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Normal distribution (standard parameterization)
URI:
https://gptkb.org/entity/Normal_distribution_(standard_parameterization)
GPTKB entity
Statements (49)
Predicate
Object
gptkbp:instanceOf
Probability distribution
gptkbp:alsoKnownAs
gptkb:Gaussian_distribution
gptkbp:bell-shaped
yes
gptkbp:characteristic
exp(iμt - 0.5σ^2t^2)
gptkbp:cumulativeDistributionFunction
Φ((x-μ)/σ)
gptkbp:entropy
0.5*ln(2πeσ^2)
gptkbp:family
gptkb:exponential_family
gptkb:location-scale_family
gptkbp:form
mean = 0, standard deviation = 1
gptkbp:hasSpecialCase
gptkb:elliptical_distribution
stable distribution
https://www.w3.org/2000/01/rdf-schema#label
Normal distribution (standard parameterization)
gptkbp:kurtosis
3
gptkbp:limitation
gptkb:central_limit_theorem
gptkbp:maximum_entropy_distribution
given mean and variance
gptkbp:meaning
μ
gptkbp:medium
μ
gptkbp:mode
μ
gptkbp:moment_generating_function
exp(μt + 0.5σ^2t^2)
gptkbp:namedAfter
gptkb:Carl_Friedrich_Gauss
gptkbp:notation
N(μ,σ^2)
gptkbp:parameter
mean
standard deviation
variance
gptkbp:pdf
f(x) = (1/(σ√(2π))) * exp(- (x-μ)^2 / (2σ^2))
gptkbp:relatedTo
gptkb:log-normal_distribution
gptkb:multivariate_normal_distribution
standardization
error function
z-score
probability density function
normal approximation
cumulative distribution function
normality test
normal quantile
normal random variable
normal table
gptkbp:skewness
0
gptkbp:standard_normal_distribution
N(0,1)
gptkbp:supports
all real numbers
gptkbp:symmetry
yes
gptkbp:type
continuous
gptkbp:usedIn
gptkb:machine_learning
gptkb:natural_sciences
social sciences
statistics
gptkbp:variant
σ^2
gptkbp:bfsParent
gptkb:Gaussian_distribution_(precision_parameterization)
gptkbp:bfsLayer
8