Vectors

Recall (doc/postdoc). Not a first course.

Job: Euclidean structure on \(K^n\) (\(K=\mathbb{R},\mathbb{C}\)); geometric ops used in analysis and geometry.

Core

\[ v=(v_1,\ldots,v_n),\quad \|v\|_2=\sqrt{\sum|v_i|^2},\quad \langle u,v\rangle=\sum u_i\bar v_i\ \text{(sesquilinear convention varies)} \]
Op Formula
Dot (\(\mathbb{R}\)) \(u\cdot v=\|u\|\|v\|\cos\theta\)
Orthogonal \(u\cdot v=0\)
Proj \(\operatorname{proj}_v u=\dfrac{u\cdot v}{\|v\|^2}v\)
Cross (\(\mathbb{R}^3\)) \(u\times v\); \(\|u\times v\|=\|u\|\|v\|\sin\theta\)
Line / plane \(r_0+td\); \(n\cdot(r-r_0)=0\)

Cauchy–Schwarz: \(|u\cdot v|\le\|u\|\|v\|\).

Used later for

Check

Is the cross product associative on \(\mathbb{R}^3\)?

No — \((i\times i)\times j=0\) but \(i\times(i\times j)=i\times k=-j\) (up to standard basis). Lies in \(\mathfrak{so}(3)\) structure.

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Matrices · Vector spaces · 3D geometry