diff --git a/Styles/sometexdefs.sty b/Styles/sometexdefs.sty new file mode 100644 index 0000000..6513949 --- /dev/null +++ b/Styles/sometexdefs.sty @@ -0,0 +1,115 @@ +\newcommand{\TGRNTPI}{\textsc{tgrntpi}} +\newcommand{\TGRNTCO}{\textsc{tgrntco}} +\newcommand{\TOTGRANT}{\textsc{totgrant}} +\newcommand{\CALCAGE}{\textsc{calcage}} +\newcommand{\YRSATUM}{\textsc{yrsatum}} +\newcommand{\YRSJBNOW}{\textsc{yrsjbnow}} + +%%\newcommand{\PP}{\ensuremath{\mathbf{P}}} +%%\newcommand{\EE}{\ensuremath{\mathbf{E}}} +\newcommand{\atob}[2]{\ensuremath{#1\!\! :\!\! #2}} +\newcommand{\stratA}{\ensuremath{\mathbf{S}}} +\newcommand{\stratAnumstrat}{\ensuremath{S}} +\newcommand{\sAsi}{\ensuremath{s}} + +\newcommand{\mlpnode}[1]{\raisebox{.5ex}{\pnode{#1}}} +%\newcommand{\mlncline}[2]{\ncline[linecolor=gray]{#1}{#2}} + + +\newcommand{\TT}{\ensuremath{ \mathbf{T} }} +\newcommand{\CC}{\ensuremath{ \mathbf{C} }} +\newcommand{\fmprob}{\ensuremath{ \mathbf{f} }} +\newcommand{\maxc}{\ensuremath{ U }} +\newcommand{\minc}{\ensuremath{ L }} +\newcommand{\maxt}{\ensuremath{ \tilde{U} }} +\newcommand{\ncres}{\ensuremath{ \mathtt{|C|}}} +\newcommand{\sink}{ \mbox{\texttt{Sink}}} +\newcommand{\overflow}{ \mbox{\texttt{Overflow}}} + +\newlength{\tabcolsepadj} +\setlength{\tabcolsepadj}{1.3mm} + +%%% NEWBLOCK UNDEFINED BUG +\def\newblock{\hskip .11em plus .33em minus .07em} + + +\newcommand{\pr}{\text{Pr}} +\newcommand{\rank}{\text{rank}} + +\newcommand{\Dt}{\Delta t} +\newcommand{\by}{\mathbf{y}} +\newcommand{\bY}{\mathbf{Y}} +\newcommand{\br}{\mathbf{r}} +\newcommand{\bv}{\mathbf{v}} +\newcommand{\bw}{\mathbf{w}} +\newcommand{\bx}{\mathbf{x}} +\newcommand{\bX}{\mathbf{X}} +\newcommand{\bZ}{\mathbf{Z}} +\newcommand{\bR}{\mathbf{R}} +\newcommand{\bz}{\mathbf{z}} +\newcommand{\be}{\mathbf{e}} +\newcommand{\bE}{\mathbf{E}} +\newcommand{\bV}{\mathbf{V}} + + +\newcommand{\dnoclus}{d_{\mathrm{no\, clus}}} + +\newcommand{\bzero}{\mathbf{0}} +\newcommand{\bOne}{\mathbf{1}} +\newcommand{\bI}{\mathbf{I}} +\newcommand{\bm}{\mathbf{m}} +\newcommand{\bq}{\mathbf{q}} +\newcommand{\bO}{\mathbf{O}} +\newcommand{\bo}{\mathbf{o}} +\newcommand{\bD}{\mathbf{D}} +\newcommand{\bd}{\mathbf{d}} +\newcommand{\bT}{\mathbf{T}} +\newcommand{\bt}{\mathbf{t}} +\newcommand{\bu}{\mathbf{u}} +\newcommand{\bpi}{\mathbf{\pi}} +\newcommand{\ba}{\mathbf{a}} +%%\newcommand{\bs}{\mathbf{s}} +\newcommand{\ct}{\mathbf{c}} %NOT SETTLED ON THIS CHOICE OF NOTATION + +\newcommand{\calC}{\mathcal{C}} +\newcommand{\calL}{\mathcal{L}} +\newcommand{\calP}{\mathcal{P}} + +\newcommand{\bb}{\mathbf{b}} +\newcommand{\bH}{\mathbf{H}} + + +\newcommand{\bpsi}{\boldsymbol{\psi}} +\newcommand{\bmu}{\boldsymbol{\mu}}%m +\newcommand{\bbeta}{\boldsymbol{\beta}} +\newcommand{\btau}{\boldsymbol{\tau}} +\newcommand{\balpha}{\boldsymbol{\alpha}} +\newcommand{\bgamma}{\boldsymbol{\gamma}} +\newcommand{\bSigma}{\boldsymbol{\Sigma}} + +\newcommand{\e}{\mathrm{e}} +\newcommand{\EE}{\mathbf{E}} +\newcommand{\PP}{\mathbf{P}} +\newcommand{\var}{\mathrm{Var}} +\newcommand{\sd}{\mathrm{sd}} +\newcommand{\cov}{\mathrm{Cov}} +\newcommand{\cor}{\mathrm{Cor}} +\newcommand{\lb}{{\nu b}} +\newcommand{\lcb}{{\nu cb}} +\newcommand{\ltb}{{\nu tb}} +\newcommand{\covadj}{\mathrm{covadj}} +\newcommand{\SE}{\mathrm{SE}} + +\newcommand{\pre}{\text{pre}} + +\newcommand{\R}{\texttt{R}~} +%\let\Implies\implies % Implies +%\def\implies{\DOTSB\;\Rightarrow\;} % Implies (long arrow) + +\newcommand{\logl}{\mathrm{logL}} +%\newtheorem{mydef}{Definition} + +\newcommand\independent{\protect\mathpalette{\protect\independenT}{\perp}} +% or just \def\independent{\mathpalette\independenT\perp} +\def\independenT#1#2{\mathrel{\setbox0\hbox{$#1#2$}% + \copy0\kern-\wd0\mkern2mu\box0}} diff --git a/syllabus.tex b/syllabus.tex new file mode 100644 index 0000000..6ac9bae --- /dev/null +++ b/syllabus.tex @@ -0,0 +1,217 @@ +\documentclass[10pt]{article} +\usepackage{bibentry,natbib,url,comment,amsmath} +\usepackage{graphicx,parskip} +\usepackage{Styles/sometexdefs} + +%\usepackage[spanish]{babel} +\usepackage[T1]{fontenc} +\usepackage{textcomp} +\usepackage[utf8]{inputenc} +\usepackage{tgtermes} +%\usepackage{tgpagella} +%\usepackage[sc]{mathpazo} + +\renewcommand*{\bfdefault}{bx} +\renewcommand{\oldstylenums}[1]{% + {\fontfamily{pplj}\selectfont #1}} +\usepackage{microtype} + +\hyphenation{Incomplete} + +\bibliographystyle{apalike} +\usepackage[letterpaper,bottom=.75in,top=1in,right=1in,lmargin=1.15in]{geometry} + +\usepackage{advdate} + +%\titleformat{〈command〉}[〈shape〉]{〈format〉}{〈label〉}{〈sep〉}{〈before-code〉}[〈after-code〉 +\usepackage[compact,nobottomtitles*]{titlesec} %nobottomtitles +\titleformat{\part}[hang]{\Large\scshape}{\thepart}{5em}{}{} +\titleformat{\section}[hang]{\large\bfseries}{\hspace{-.75in}\thesection}{.5em}{}{} +\titleformat{\subsection}[leftmargin]{\small\bfseries\filleft}{\thesubsection}{.5em}{\hspace{-.75in}}{} +\titleformat{\subsubsection}[leftmargin]{\itshape\filleft}{\thesubsubsection}{.2em}{\hspace{-.75in}}{} +\titleformat{\paragraph}[runin]{\bfseries}{\theparagraph}{0em}{}{} + +\titlespacing{\part}{0ex}{.5ex plus .1ex minus .2ex}{-.25\parskip} +\titlespacing{\section}{0ex}{1.5ex plus .1ex minus .2ex}{-.25\parskip} +\titlespacing{\subsection}{0ex}{.5ex plus .1ex minus .1ex}{1ex} +\titlespacing{\subsubsection}{0ex}{.5ex plus .1ex minus .1ex}{1ex} +\titlespacing{\paragraph}{0em}{1ex}{.5ex plus .1ex minus .1ex} + +%%\newenvironment{introstuff} {\setcounter{secnumdepth}{0}% +%% \titlespacing*{\section}{-.75in}{1em}{0em}{}% +%% \titleformat{\subsection}[leftmargin]{\itshape\filleft}{\thesubsection}{.5em}{\hspace{-.75in}}{}% +%% \titleformat{\subsubsection}[leftmargin]{\itshape\filleft}{\thesubsubsection}{.2em}{\hspace{-.75in}}{}% +%% \titleformat{\paragraph}[hang]{\bfseries}{\theparagraph}{0em}{}{}% +%% \titlespacing{\subsection}{2pc}{1.5ex plus .1ex minus .2ex}{1pc}% +%% \titlespacing{\paragraph}{0em}{1ex}{0ex plus .1ex minus .1ex}% +%% \titlespacing{\subsubsection}{2pc}{1.5ex plus .1ex minus .2ex}{1pc}% +%%} {\setcounter{secnumdepth}{1}% +%% \titleformat{\part}[hang]{\large\bfseries}{\hspace{-.75in}\thepart}{.5em}{}{}% +%% \titleformat{\section}[hang]{\large\bfseries}{\hspace{-.75in}\thesection}{.5em}{}{}% +%% \titleformat{\subsection}[leftmargin]{\small\bfseries\filleft}{\thesubsection}{.5em}{\hspace{-.75in}}{}% +%% \titleformat{\subsubsection}[leftmargin]{\itshape\filleft}{\thesubsubsection}{.2em}{\hspace{-.75in}}{}% +%% \titleformat{\paragraph}[runin]{\bfseries}{\theparagraph}{0em}{}{}% +%% % \titleformat{\subsection}[hang]{\itshape}{\thesubsection}{.5em}{}{}% +%% \titlespacing{\section}{2pc}{1.5ex plus .1ex minus .2ex}{1pc}% +%% \titlespacing{\paragraph}{0em}{1ex}{0ex plus .1ex minus .1ex}% +%% \titlespacing{\subsubsection}{2pc}{1.5ex plus .1ex minus .2ex}{1pc}% +%%} + +% Create new title appearance +\makeatletter +\def\maketitle{% + %\null + \thispagestyle{empty}% + \begin{center}\leavevmode + \normalfont + {\large \bfseries\@title\par}% + {\large \@author\par}% + {\large \@date\par}% + \end{center}% + \null } +\makeatother + +\usepackage{fancyhdr} +% \renewcommand{\sectionmark}[1]{\markright{#1}{}} + +\fancypagestyle{myfancy}{% + \fancyhf{} + % \fancyhead[R]{\small{Page~\thepage}} + \fancyhead[R]{\small{PS 531 -- Statistical Inference -- Spring 2018 -- \thepage}} + \fancyfoot[R]{\footnotesize{Version~of~\input{|"date"}}} + % \fancyfoot[R]{\small{\today -- Jake Bowers}} + \renewcommand{\headrulewidth}{0pt} + \renewcommand{\footrulewidth}{0pt}} + +\pagestyle{myfancy} + +\newcommand{\entrylabel}[1]{\mbox{\textsf{#1:}}\hfil} + +%% These next lines tell latex that it is ok to have a single graphic +%% taking up most of a page, and they also decrease the space arou +%% figures and tables. +\renewcommand\floatpagefraction{.9} \renewcommand\topfraction{.9} +\renewcommand\bottomfraction{.9} \renewcommand\textfraction{.1} +\setcounter{totalnumber}{50} \setcounter{topnumber}{50} +\setcounter{bottomnumber}{50} \setlength{\intextsep}{2ex} +\setlength{\floatsep}{2ex} \setlength{\textfloatsep}{2ex} + +\specialcomment{com} {\begingroup\sffamily\small\bfseries}{\endgroup} +\excludecomment{com} + +\title{Causal Inference: Beyond the Basics} + +\author{Jake Bowers \\ + \small{jwbowers@illinois.edu \\ + Online: + \url{http://jakebowers.org/}} +} + +\date{\today} + +%\usepackage[pdftex,colorlinks=TRUE,citecolor=blue]{hyperref} +\usepackage[colorlinks=TRUE,citecolor=blue]{hyperref} + +\renewcommand{\bibname}{ } +% \renewcommand{\refname}{\normalsize{Required:}} +\renewcommand{\refname}{\vspace{-2em}} + +\def\themonth{\ifcase\month\or + January\or February\or March\or April\or May\or June\or + July\or August\or September\or October\or November\or December\fi} + + +% +% \DayOfWeek expands to the day of the week ("Sunday", etc.) +% \PhaseOfMoon expands to the phase of the moon +% +% Written by Martin Minow of DEC (minow%bolt.dec@decwrl.dec.com). +% +\def\DayOfWeek{% + % + % Calculate day of the week, return "Sunday", etc. + % + \newcount\dow % Gets day of the week + \newcount\leap % Leap year fingaler + \newcount\x % Temp register + \newcount\y % Another temp register + % leap = year + (month - 14)/12; + \leap=\month \advance\leap by -14 \divide\leap by 12 + \advance\leap by \year + % dow = (13 * (month + 10 - (month + 10)/13*12) - 1)/5 + \dow=\month \advance\dow by 10 + \y=\dow \divide\y by 13 \multiply\y by 12 + \advance\dow by -\y \multiply\dow by 13 \advance\dow by -1 \divide\dow by 5 + % dow += day + 77 + 5 * (leap % 100)/4 + \advance\dow by \day \advance\dow by 77 + \x=\leap \y=\x \divide\y by 100 \multiply\y by 100 \advance\x by -\y + \multiply\x by 5 \divide\x by 4 \advance\dow by \x + % dow += leap / 400 + \x=\leap \divide\x by 400 \advance\dow by \x + % dow -= leap / 100 * 2; + % dow = (dow % 7) + \x=\leap \divide\x by 100 \multiply\x by 2 \advance\dow by -\x + \x=\dow \divide\x by 7 \multiply\x by 7 \advance\dow by -\x + \ifcase\dow Sunday\or Monday\or Tuesday\or Wednesday\or + Thursday\or Friday\or Saturday\fi +} + + + +\begin{document} +\maketitle + +%\begin{introstuff} + + + \part*{Overview} + + \subsection*{Where/When} + + We will meet Tuesday and Wednesday, July 16 and 17, 0900--1200. + + \subsection*{Introduction} + + This course builds on the Introduction to Causal Inference course given + earlier in the Institute of Political Methodology Summer School of 2019. We + will focus on deepening and applying the concepts introduced in that course, + especially with regards to the use and diagnosis of matching techniques for non-parametric + adjustment in non-randomized research designs and design-based statistical + inference based on the resulting matched research designs. + + \part*{Schedule} + +%\end{introstuff} + +\section*{Class 1: Doing Matching, Assessing Matched Designs, Estimating Effects} + +\subsection*{Topics:} + +\begin{description} + \item[How to use optimal, full matching to produce a matched-research design?] Multivariate optimal matching review using \texttt{optmatch} in R: producing matched research designs using matching on scalars, propensity scores, and Mahalanobis distances. + \item[How to reason about whether we have a good matched research design?] Multivariate balance assessment using null hypothesis testing using the \texttt{RItools} package for R (and perhaps also using equivalence testing). + \item[How to customize and focus the matched research design creation?] Multivariate optimal matching; calipers; penalties; combining scores + \item[How to estimate the ATE and test hypotheses about causal effects given a matched research design?] Estimating ATE and Std Errors from Matched Designs using the Block Randomized Experiment as an Analogy. +\end{description} + +\subsection*{Recommended Reading:} + +\section*{Class 2: Going Beyond Two Treatment Groups} + +\subsection*{Topics:} + +\begin{description} + \item[Matching with more than one treatment] Multivariate optimal \textbf{nonbipartite} matching review using the \texttt{nbpMatching} package for R: producing matched research designs using matching on scalars, propensity scores, and Mahalanobis distances. + \item[Balance assessment after non-bipartite matching.] Multivariate balance assessment using null hypothesis testing (and using equivalence testing). + \item[Focusing and customizing non-bipartite matched designs] Multivariate optimal matching; calipers; penalties; combining scores + \item[Statistical inference after non-bipartite matching] Estimating ATE and Std Errors from Matched Designs using the Block Randomized Experiment as an Analogy. +\end{description} + +\subsection*{Recommended Reading:} + + +\section*{References} +\bibliography{/Users/jwbowers/Documents/PROJECTS/BIB/big} + + \end{document} +