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projection concept

DefinitionThe component of a vector along a unit direction. Equation 0.2.
ExampleThe projection of (3, 4) onto the unit direction (1, 0) is (3, 0), and the residual (0, 4) is orthogonal to it.
BookData Mining as Observation, draft 0.2, commit f3914f0; entry id projection, kind concept.
Statusno ledger row names this entry. Corrections: none recorded.
Defining equation

Book equation 0.2.

Assumptions and scope
  • The component of a vector along a unit direction, the direction scaled by their dot product. Projecting twice is projecting once, the remainder is orthogonal to the direction, the projection is no longer than the vector, and adding anything orthogonal to the direction leaves it unchanged.
  • The last is the quotient a one-direction reader takes. Row normalization is the projection onto the read subspace of the geodesic-rank consumer, and the invariant-nuisance split of the ledger is the same statement for a general consumer.
Prior artnone recorded
Evidencelean/DataMiningAsObservation/Projection.lean
Reviewednot yet reviewed; generated 2026-09-10 from records at the commits on the provenance page.
uxθprojection of x on uresidual, orthogonal
The component of one vector along another.

Equation

Book equation 0.2.

\[\operatorname{proj}_u(x)=(u\cdot x)\,u,\qquad \|u\|=1.\]

Conditions

Conditions are curated in entries.toml rather than read from a record.

Ledger

none

First stated

Chapter 0 section 0.2 of Data Mining as Observation, with the program’s angular projection in Volume 14 chapter 9, geometric-observation/chapters/ch09_legibility.md:31-41.

Measurements

none

Failures and corrections

none

Invariance envelope

none declared

Machine checked

lean/DataMiningAsObservation/Projection.lean, theorems proj_proj, dot_sub_proj, proj_sq_le, proj_add_orth, proj_add, at observation-data-mining f3914f0; what the check covers is stated in the book’s appendix C.

Used in

Data Mining as Observation primer L, chapters 0, 1, 3, 4, 6, 7, 9, 11.

Related

dot product; read subspace; quotient; nuisance.

See also

Book equations stated beside the entry’s terms, not defining it: 0.12a, 0.12b.

Ledger rows that cite the entry’s records without naming it: GO-1.

Sources-table rows that share a record with the entry without naming it: chapter 6 section 6.2, chapter 11 section 11.7.

Status

Generated 2026-09-10 by encyclopedia/generate.py; book at observation-data-mining f3914f0; the commit of every record is listed in the encyclopedia’s provenance.

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