1 Intorduction

This note list commands for creating mathematics formulas in RMarkdown.

2 Greek Letters

Symbol Script
\(\alpha\) \alpha
\(A\) A
\(\beta\) \beta
\(B\) B
\(\gamma\) \gammma
\(\Gamma\) \Gamma
\(\pi\) \pi
\(\Pi\) \Pi
\(\phi\) \phi
\(\Phi\) \Phi
\(\varphi\) \varphi
\(\theta\) \theta

3 Operators

Symbol Script
\(\cos\) \cos
\(\sin\) \sin
\(\lim\) \lim
\(\exp\) \exp
\(\to\) \to
\(\infty\) \infty
\(\equiv\) \equiv
\(\bmod\) \bmod
\(\times\) \times

4 Power and Indicies

Symbol Script
\(k_{n+1}\) k_{n+1}
\(n^2\) n^2
\(k_n^2\) k_n^2

5 Fractions and Binomials

Symbol Script
\(\frac{n!}{k!(n-k)!}\) \frac{n!}{k!(n-k)!}
\(\binom{n}{k}\) \binom{n}{k}
\(\frac{\frac{x}{1}}{x - y}\) \frac{\frac{x}{1}}{x - y}
\(^3/_7\) ^3/_7

6 Radical Roots

Symbol Script
\(\sqrt{k}\) \sqrt{k}
\(\sqrt[n]{k}\) \sqrt[n]{k}

8 More Special Symbols

Symbol Script
\(a^{\prime}\) a^{\prime}
\(a^{\prime\prime}\) a^{\prime\prime}
\(\hat{a}\) \hat{a}
\(\bar{a}\) \bar{a}
\(\grave{a}\) \grave{a}
\(\acute{a}\) \acute{a}
\(\dot{a}\) \dot{a}
\(\ddot{a}\) \ddot{a}
\(\not{a}\) \not{a}
\(\mathring{a}\) \mathring{a}
\(\overrightarrow{AB}\) \overrightarrow{AB}
\(\overleftarrow{AB}\) \overleftarrow{AB}
\(a^{\prime\prime\prime}\) a^{\prime\prime\prime}
\(\overline{aaa}\) \overline{aaa}
\(\check{a}\) \check{a}
\(\vec{a}\) \vec{a}
\(\underline{a}\) \underline{a}
\(\color{red}x\) \color{red}x
\(\pm\) \pm
\(\mp\) \mp
\(\int y \mathrm{d}x\) \int y \mathrm{d}x
\(,\) ,
\(:\) :
\(;\) ;
\(!\) !
\(\int y, \mathrm{d}x\) \int y, \mathrm{d}x
\(\dots\) \dots
\(\ldots\) \ldots
\(\cdots\) \cdots
\(\vdots\) \vdots
\(\ddots\) \ddots

9 Brackets

Symbol Script
\((a)\) (a)
\([a]\) [a]
\(\{a\}\) \{a\}
\(\langle f \rangle\) \langle f \rangle
\(\lfloor f \rfloor\) \lfloor f \rfloor
\(\lceil f \rceil\) \lceil f \rceil
\(\ulcorner f \urcorner\) \ulcorner f \urcorner

10 Matrices and System of Equations

10.1 Matrix

$$
X_{m,n} = 
\begin{pmatrix}
  x_{1,1} & x_{1,2} & \cdots & x_{1,n} \\
  x_{2,1} & x_{2,2} & \cdots & x_{2,n} \\
  \vdots  & \vdots  & \ddots & \vdots  \\
  x_{m,1} & x_{m,2} & \cdots & x_{m,n} 
\end{pmatrix}
$$

produces

\[ X_{m,n} = \begin{pmatrix} x_{1,1} & x_{1,2} & \cdots & x_{1,n} \\ x_{2,1} & x_{2,2} & \cdots & x_{2,n} \\ \vdots & \vdots & \ddots & \vdots \\ x_{m,1} & x_{m,2} & \cdots & x_{m,n} \end{pmatrix} \]

$$
M = 
\begin{bmatrix}
\frac{5}{6} & \frac{1}{6} & 0 \\[0.3em]
\frac{5}{6} & 0 & \frac{1}{6} \\[0.3em]
0 & \frac{5}{6} & \frac{1}{6}
\end{bmatrix}
$$

produces

\[ M = \begin{bmatrix} \frac{5}{6} & \frac{1}{6} & 0 \\[0.3em] \frac{5}{6} & 0 & \frac{1}{6} \\[0.3em] 0 & \frac{5}{6} & \frac{1}{6} \end{bmatrix} \]

10.2 Aligned Equations

$$
\begin{aligned}
Bias(\hat{\theta})  &= E(\hat{\theta}) - \theta \\
Bias(\hat{\theta})  &= E(2 \bar{X} -1) - \theta \\
Bias(\hat{\theta})  &= \frac{2}{n}\sum_{i=1}^n E(X_i) -1 -\theta \\
Bias(\hat{\theta})  &= 2E(X) - 1 - \theta \\
Bias(\hat{\theta})  &= 2 \cdot \frac{\theta+1}{2} - 1 - \theta \\
Bias(\hat{\theta})  &= 0 \\
\end{aligned}
$$

Produces the following system of equations

\[ \begin{aligned} Bias(\hat{\theta}) &= E(\hat{\theta}) - \theta \\ Bias(\hat{\theta}) &= E(2 \bar{X} -1) - \theta \\ Bias(\hat{\theta}) &= \frac{2}{n}\sum_{i=1}^n E(X_i) -1 -\theta \\ Bias(\hat{\theta}) &= 2E(X) - 1 - \theta \\ Bias(\hat{\theta}) &= 2 \cdot \frac{\theta+1}{2} - 1 - \theta \\ Bias(\hat{\theta}) &= 0 \\ \end{aligned} \]

10.3 Piece-wise Function

$$ f(x) = \begin{cases} \frac{1}{b-a} \\ 0 \end{cases} $$

produces the following piece-wise function

\[ f(x) = \begin{cases} \frac{1}{b-a} \\ 0 \end{cases} \]

11 Pseudo-code of Algorithms

while not convergence:

compute \(\nabla(J)\)

\(\theta_0 := \theta_0 - \alpha\nabla(J)_0\)

\(\theta_1 := \theta_1 - \alpha\nabla(J)_1\)

end while

---
title: "Writing Mathematical Equations in RMarkdown"
author: "Cheng Peng"
date: "STA 506 Mathematical Statistics II "
output:
  html_document: 
    toc: yes
    toc_depth: 4
    toc_float: yes
    fig_width: 4
    fig_caption: yes
    number_sections: yes
    toc_collapsed: yes
    code_folding: hide
    code_download: yes
    smooth_scroll: yes
    theme: lumen
  word_document: 
    toc: yes
    toc_depth: 4
    fig_caption: yes
    keep_md: yes
  pdf_document: 
    toc: yes
    toc_depth: 4
    fig_caption: yes
    number_sections: yes
    fig_width: 3
    fig_height: 3
editor_options: 
  chunk_output_type: inline
---

```{=html}

<style type="text/css">

/* Cascading Style Sheets (CSS) is a stylesheet language used to describe the presentation of a document written in HTML or XML. it is a simple mechanism for adding style (e.g., fonts, colors, spacing) to Web documents. */

h1.title {  /* Title - font specifications of the report title */
  font-size: 24px;
  color: DarkRed;
  text-align: center;
  font-family: "Gill Sans", sans-serif;
  font-weight:bold
}
h4.author { /* Header 4 - font specifications for authors  */
  font-size: 20px;
  font-family: system-ui;
  color: DarkRed;
  text-align: center;
}
h4.date { /* Header 4 - font specifications for the date  */
  font-size: 18px;
  font-family: system-ui;
  color: DarkBlue;
  text-align: center;
}
h1 { /* Header 1 - font specifications for level 1 section title  */
    font-size: 22px;
    font-family: system-ui;
    color: navy;
    text-align: left;
}
h2 { /* Header 2 - font specifications for level 2 section title */
    font-size: 20px;
    font-family: "Times New Roman", Times, serif;
    color: navy;
    text-align: left;
}

h3 { /* Header 3 - font specifications of level 3 section title  */
    font-size: 18px;
    font-family: "Times New Roman", Times, serif;
    color: navy;
    text-align: left;
}

h4 { /* Header 4 - font specifications of level 4 section title  */
    font-size: 18px;
    font-family: "Times New Roman", Times, serif;
    color: darkred;
    text-align: left;
}

body { background-color:white; }

.highlightme { background-color:yellow; }

p { background-color:white; }

</style>
```

```{r setup, include=FALSE}
# Detect, install and load packages if needed.
if (!require("knitr")) {
   install.packages("knitr")
   library(knitr)
}
if (!require("MASS")) {
   install.packages("MASS")
   library(MASS)
}
if (!require("nleqslv")) {
   install.packages("nleqslv")
   library(nleqslv)
}
#
# specifications of outputs of code in code chunks
knitr::opts_chunk$set(echo = TRUE,      # include code chunk in the output file
                      warnings = FALSE,  # sometimes, you code may produce warning messages,
                                         # you can choose to include the warning messages in
                                         # the output file. 
                      messages = FALSE,  #
                      results = TRUE     # you can also decide whether to include the output
                                         # in the output file.
                      )   
```

\


# Intorduction

This note list commands for creating mathematics formulas in RMarkdown.

# Greek Letters

|Symbol	  |  Script   |
|:--------|:----------|
|$\alpha$	| `\alpha`  |
|$A$      |  	`A`|
|$\beta$	|   `\beta`|
|$B$	    |    `B`|
|$\gamma$ | 	`\gammma`|
|$\Gamma$ |  	`\Gamma`|
|$\pi$    |  	`\pi`|
|$\Pi$    | 	`\Pi`|
|$\phi$	  |  `\phi`|
|$\Phi$	  |  `\Phi`|
|$\varphi$|	   `\varphi`|
|$\theta$	|   `\theta`|

# Operators


|Symbol	  |  Script   |
|:--------|:----------|
|$\cos$|	`\cos`|
|$\sin$|`\sin`|
|$\lim$|	`\lim`|
|$\exp$|	`\exp`|
|$\to$|	`\to`|
|$\infty$|	`\infty`|
|$\equiv$|	`\equiv`|
|$\bmod$|	`\bmod`|
|$\times$|	`\times`|



# Power and Indicies

|Symbol	  |  Script   |
|:--------|:----------|
|$k_{n+1}$|	`k_{n+1}`|
|$n^2$|	`n^2`|
|$k_n^2$|	`k_n^2`|


# Fractions and Binomials

|Symbol	  |  Script   |
|:--------|:----------|
|$\frac{n!}{k!(n-k)!}$|	`\frac{n!}{k!(n-k)!}`|
|$\binom{n}{k}$|	`\binom{n}{k}`|
|$\frac{\frac{x}{1}}{x - y}$|	`\frac{\frac{x}{1}}{x - y}`|
|$^3/_7$|	`^3/_7`|


# Radical Roots

|Symbol	  |  Script   |
|:--------|:----------|
|$\sqrt{k}$|	`\sqrt{k}`|
|$\sqrt[n]{k}$|	`\sqrt[n]{k}`|


# Sums, Integrals, and Related Symbols


|Symbol	  |  Script   |
|:--------|:----------|
|$\sum_{i=1}^{10} t_i$|	`\sum_{i=1}^{10} t_i`|
|$\int_0^\infty \mathrm{e}^{-x},\mathrm{d}x$|	`\int_0^\infty \mathrm{e}^{-x},\mathrm{d}x`|
|$\sum$|	`\sum`|
|$\prod$|	`\prod`|
|$\coprod$|	`\coprod`|
|$\bigoplus$|	`\bigoplus`|
|$\bigotimes$|	`\bigotimes`|
|$\bigodot$|	`\bigodot`|
|$\bigcup$|	`\bigcup`|
|$\bigcap$|	`\bigcap`|
|$\biguplus$|	`\biguplus`|
|$\bigsqcup$|	`\bigsqcup`|
|$\bigvee$|	`\bigvee`|
|$\bigwedge$|	`\bigwedge`|
|$\int$|	`\int`|
|$\oint$|	`\oint`|
|$\iint$|	`\iint`|
|$\iiint$|	`\iiint`|
|$\idotsint$|	`\idotsint`|
|$\sum_{\substack{0<i<m, \ 0<j<n}} P(i, j)$|	`\sum_{\substack{0<i<m, \ 0<j<n}} P(i, j)`|
|$\int\limits_a^b$|	`\int\limits_a^b`|



# More Special Symbols

|Symbol	  |  Script   |
|:--------|:----------|
|$a^{\prime}$| `a^{\prime}`|
|$a^{\prime\prime}$|	`a^{\prime\prime}`|
|$\hat{a}$|	`\hat{a}`|
|$\bar{a}$|	`\bar{a}`|
|$\grave{a}$|	`\grave{a}`|
|$\acute{a}$|	`\acute{a}`|
|$\dot{a}$|	`\dot{a}`|
|$\ddot{a}$|	`\ddot{a}`|
|$\not{a}$|	`\not{a}`|
|$\mathring{a}$|	`\mathring{a}`|
|$\overrightarrow{AB}$|	`\overrightarrow{AB}`|
|$\overleftarrow{AB}$|	`\overleftarrow{AB}`|
|$a^{\prime\prime\prime}$|	`a^{\prime\prime\prime}`|
|$\overline{aaa}$|	`\overline{aaa}`|
|$\check{a}$|	`\check{a}`|
|$\vec{a}$|	`\vec{a}`|
|$\underline{a}$|	`\underline{a}`|
|$\color{red}x$|	`\color{red}x`|
|$\pm$|	`\pm`|
|$\mp$|	`\mp`|
|$\int y \mathrm{d}x$|	`\int y \mathrm{d}x`|
|$,$|	`,`|
|$:$|	`:`|
|$;$|	`;`|
|$!$|	`!`|
|$\int y, \mathrm{d}x$|	`\int y, \mathrm{d}x`|
|$\dots$|	`\dots`|
|$\ldots$|	`\ldots`|
|$\cdots$|	`\cdots`|
|$\vdots$|	`\vdots`|
|$\ddots$|	`\ddots`|




# Brackets

|Symbol	  |  Script   |
|:--------|:----------|
|$(a)$|  	`(a)`|
|$[a]$|	  `[a]`|
|$\{a\}$|	`\{a\}`|
|$\langle f \rangle$|	`\langle f \rangle`|
|$\lfloor f \rfloor$|	`\lfloor f \rfloor`|
|$\lceil f \rceil$|	`\lceil f \rceil`|
|$\ulcorner f \urcorner$|	`\ulcorner f \urcorner`|




# Matrices and System of Equations

## Matrix

````
$$
X_{m,n} = 
\begin{pmatrix}
  x_{1,1} & x_{1,2} & \cdots & x_{1,n} \\
  x_{2,1} & x_{2,2} & \cdots & x_{2,n} \\
  \vdots  & \vdots  & \ddots & \vdots  \\
  x_{m,1} & x_{m,2} & \cdots & x_{m,n} 
\end{pmatrix}
$$
````
produces

$$
X_{m,n} = 
\begin{pmatrix}
  x_{1,1} & x_{1,2} & \cdots & x_{1,n} \\
  x_{2,1} & x_{2,2} & \cdots & x_{2,n} \\
  \vdots  & \vdots  & \ddots & \vdots  \\
  x_{m,1} & x_{m,2} & \cdots & x_{m,n} 
\end{pmatrix}
$$

````
$$
M = 
\begin{bmatrix}
\frac{5}{6} & \frac{1}{6} & 0 \\[0.3em]
\frac{5}{6} & 0 & \frac{1}{6} \\[0.3em]
0 & \frac{5}{6} & \frac{1}{6}
\end{bmatrix}
$$
````
produces


$$
M = 
\begin{bmatrix}
\frac{5}{6} & \frac{1}{6} & 0 \\[0.3em]
\frac{5}{6} & 0 & \frac{1}{6} \\[0.3em]
0 & \frac{5}{6} & \frac{1}{6}
\end{bmatrix}
$$


## Aligned Equations

````
$$
\begin{aligned}
Bias(\hat{\theta})  &= E(\hat{\theta}) - \theta \\
Bias(\hat{\theta})  &= E(2 \bar{X} -1) - \theta \\
Bias(\hat{\theta})  &= \frac{2}{n}\sum_{i=1}^n E(X_i) -1 -\theta \\
Bias(\hat{\theta})  &= 2E(X) - 1 - \theta \\
Bias(\hat{\theta})  &= 2 \cdot \frac{\theta+1}{2} - 1 - \theta \\
Bias(\hat{\theta})  &= 0 \\
\end{aligned}
$$
````

Produces the following system of equations


$$
\begin{aligned}
Bias(\hat{\theta})  &= E(\hat{\theta}) - \theta \\
Bias(\hat{\theta})  &= E(2 \bar{X} -1) - \theta \\
Bias(\hat{\theta})  &= \frac{2}{n}\sum_{i=1}^n E(X_i) -1 -\theta \\
Bias(\hat{\theta})  &= 2E(X) - 1 - \theta \\
Bias(\hat{\theta})  &= 2 \cdot \frac{\theta+1}{2} - 1 - \theta \\
Bias(\hat{\theta})  &= 0 \\
\end{aligned}
$$


## Piece-wise Function

````
$$ f(x) = \begin{cases} \frac{1}{b-a} \\ 0 \end{cases} $$
````
produces the following piece-wise function

$$ f(x) = \begin{cases} \frac{1}{b-a} \\ 0 \end{cases} $$





# Pseudo-code of Algorithms

>while not convergence:
>
>> compute $\nabla(J)$
>>
>> $\theta_0 := \theta_0 - \alpha\nabla(J)_0$
>>
>> $\theta_1 := \theta_1 - \alpha\nabla(J)_1$
>
>end while





















