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A Rank-One Change of the Identity: Identity, Projection, Mirror

Chapter 4 · Mathematics for AI and Machine Learning · Advanced · 1:41

An interactive live film: T = I - beta u u^T maps the unit sphere; the plane perpendicular to u never moves while u is scaled by 1 - beta, from identity to projection to mirror. Find the beta that makes T a mirror.

Narration

Take the identity and subtract beta times u u transposed, with u a unit vector. Watch what it does to the unit sphere, whose top cap is colored orange.

Along u, the matrix multiplies by one minus beta. Every vector in the plane perpendicular to u, the grey disk, is left exactly as it is. Only one eigenvalue changes.

The rest of the narration is in the book's Companion.

More from Chapter 4

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