Let the columns of an invertible matrix be a new basis expressed in the old basis. The same vector has old coordinate vector and new coordinate vector . If a covector has old row , its new row is , sinceThus the scalar dual pairing stays unchanged. If covector coefficients are stored as a column , their new column is ; this is the inverse transpose of the transformation on vector coordinates. These conventions express the covariance and contravariance of vectors. [ref]
https://www.math.brown.edu/streil/papers/LADW/HTML_2026_04-30/Ch8.html. Sergei Treil, Linear Algebra Done Wrong, §8.1.1: coordinate changes in the dual space
.For the basis , ,The linear functional has rows and . Both calculations give five: . Changing the basis changes the descriptions, not the measured value.
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