List of Symbols

Lowercase Greek letters

Letter Symbol Uses
alpha \(\alpha\) A generic constant, or a significance threshold
beta \(\beta\) An intercept, slope, or other model coefficient
gamma \(\gamma\) A step size
delta \(\delta\) A partial derivative, or a tiny amount
epsilon \(\varepsilon\) An error term, or a tolerance factor
eta \(\eta\) The linear predictor for a GLM
theta \(\theta\) A generic parameter or set of parameters
lambda \(\beta\) The rate of a Poisson or exponential distribution
mu \(\mu\) The mean of a random variable
nu \(\nu\) The t-test df when using a pooled variance
pi \(\pi\) The constant 3.14159…, or a probability
rho \(\rho\) Correlation
sigma \(\sigma\) The standard deviation of a random variable
\(\sigma^2\) The variance of a random variable
phi \(\phi\) Dispersion parameter for quasi-likelihood models
chi \(\chi\) Symbol used to name the chi-squared distribution

Uppercase Greek letters

Letter Symbol Uses
Delta \(\Delta\) Change
Pi \(\Pi\) Product
Sigma \(\Sigma\) Sum
Phi \(\Phi\) CDF of the standard normal distribution
Omega \(\Omega\) Universal set (all possible outcomes)

Set theory

Name Symbol Meaning
\(\in\) Is an element of
\(\subseteq\) Is a subset of (and can be equal to)
\(\cup\) Union (“or”)
\(\cap\) Intersection (“and”)
\(\mathcal{A}^c\) A-complement (“everything but A”)
null \(\emptyset\) The empty set (or null set)
Omega \(\Omega\) Universal set (all possible outcomes)
\(\mathbb{R}\) The real numbers
\(\mathbb{Z}\) The integers
\(\mathbb{Z}^+,\mathbb{Z}^-\) The positive or negative integers
\(\mathbb{N}\) The natural numbers incl. zero (0, 1, 2, …)

Other mathematical symbols

Name Symbol Meaning
nabla \(\nabla\) Gradient (vector of first derivatives)
factorial \(!\) Factorial operator, e.g. 5! = 5 x 4 x 3 x 2 x 1 = 120
\(\lfloor\;\rfloor\) Floor operator, e.g. \(\lfloor3.14159\rfloor=3\)
\(\sim\) Is distributed according to, or depends upon
\(\approx\) Is approximately equal to
\(\ll,\gg\) Is much less than, is much greater than
\(\perp\) Perpendicular or orthogonal to, independent of
dot \(\circ\) Dot product (a vector operator)
\(|x|\) Absolute value of a scalar x
\(||\boldsymbol{x}||\) Magnitude (length) of a vector x
\(F^{-1},\mathbf{A}^{-1}\) Inverse of a function F or matrix A
\(\boldsymbol{x}^T,\mathbf{A}^T\) Transpose of a vector x or matrix A
\(1\!\!1\) Indicator function, or a vector of ones
\(\mathcal{L}\) Likelihood
\(\mathcal{l}\) Log-likelihood