scalarsLower-case, non-bold letters represent scalar quantities, e.g., x.
vectorsLower-case, bold letters represent vector quantities, e.g., x. Vectors are assumed to be column vectors.
matricesUpper-case, bold letters represent matrix values, e.g., A.
setsCalligraphic, upper-case letters represent sets, e.g., Embedded Image. In some cases, if a set of values can be easily converted to a vector by stacking all of the values in the set, Embedded Image. represents that stacked vector.
AImplies the transpose of the matrix A.
time indicesSubscripts denote time indices, e.g., xk is the value of x at time step k.
functionsLower-case letters followed by parentheses represent functions, e.g., f(x) is a function of x. To avoid confusion, if multiplication is implied by parentheses, a space will be placed between the letter and the parentheses, e.g., K(zh(x)) represents the matrix K multiplied by the difference between z and the function h of x.
N(0, Σ)Represents a zero-mean normal distribution with covariance Σ.
Embedded ImageDenotes the 2-norm of the vector v weighted by the covariance matrix A, i.e., Embedded Image.
p(x)Represents the probability distribution of the random variable x.