MooAI Insight
Asymptotic Statistics
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Asymptotic statistics is a branch of statistics that deals with the analysis of statistical models as the sample size approaches infinity. It provides a way to make inferences about a population based on a finite sample, using mathematical techniques such as asymptotic theory.
In essence, asymptotic statistics allows us to:
* Make inferences about a population parameter (e.g., mean, variance) based on a sample of data
* Estimate the uncertainty associated with these inferences
* Develop statistical tests and confidence intervals for hypothesis testing
Asymptotic statistics is widely used in various fields, including engineering, economics, finance, and computer science.
Example Use Case: Partial Directed Coherence (PDC)
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The
Note: This is a brief example to illustrate the concept. For more information on asymptotic statistics and its applications, please refer to the
=====================
Asymptotic statistics is a branch of statistics that deals with the analysis of statistical models as the sample size approaches infinity. It provides a way to make inferences about a population based on a finite sample, using mathematical techniques such as asymptotic theory.
In essence, asymptotic statistics allows us to:
* Make inferences about a population parameter (e.g., mean, variance) based on a sample of data
* Estimate the uncertainty associated with these inferences
* Develop statistical tests and confidence intervals for hypothesis testing
Asymptotic statistics is widely used in various fields, including engineering, economics, finance, and computer science.
Example Use Case: Partial Directed Coherence (PDC)
-------------------------------------------------
The
asympPDC package on GitHub provides a MATLAB and Octave implementation of asymptotic statistics for PDC and directed transfer function estimation. It can be used to analyze the connectivity between variables in a system.# Install asympPDC package
git clone https://github.com/asymppdc/asympPDC.git
# Load asympPDC package
addpath asympPDC
# Estimate PDC and directed transfer function
[coeffs, stats] = pdc(data);
Note: This is a brief example to illustrate the concept. For more information on asymptotic statistics and its applications, please refer to the
asympPDC package documentation or relevant literature in the field.
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GitHub
https://github.com/asymppdc/asympPDC
asymppdc/asympPDC
The asympPDC Package is a MATLAB and Octave package for Partial Directed Coherence (PDC) and Directed Transfer Function (DTF) estimation with asymptotic statistics, allied functions and routines for Granger Causality Test and results pretty plotting.
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https://www.npmjs.com/package/vega-statistics
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GitHub
https://github.com/THUXCerf/Asymptotic-Statistics
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https://github.com/TheTwinkleOfTheStars/asymptotic_statistics_pdf
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GitHub
https://github.com/koisa/asympPDC
koisa/asympPDC
Matlab/octave code for all three forms of partial directed coherence (PDC) and directed transfer function (DTF)with asymptotic statistics for null hypothesis testing for multivariate single-segment analysis of connectivity..
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https://www.npmjs.com/package/@vaadin/vaadin-usage-statistics
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