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Kernel Distribution

Fit a smoothed distribution based on a kernel function and evaluate the distribution

Statistics and Machine Learning Toolbox™ offers multiple ways to work with the kernel distribution.

  • Create a KernelDistribution object and use KernelDistribution object functions.

  • Use distribution-specific functions.

To learn about the kernel distribution, see Kernel Distribution.

Functions

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fitdistFit probability distribution object to data
distributionFitterOpen Distribution Fitter app
cdfCumulative distribution function
gatherGather properties of Statistics and Machine Learning Toolbox object from GPU (Since R2020b)
icdfInverse cumulative distribution function
iqrInterquartile range of probability distribution
meanMean of probability distribution
medianMedian of probability distribution
negloglikNegative loglikelihood of probability distribution
pdfProbability density function
plotPlot probability distribution object (Since R2022b)
randomRandom numbers
stdStandard deviation of probability distribution
truncateTruncate probability distribution object
varVariance of probability distribution
ksdensityKernel smoothing function estimate for univariate and bivariate data
mvksdensityKernel smoothing function estimate for multivariate data

Objects

KernelDistributionKernel probability distribution object

Topics