New Statistics Package
The new Statistics package contains a collection of functions
and interactive tools for mathematical statistics and data
analysis. It supports a wide range of common statistical
tasks, such as quantitative and graphical data analysis,
symbolic manipulation of random variables, simulation,
and curve fitting.
Features include:
- Over 35 continuous
and discrete probability distributions,
as well as tools for creating new
distributions.
- Tools for creating
and manipulating random variables
as well as functions for computing
their densities, moments, generating
functions, and other quantities.
- A wide range
of functions for computing descriptive
statistics. This includes location,
dispersion and shape statistics,
moments and cumulants, as well as
several data summary and tabulation
commands.
- Statistical plots
including box plots, bar charts,
histograms, probability plots, and
scatter plots.
- Optimized algorithms
for simulating all supported distributions,
as well as tools for creating custom
random number generators, and parametric
and non-parametric bootstrapping.
- Tools for fitting
linear and nonlinear models to data
points and performing regression
analysis.
- Tools for manipulating
likelihood functions, maximum likelihood
estimation, kernel density estimation,
and bootstrapping.
- Tools for manipulating
statistical data such as data smoothing
functions for moving averages, exponential
smoothing, and linear filters.
- Common tools
for performing hypothesis testing
and inference, including several
parametric and non-parametric tests.
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