% !TeX TXS-program:compile = txs:///arara % arara: pdflatex: {shell: yes, synctex: no, interaction: batchmode} % arara: pdflatex: {shell: yes, synctex: no, interaction: batchmode} if found('log', '(undefined references|Please rerun|Rerun to get)') \documentclass[11pt,a4paper]{ltxdoc} \usepackage[T1]{fontenc} \usepackage[utf8]{inputenc} \usepackage{xint-regression} \usepackage{fancyvrb} \usepackage{fancyhdr} \usepackage{hyperref} \usepackage{tkz-grapheur} \usepackage{tcolorbox} \tcbuselibrary{skins,minted} \fancyhf{} \renewcommand{\headrulewidth}{0pt} \lfoot{\sffamily\small [xint-regression]} \rfoot{\sffamily\small - \thepage{} -} \usepackage{hologo} \providecommand\tikzlogo{Ti\textit{k}Z} \providecommand\TeXLive{\TeX{}Live\xspace} \providecommand\PSTricks{\textsf{PSTricks}\xspace} \let\pstricks\PSTricks \let\TikZ\tikzlogo \urlstyle{same} \hypersetup{pdfborder=0 0 0} \usepackage[margin=2cm]{geometry} \setlength{\parindent}{0pt} \def\TPversion{0.1.0} \def\TPdate{05/06/2024} \usepackage{soul} \usepackage{tabularray} \sethlcolor{lightgray!25} \NewDocumentCommand\MontreCode{ m }{% \hl{\vphantom{\texttt{pf}}\texttt{#1}}% } \usepackage{babel} \renewcommand{\footnoterule}{\vfill\kern -3pt \hrule width 0.4\columnwidth \kern 2.6pt} \begin{document} \pagestyle{fancy} \thispagestyle{empty} \begin{center} \begin{minipage}{0.88\linewidth} \begin{tcolorbox}[colframe=yellow,colback=yellow!15] \begin{center} \begin{tabular}{c} {\Huge \texttt{xint-regression}}\\ \\ {\LARGE Classic regressions, with \textsf{xint}.}\\ \\ {\small \texttt{Version \TPversion{} -- \TPdate}} \end{tabular} \end{center} \end{tcolorbox} \end{minipage} \end{center} \begin{center} \begin{tabular}{c} \texttt{Cédric Pierquet}\\ {\ttfamily c pierquet -- at -- outlook . fr}\\ \texttt{\url{https://forge.apps.education.fr/pierquetcedric/package-latex-xintreg}} \\ \end{tabular} \end{center} \hrule \vfill \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} \def\LISTEX{1,2,3,4,5,6} \def\LISTEY{8.74,8.80,9.52,10.42,11.83,14.62} \xintexpreg[Alt]{\LISTEX}{\LISTEY} %raw results $a \approx \exprega$ and $b \approx \expregb$ \xintexpreg[Alt,round=2]{\LISTEX}{\LISTEY} %rounded results $a \approx \exprega$ and $b \approx \expregb$\\ So $y \approx \exprega x+\expregb$. \end{tcblisting} \vspace*{5mm} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} \def\LISTEXX{0,50,100,140} \def\LISTEYY{275,290,315,350} \xintexpoffreg[offset=250]{\LISTEXX}{\LISTEYY} %raw results $a \approx \expregoffa$ and $b \approx \expregoffb$ \xintexpoffreg[offset=250,round=2/1]{\LISTEXX}{\LISTEYY} %rounded results $a \approx \expregoffa$ and $b \approx \expregoffb$\\ So $y \approx 250+\expregoffb e^{\expregoffa x}$ \end{tcblisting} \vfill \vspace*{5mm} \pagebreak \phantomsection \hypertarget{matoc}{} \tableofcontents \vspace*{5mm} \hrule \vspace*{5mm} \pagebreak \section{Introduction} \subsection{Global usage} This package offers \textsf{xint}-based commands for working with classical regressions : \begin{itemize} \item linear regression $ax+b$ ; \item quadratic regression $ax^2+bx+c$ ; \item cubic regression $ax^3+bx^2+cx+d$ ; \item power regression $ax^b$ ; \item exponential regression $ab^x$ or $e^{ax+b}$ or $be^{ax}$ or $C + be^{ax}$ ; \item logarithmic regression $a+b\log(x)$ ; \item hyperbolic regression $a+\displaystyle\frac{b}{x}$. \end{itemize} For each type of regression, results can be stored in macros, either raw or with rounding (with individuals \MontreCode{[optional keys]}). \subsection{Packages used} This package uses \MontreCode{simplekv}, \MontreCode{xintexpr}, \MontreCode{listofitems} and \MontreCode{xstring}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} %loading \usepackage{xint-regression} \end{tcblisting} \subsection{Warnings} The precision of the (determination) results seems to be good, which should normally guarantee satisfactory calculations and plots. Nevertheless, it is advisable to be cautious about the results obtained and those expected. \pagebreak \section{The commands} \subsection{Linear regression} The equation is \fbox{$ax+b$}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \xintlinreg[coeffa=...,coeffa=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=linrega} ; \MontreCode{coeffb=linregb} and \MontreCode{round} is empty. \MontreCode{round=...} can be given within \MontreCode{round=global} or \MontreCode{round=a/b/...}. \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %default output \xintlinreg{\LLX}{\LLY}% $a \approx \linrega$ and $b \approx \linregb$ \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %personal macros + global rounding \xintlinreg[coeffa=LINa,coeffb=LINb,round=2]{\LLX}{\LLY}% $a \approx \LINa$ and $b \approx \LINb$ \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %personal macros + individual rounding \xintlinreg[coeffa=LINEARa,coeffb=LINEARb,round=2/0]{\LLX}{\LLY}% $a \approx \LINEARa$ and $b \approx \LINEARb$ \end{tcblisting} \subsection{Quadratic regression} The equation is \fbox{$ax^2+bx+c$}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \xintquadreg[coeffa=...,coeffb=...,coeffc=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=quadrega} ; \MontreCode{coeffb=quadregb}, \MontreCode{coeffc=quadrega} and \MontreCode{round} is empty. \MontreCode{round=...} can be given within \MontreCode{round=global} or \MontreCode{round=a/b/...}. \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %default output \xintquadreg{\LLX}{\LLY}% $a \approx \quadrega$ ; $b \approx \quadregb$ and $c \approx \quadregc$ \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %personal macros + global rounding \xintquadreg[coeffa=QUADa,coeffb=QUADb,coeffc=QUADc,round=2]{\LLX}{\LLY}% $a \approx \QUADa$ ; $b \approx \QUADb$ and $c \approx \QUADc$ \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %personal macros + individual rounding \xintquadreg[coeffa=QUADRAa,coeffb=QUADRAb,coeffc=QUADRAc,round=4/3/2]{\LLX}{\LLY}% $a \approx \QUADRAa$ ; $b \approx \QUADRAb$ and $c \approx \QUADRAc$ \end{tcblisting} \subsection{Cubic regression}%, hyperbolic and logarithmic regression} The equation for cubic is \fbox{$ax^3+bx^2+cx+d$}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \xintcubreg[coeffa=...,coeffb=...,coeffc=...,coeffd=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=cubrega} ; \MontreCode{coeffb=cubregb} ; \MontreCode{coeffc=cubregc} and \MontreCode{coeffd=cubregd}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %individual roudings \xintcubreg[round=5/3/2/1]{\LLX}{\LLY}% $a \approx \cubrega$ ; $b \approx \cubregb$ ; $c \approx \cubregc$ and $d \approx \cubregd$ \end{tcblisting} \subsection{Hyperbolic regression} The equation for hyperbolic is \fbox{$a+\displaystyle\frac{b}{x}$}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \xinthypreg[coeffa=...,coeffb=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=hyprega} and \MontreCode{coeffb=hypregb}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %global roudings \xinthypreg[round=2]{\LLX}{\LLY}% $a \approx \hyprega$ and $b \approx \hypregb$ \end{tcblisting} \subsection{Logarithmic regression} The equation for logarithmic is \fbox{$a+b\,\log(x)$}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \xintlogreg[coeffa=...,coeffb=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=logrega} and \MontreCode{coeffb=logregb}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %individual roudings \xintlogreg[round=1/4]{\LLX}{\LLY}% $a \approx \logrega$ and $b \approx \logregb$ \end{tcblisting} \subsection{Power regression} The equation for power is \fbox{$a \times x^{b}$}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \xintpowreg[coeffa=...,coeffb=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=powrega} and \MontreCode{coeffb=powregb}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %default output \xintpowreg{\LLX}{\LLY}% $a \approx \powrega$ and $b \approx \powregb$ \end{tcblisting} \subsection{Exponential regression} Available regressions are : \begin{itemize} \item \fbox{$a \times b^{x}$} ; \item \fbox{$e^{ax+b}$} ; \item \fbox{$b\,e^{ax}$} ; \item \fbox{$C+b\,e^{ax}$}. \end{itemize} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} %a*b^x \xintexpabreg[coeffa=...,coeffb=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=expabrega} and \MontreCode{coeffb=expabregb}. \smallskip \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} %e^(ax+b) \xintexpreg[coeffa=...,coeffb=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=exprega} and \MontreCode{coeffb=expregb}. \smallskip \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} %b*e^(ax) \xintexpreg[Alt,coeffa=...,coeffb=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=exprega} and \MontreCode{coeffb=expregb}. \smallskip \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} %C+b*e^(ax) \xintexpoffreg[offset=C,coeffa=...,coeffb=...,round=...]{xlist}{ylist} \end{tcblisting} By default, \MontreCode{coeffa=expregoffa} and \MontreCode{coeffb=expregoffb}. \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5,listing only} \def\LLX{83,71,64,69,69,64,68,59,81,91,57,65,58,62}% \def\LLY{183,168,171,178,176,172,165,158,183,182,163,175,164,175}% \end{tcblisting} \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %a*b^x \xintexpabreg{\LLX}{\LLY} $a \approx \expabrega$ and $b \approx \expabregb$ %e^(ax+b) \xintexpreg{\LLX}{\LLY} $a \approx \exprega$ and $b \approx \expregb$ %b*e^(ax) \xintexpreg[Alt]{\LLX}{\LLY} $a \approx \exprega$ and $b \approx \expregb$ %C+b*e^(ax) \xintexpoffreg[offset=50]{\LLX}{\LLY} $a \approx \expregoffa$ and $b \approx \expregoffb$ \end{tcblisting} \pagebreak \section{Integration with other packages} \subsection{Number formatting} It is possible to format the results, according to locale rules, for example with \textsf{sinuitx}. \smallskip With \MontreCode{[locale=FR]} : \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} %a*b^x \xintexpabreg[round=1/3]{\LLX}{\LLY}% So we obtain $y \approx \num{\expabrega} \times e^{\num{\expabregb}\times x}$ \end{tcblisting} \subsection{Plotting} It is also possible to integrate the package's commands into a plotting environment, such as \textsf{tikz} or \textsf{pgfplots}. \smallskip For example, with \textsf{tkz-grapheur} package : \begin{tcblisting}{listing engine=minted,minted language=latex,colframe=lightgray,colback=lightgray!5} \def\LISTEXX{0,50,100,140}% \def\LISTEYY{275,290,315,350}% \begin{GraphiqueTikz} [x=0.05cm,y=0.04cm,Xmin=0,Xmax=160,Xgrille=20,Xgrilles=10, Origy=250,Ymin=250,Ymax=400,Ygrille=25,Ygrilles=5] %window \TracerAxesGrilles[Elargir=2.5mm,Police=\footnotesize]{auto}{auto} %points \TracerNuage[Style=o,CouleurNuage=red]{\LISTEXX}{\LISTEYY} %regression expoffset C+b*epx(ax) \xintexpoffreg[offset=250]{\LISTEXX}{\LISTEYY} \DefinirCourbe[Nom=ajust,Couleur=blue,Trace] {250+\expregoffb*exp(\expregoffa*x)} %constructions \PlacerImages[Couleurs=cyan/magenta,Traits]{ajust}{80} \PlacerAntecedents[Style=x,Couleurs=blue/green!50!black,Traits]{ajust}{325} \end{GraphiqueTikz} \end{tcblisting} \pagebreak \section{History} \begin{quote} \begin{verbatim} 0.1.0 : Initial version \end{verbatim} \end{quote} \end{document}