Linear Combination Calculator
What is a Linear Combination?
A vector \(w\) is a linear combination of a set of vectors \(\{v_1, v_2, ..., v_k\}\) if it can be expressed as a sum of those vectors, each multiplied by a scalar constant.
Formula:
\(w = c_1v_1 + c_2v_2 + ... + c_kv_k\)
The constants \(c_1, c_2, ..., c_k\) are the scalars we need to find.
How it's Solved:
This problem can be rewritten as a system of linear equations. The vectors \(\{v_i\}\) form the columns of a matrix \(A\), the scalars \(\{c_i\}\) form a vector \(c\), and \(w\) is the target vector. We solve the matrix equation \(Ac = w\).
This calculator sets up the augmented matrix \([A|w]\) and uses Gauss-Jordan elimination to find the scalars in \(c\).
Disclaimer: All input vectors must have the same number of components (dimension).
Finds the scalars to write a target vector as a linear combination of other vectors.
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