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Exponential distribution information


Exponential
Probability density function
plot of the probability density function of the exponential distribution
Cumulative distribution function
Cumulative distribution function
Parameters rate, or inverse scale
Support
PDF
CDF
Quantile
Mean
Median
Mode
Variance
Skewness
Excess kurtosis
Entropy
MGF
CF
Fisher information
Kullback–Leibler divergence
Expected shortfall

In probability theory and statistics, the exponential distribution or negative exponential distribution is the probability distribution of the distance between events in a Poisson point process, i.e., a process in which events occur continuously and independently at a constant average rate; the distance parameter could be any meaningful mono-dimensional measure of the process, such as time between production errors, or length along a roll of fabric in the weaving manufacturing process. It is a particular case of the gamma distribution. It is the continuous analogue of the geometric distribution, and it has the key property of being memoryless. In addition to being used for the analysis of Poisson point processes it is found in various other contexts.

The exponential distribution is not the same as the class of exponential families of distributions. This is a large class of probability distributions that includes the exponential distribution as one of its members, but also includes many other distributions, like the normal, binomial, gamma, and Poisson distributions.

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theory and statistics, the exponential distribution or negative exponential distribution is the probability distribution of the distance between events...

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double exponential distribution may refer to Laplace distribution, or bilateral exponential distribution, consisting of two exponential distributions glued...

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Exponential family

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In probability and statistics, an exponential family is a parametric set of probability distributions of a certain form, specified below. This special...

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List of probability distributions

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Gaussian distribution, a convolution of a normal distribution with an exponential distribution, and the Gaussian minus exponential distribution, a convolution...

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Wrapped exponential distribution

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a wrapped exponential distribution is a wrapped probability distribution that results from the "wrapping" of the exponential distribution around the...

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Laplace distribution

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Laplace distribution is a continuous probability distribution named after Pierre-Simon Laplace. It is also sometimes called the double exponential distribution...

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Gamma distribution

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gamma distribution is a versatile two-parameter family of continuous probability distributions. The exponential distribution, Erlang distribution, and...

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Exponentially modified Gaussian distribution

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an exponentially modified Gaussian distribution (EMG, also known as exGaussian distribution) describes the sum of independent normal and exponential random...

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Erlang distribution

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{\displaystyle k=1} , the distribution simplifies to the exponential distribution. The Erlang distribution is a special case of the gamma distribution in which the...

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Geometric distribution

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[citation needed] The exponential distribution is the continuous analogue of the geometric distribution. If X is an exponentially distributed random variable...

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Pareto distribution

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cumulative distribution function of an exponential distribution with rate α. Pareto distribution can be constructed by hierarchical exponential distributions. Let...

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Weibull distribution

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parameter of the distribution. Its complementary cumulative distribution function is a stretched exponential function. The Weibull distribution is related to...

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Gumbel distribution

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distribution of the underlying sample data is of the normal or exponential type. This article uses the Gumbel distribution to model the distribution of...

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Subexponential distribution

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certain Orlicz norm of the distribution is finite, or equivalently has distribution function dominated by that of an exponential random variable. This disambiguation...

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Normal distribution

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values. The generalized normal distribution, also known as the exponential power distribution, allows for distribution tails with thicker or thinner asymptotic...

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Kaniadakis exponential distribution

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The Kaniadakis exponential distribution (or κ-exponential distribution) is a probability distribution arising from the maximization of the Kaniadakis entropy...

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Order statistic

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actual distribution of the difference. For X 1 , X 2 , . . , X n {\displaystyle X_{1},X_{2},..,X_{n}} a random sample of size n from an exponential distribution...

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Hypoexponential distribution

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and the exponential distribution which has coefficient of variation of one. The Erlang distribution is a series of k exponential distributions all with...

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Lomax distribution

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with exponential distributions. The Lomax distribution is a special case of the q-exponential distribution. The q-exponential extends this distribution to...

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Variance

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integral is an improper Riemann integral. The exponential distribution with parameter λ is a continuous distribution whose probability density function is given...

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Exponential

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probability distributions Exponentially modified Gaussian distribution, describes the sum of independent normal and exponential random variables Exponential family...

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Bernoulli distribution

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probability distribution. The Bernoulli distributions for 0 ≤ p ≤ 1 {\displaystyle 0\leq p\leq 1} form an exponential family. The maximum likelihood estimator...

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Rayleigh distribution

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{\displaystyle X} has an exponential distribution X ∼ E x p o n e n t i a l ( λ ) {\displaystyle X\sim \mathrm {Exponential} (\lambda )} , then Y = X...

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Stretched exponential function

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mathematics, the stretched exponential is also known as the complementary cumulative Weibull distribution. The stretched exponential is also the characteristic...

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Beta distribution

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over the mean, and a vague prior probability (such as an exponential or gamma distribution) over the positive reals for the sample size, if they are...

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