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probhat (version 0.3.1)

Multivariate Generalized Kernel Smoothing and Related Statistical Methods

Description

Mass functions, density functions, distribution functions and quantile functions via continuous kernel smoothing, and to a lesser extent, discrete kernel smoothing. Also, supports categorical distributions and smooth empirical-like distributions. There are univariate, multivariate and conditional distributions, including multivariate-conditional distributions and conditional distributions with mixed input types, along with functions for plotting univariate, bivariate and trivariate distributions. Conditional categorical distributions with mixed input types can be used for statistical classification purposes. And there are extensions for computing multivariate probabilities, multivariate random numbers, moment-based statistics, robust-based statistics and mode estimates.

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Version

Install

install.packages('probhat')

Monthly Downloads

9

Version

0.3.1

License

GPL (>= 2)

Maintainer

Abs Spurdle

Last Published

July 14th, 2020

Functions in probhat (0.3.1)

21_succinct_constructors

Succinct Constructors
24_categorical_distributions

Categorical Models
31_is_functions

Is Functions
11_discrete_kernels

Discrete Kernels
22_discrete_kernel_smoothing

Discrete Kernel Smoothing Models
27_distribution_sets

Distribution Sets
25_empirical-like_distributions

Empirical-Like Models
12_continuous_kernels

Continuous Kernels
23_continuous_kernel_smoothing

Continuous Kernel Smoothing Models
26_mixed_conditional

Conditional Distributions with Mixed Input Types
34_kernel_plot_methods

Kernel Plot Methods
75_robust-based_statistics

Robust Statistics
74_order-based_statistics

Order-Based Statistics
32_range_and_sequence_methods

Range and Sequence Functions
35_model_plot_methods

Model Plot Methods
52_cuv_plotting_functions

Plots of Continuous Univariate Models
71_multivariate_probabilities

Multivariate Probabilities
61_bandwidth_selection

Bandwidth Selection
51_duv_plotting_functions

Plots of Discrete Univariate Models
33_print_methods

Print Methods
73_moment-based_statistics

Moment-Based Statistics
53_cmv_plotting_functions

Plots of Continuous Multivariate Models
54_pairwise_kernel_arrays

Pairwise Kernel Arrays
76_mode_estimation

Mode Estimation
72_random_number_generation

Random Numbers
81_mockup_function_objects

Mockup Function Objects
36_other_plot_methods

Other Plot Methods
82_other_functions

Other Functions
41_global_options

Global Options