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LaTeX symbols›Statistics & Probability›Normal Distribution

Normal Distribution in LaTeX

The LaTeX command for normal distribution (𝒩) is \mathcal{N} (normal / Gaussian distribution).

N\mathcal{N}N
\mathcal{N}
Statistics & Probability · Unicode 𝒩 (U+1D4A9) · no package needed

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Which command should you use?

CommandPackageUse it when
\mathcal{N}(\mu, \sigma^2) recommendednoneThe standard notation for a Gaussian with mean and variance.
X \sim \mathcal{N}(0, 1) none\sim reads "is distributed as".
\mathcal{N}_d(\boldsymbol{\mu}, \boldsymbol{\Sigma}) amsmathMultivariate normal, with bold vector and matrix.
Table 1. Ways to write normal distribution in LaTeX. Every line was compiled with pdfLaTeX (TeX Live 2026) loading only the package shown.
Common mistake. \mathbb{N} is the set of natural numbers, not the normal distribution: use the calligraphic \mathcal{N}.

How to type Normal Distribution

Write \mathcal{N} inside math mode, that is between $…$ for inline math or in a \[ … \] or equation block for display math. It is part of core LaTeX math, so no extra package is required.

Example
$X \sim \mathcal{N}(\mu, \sigma^2)$X∼N(μ,σ2)X \sim \mathcal{N}(\mu, \sigma^2)X∼N(μ,σ2)

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Often confused with

  • Blackboard bold R \mathbb{R} (ℝ): real numbers
  • Blackboard bold N \mathbb{N} (ℕ): natural numbers
  • Indicator Function \mathds{1} (𝟙): indicator function / characteristic function

Related Statistics & Probability symbols

𝔼\mathbb{E}ℙ\mathbb{P}Var\operatorname{Var}Cov\operatorname{Cov}Cor\operatorname{Cor}𝟙\mathds{1}⊥⊥\mathrel{\perp\!\!\!\perp}→d\xrightarrow{d}→p\xrightarrow{p}→a.s.\xrightarrow{a.s.}∼iid\overset{\text{iid}}{\sim}

Statistics and probability symbols in LaTeX: the full table or search all 350+ LaTeX symbols.

FAQ

How do you write normal distribution (𝒩) in LaTeX?

Use \mathcal{N} in math mode; it needs no extra package. For example, $X \sim \mathcal{N}(\mu, \sigma^2)$.

Which package provides \mathcal{N}?

None: \mathcal{N} is built into LaTeX, so no extra package is required.

What is the most common mistake with normal distribution in LaTeX?

\mathbb{N} is the set of natural numbers, not the normal distribution: use the calligraphic \mathcal{N}.

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