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  1. linear regression for dummies - Mathematics Stack Exchange

    I don't need to know all the math surrounding linear regression but a basic working understanding would be great. Can someone give me an simple formula, an example, and an explanation for what all the …

  2. Including month and year dummies in an OLS regression

    Aug 6, 2021 · 1st question: Is it allowed to add an 2001 dummy, when there are already January and October dummies included in the regression equation? If it is allowed and considering significance, …

  3. How to derive the least squares solution for linear regression?

    To check this result, start with the Reference: Derivation of the formula for Ordinary Least Squares Linear Regression. As to why it is important to reproduce the steps, it is to later have the capacity to …

  4. why small L1 norm means sparsity? - Mathematics Stack Exchange

    Aug 27, 2016 · Here is a bit of intuition: if a vector of residuals has any small components, the 2-norm squares them which makes them tiny and negligible. The 2-norm does not mind small residuals at …

  5. linear algebra - Understanding the singular value decomposition (SVD ...

    2 Answer referring to Linear Algebra from the book Deep Learning by Ian Goodfellow and 2 others. The Singular Value Decomposition (SVD) provides a way to factorize a matrix, into singular vectors and …

  6. Fourier transform for dummies - Mathematics Stack Exchange

    Nov 24, 2025 · And one of the best ways to understand a linear operator is to find a basis of eigenvectors for it. In linear algebra, there are various "simultaneous diagonalization" theorems …

  7. statistics - Comparing polynomial and linear regression - Mathematics ...

    Feb 21, 2022 · I am tasked with finding a good model for some provided data. A quadratic model has been given and we are asked to compare the quadratic model with a simple linear regression. When …

  8. Derivation of the formula for Ordinary Least Squares Linear Regression

    Apr 14, 2012 · How was the formula for Ordinary Least Squares Linear Regression arrived at? Note I am not only looking for the proof, but also the derivation. Where did the formula come from?

  9. statistics - What is weighted and unweighted linear regression in ...

    Apr 1, 2019 · The weights in a linear regression are applied to each observation. The base case of an unweighted linear regression correspond to giving each observation a weight of $1$, so all have the …

  10. Interpretation of multiple factor variables in linear regression

    Jul 29, 2021 · 0 I couldn't find a similar forum post, where multiple factor variables are included in a regression, which all have multiple base groups. I would like to make my question clear with a short …