| Symbol | Meaning | LaTeX Code |
|---|---|---|
| \(\mu\) | Population mean | |
| \(\sigma\) | Population SD | |
| \(\sigma^2\) | Population variance | ^2 |
| \(\bar{x}\) | Sample mean | {x} |
| \(\hat{\beta}\) | Estimated coefficient | |
| \(\sum\) | Summation | |
| \(\prod\) | Product | |
| \(\int\) | Integral | |
| \(\alpha\) | Significance level / Type I error | |
| \(\beta\) | Regression coefficient | |
| \(\epsilon\) | Error term | |
| \(\varepsilon\) | Residual | |
| \(\sim\) | Distributed as | |
| \(\approx\) | Approximately equal | |
| \(\neq\) | Not equal | |
| \(\leq\) | Less than or equal | |
| \(H_0\) | Null hypothesis | H_0 |
| \(H_1\) | Alternative hypothesis | H_1 |
| \(\chi^2\) | Chi-squared | ^2 |
| \(\infty\) | Infinity |
Appendix B: Quarto Cross-Reference Guide
This appendix provides a complete reference for Quarto’s cross-referencing system, covering figures, tables, equations, sections, and theorems.
How Cross-References Work
Quarto’s cross-reference system has two parts:
- A label on the item being referenced (must start with
fig-,tbl-,eq-,sec-, etc.) - A reference in text using
@label
Quarto then numbers items automatically and inserts the number wherever @label appears.
Figures
ggplot2 / Base R Figures
```{r}
#| label: fig-yield-trend
#| fig-cap: "Annual wheat yield trend in Punjab (2010–2023)."
#| fig-alt: "Line chart showing increasing wheat yield over time."
#| fig-width: 8
#| fig-height: 4.5
ggplot(wheat_data, aes(x = year, y = yield)) +
geom_line() + ...
```Reference in text: As shown in @fig-yield-trend, yields have increased...
Rendered: “As shown in Figure 1, yields have increased…”
Multiple Figures (Sub-figures)
```{r}
#| label: fig-comparison
#| fig-cap: "Yield comparison across crops."
#| fig-subcap:
#| - "Wheat yields by state"
#| - "Rice yields by state"
#| layout-ncol: 2
plot_wheat
plot_rice
```Reference sub-figures: @fig-comparison-1 and @fig-comparison-2.
Static Images
{#fig-my-image width=80%}Reference: @fig-my-image.
Tables
knitr Tables
```{r}
#| label: tbl-summary-stats
#| tbl-cap: "Summary statistics for the wheat yield dataset."
knitr::kable(summary_table)
```Reference: @tbl-summary-stats.
gt Tables
```{r}
#| label: tbl-regression-results
#| tbl-cap: "Regression coefficients for the yield model."
library(gt)
my_table |> gt()
```Markdown Tables
| State | Yield (qt/ha) | Area (000 ha) |
|--------|---------------|---------------|
| Punjab | 50.2 | 3520 |
: Summary of wheat production {#tbl-wheat-states}Reference: @tbl-wheat-states.
Equations
Display Equations
The linear model is:
$$
Y_i = \beta_0 + \beta_1 X_i + \varepsilon_i
$$ {#eq-linear-model}
where $\varepsilon_i \sim N(0, \sigma^2)$.Reference: As shown in @eq-linear-model...
Inline Math
Inline equations use single dollar signs: $\hat{\beta} = (X^TX)^{-1}X^Ty$
Common LaTeX Math Symbols
Sections
Section cross-references use the section’s label (the {#sec-...} anchor):
## Methods {#sec-methods}
... content ...
As described in @sec-methods, we used...Theorems and Proofs
::: {#thm-clt}
## Central Limit Theorem
Let $X_1, X_2, \ldots, X_n$ be i.i.d. random variables with mean $\mu$ and
variance $\sigma^2$. Then as $n \to \infty$:
$$
\frac{\bar{X}_n - \mu}{\sigma/\sqrt{n}} \xrightarrow{d} N(0, 1)
$$
:::
Reference: @thm-clt states that...Other theorem-type blocks: {#def-...} (Definition), {#lem-...} (Lemma), {#cor-...} (Corollary), {#prp-...} (Proposition), {#exm-...} (Example).
Citations
Basic Citations
<!-- Inline citation -->
@wickham2016r found that...
<!-- Parenthetical citation -->
The Grammar of Graphics [@wilkinson2005grammar] describes...
<!-- Multiple citations -->
Several studies [@ref1; @ref2; @ref3] have shown...
<!-- Suppress author name -->
The package [-@wickham2016r] provides...
<!-- Page numbers -->
@wickham2016r [p. 42] states...
.bib File Format
@book{wickham2016r,
title = {R for Data Science},
author = {Wickham, Hadley and Grolemund, Garrett},
year = {2016},
publisher = {O'Reilly Media},
url = {https://r4ds.had.co.nz}
}
@article{wilkinson2005grammar,
title = {The Grammar of Graphics},
author = {Wilkinson, Leland},
year = {2005},
journal = {Springer},
doi = {10.1007/0-387-28695-0}
}Cross-Reference Prefixes Summary
| Type | Prefix | Example Label | Reference Syntax |
|---|---|---|---|
| Figure | fig- | #fig-scatter | Figure 5.2 |
| Table | tbl- | #tbl-summary | ?tbl-summary |
| Equation | eq- | #eq-linear | ?eq-linear |
| Section | sec- | #sec-methods | ?sec-methods |
| Listing (code) | lst- | #lst-clean-code | ?lst-clean-code |
| Theorem | thm- | #thm-clt | ?thm-clt |
| Lemma | lem- | #lem-helper | ?lem-helper |
| Corollary | cor- | #cor-result | ?cor-result |
| Proposition | prp- | #prp-main | ?prp-main |
| Definition | def- | #def-pvalue | ?def-pvalue |
| Example | exm- | #exm-ttest | ?exm-ttest |
| Exercise | exr- | #exr-exercise1 | ?exr-exercise1 |