\underbrace{dy^{1}\cdots{}dy^{n}}_{\mathclap{\ptxt{Riemann integral}}}
\]
is equal to $\Vol(U)$.\n
}
\par\noindent
This is true because the change of variables formula for a Riemann integral involves the absolute value of the Jacobian. So in the end, orientation is \i{not} needed to compute volumes of manifolds. In fact, we can even compute volumes of non-orientable manifolds! We generalize by using partitions of unity.
\end{document}