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The repository has the codes to identify co-linear (linearly dependent columns in a data) using linear algebra techniques.

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r2rahul/dimensionreduction

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Finding Redundant Variables in the Data

The repository has the codes to identify co-linear (linearly dependent columns in a data) using linear algebra techniques.

Here three methods are implemented:

  • Symbolic Method using Sympy.
  • Numerical method using SVD method.
  • Implementation of MATLAB null(x, 'r').

For numerical technique tol can be adjusted to set threshold below which variables can be removed. To be strict choose higher value of tol.

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The repository has the codes to identify co-linear (linearly dependent columns in a data) using linear algebra techniques.

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