Python scikit learn Linear Model Parameter Standard Error

tl;dr not with scikit-learn, but you can compute this manually with some linear algebra. i do this for your example below. also here’s a jupyter notebook with this code: https://gist.github.com/grisaitis/cf481034bb413a14d3ea851dab201d31 what and why the standard errors of your estimates are just the square root of the variances of your estimates. what’s the variance of your … Read more

How does Java’s use-site variance compare to C#’s declaration site variance?

I am just going to answer the differences between declaration-site and use-site variance, since, while C# and Java generics differ in many other ways, those differences are mostly orthogonal to variance. First off, if I remember correctly use-site variance is strictly more powerful than declaration-site variance (although at the cost of concision), or at least … Read more

How can I calculate the variance of a list in python?

You can use numpy’s built-in function var: import numpy as np results = [-14.82381293, -0.29423447, -13.56067979, -1.6288903, -0.31632439, 0.53459687, -1.34069996, -1.61042692, -4.03220519, -0.24332097] print(np.var(results)) This gives you 28.822364260579157 If – for whatever reason – you cannot use numpy and/or you don’t want to use a built-in function for it, you can also calculate it “by … Read more

When is @uncheckedVariance needed in Scala, and why is it used in GenericTraversableTemplate?

The problem is that GenericTraversableTemplate is used twice: once for mutable collections (where its type parameter should be invariant), and once for immutable collections (where covariance is invariably king). GenericTraversableTemplate’s typechecks assuming either covariance or invariance for the A type parameter. However, when we inherit it in a mutable trait, we have to pick invariance. … Read more

C# : Is Variance (Covariance / Contravariance) another word for Polymorphism?

It’s certainly related to polymorphism. I wouldn’t say they’re just “another word” for polymorphism though – they’re about very specific situations, where you can treat one type as if it were another type in a certain context. For instance, with normal polymorphism you can treat any reference to a Banana as a reference to a … Read more

Rolling variance algorithm

I’ve run across this problem as well. There are some great posts out there in computing the running cumulative variance such as John Cooke’s Accurately computing running variance post and the post from Digital explorations, Python code for computing sample and population variances, covariance and correlation coefficient. Just could not find any that were adapted … Read more

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