Calculate and Predict the Low Density Lipoprotein Values
Plot density of bootstrap and empirical variance for AIP
Calculate the variance of AIP when HDL changes.
Calculate the variance of AIP when TG changes.
Calculate variance of AIP using Bootstrapping.
Calculation of Atherogenic Index of Plasma (AIP)
Variance of Atherogenic Index of Plasma (AIP) using Error Propagation.
Second Order Taylor expansion AIP Error propagation variance
Chebysev's inequality
Correlation plot
Calculate the CV of a set of values.
Change variance of distribution while keeping the mean constant
Plot variance density
Calculate correlation and covariance of residuals
Calculate the Jensen-Shannon divergence (JSD)
Calculate the Jensen-Shannon divergence (JSD) between a discrete empir...
Calculate LDL variance when cholesterol variance changes
Plot density of bootstrap and empirical variance for LDL
Calculates and returns the LDL Value for any of the 12 different equat...
Calculate LDL variance when HDL variance changes
Create, train, assess and return an ML prediction model.
Create, train, assess and return all ML prediction models
Create, train, assess and return a Stacking Algorithm Machine Learning...
Predict LDL value(s)
Calculate LDL variance when triglyceride variance changes
Calculates and returns the LDL values using all available equations
Calculate variance of LDL using bootstrapping.
Calculate LDL variance using error propagation
Plots AIP variance versus increasing HDL variance
Plots AIP variance versus increasing triglyceride variance
Plots LDL variance versus increasing cholesterol variance
Scatterplot of pairs of parameters
Plot discrete histogram
Plots LDL variance versus increasing HDL variance
Plots LDL variance versus increasing triglyceride variance
A wide variety of ways to calculate (through equations) or predict (using 9 Machine learning methods as well as a stack algorithm combination of them all) the Low Density Lipoprotein values of patients based on the values of three other metrics, namely Total Cholesterol , Triglycerides and High Density Lipoprotein. It can also calculate the variance of LDL and the Atherogenic Index of Plasma (AIP) using error propagation and bootstrapping.