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Part 09 · Determinants, inverses and vector spaces · Card 5 of 9

Vector space

A set of vectors you can add together and scale by numbers, while always staying inside the set. A subspace is a vector space sitting inside a bigger one.

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Analogy

A flat sheet of paper extending forever: any two arrows on it add to another arrow on it.

Example

Lines in the plane

The line y = 2x is a subspace.(1,2) + (2,4) = (3,6), still on it.The line y = 2x + 1 is not.It misses the origin (0,0).

In practice

Gives one framework covering arrows, polynomials, functions and data.

Practice

Flashcards

  • Why must a subspace contain the zero vector?Scaling any member by 0 gives the zero vector.

Questions people ask

Why must a subspace contain the zero vector?

Scaling any vector in the subspace by zero must stay inside it, and that gives the zero vector. So a line that misses the origin, like y equals 2x plus 1, cannot be a subspace. This is a quick first test. Always check the zero vector before testing anything else.

Are polynomials a vector space?

Yes. Adding two polynomials gives a polynomial, and multiplying by a number gives one too. So polynomials of degree at most 2 form a vector space with 3 dimensions, built from 1, x and x squared. Functions and sequences can also form vector spaces.