Many things are "vectorish"

Advanced Mathematics
Created by Best · 01.06.2026 at 06:20 UTC

Arrows in the plane, tuples of numbers, polynomials, and signals can all reuse linear algebra language once addition and scalar multiplication behave sensibly . The concrete Euclidean picture remains the pedagogical on-ramp, but it is not the final definition.

Vector space axioms pin down rules for $+$ and scalar multiplication: closure, associativity, commutativity of addition, distributive laws, compatibility of scaling, existence of a unique zero vector, and additive inverses. Functions can be added pointwise by $(f+g)(x) = f(x) + g(x)$.

Example beyond arrows: polynomials of bounded degree with real coefficients form a vector space under usual addition and scaling. So do square-integrable functions on an interval with the standard operations.

The mathematician's question shifts from "what shape is a vector?" to "does this set satisfy the axioms?"

Check your understanding. The tasks below rest on these ideas: Correct: a vector space is a set with well-behaved $+$ and scalar multiplication satisfying the axioms. Not quite: dot products, determinants, and inversion are extra structure, not the defining axioms. Correct: existence of a unique $\mathbf{0}$ and of additive inverses are axioms. Not quite: a zero vector must exist, vectors need not be unit length, and there is no vector multiplication in a bare vector space. Correct: pointwise addition (and scaling) satisfies the axioms, making functions vectors. Not quite: composition, multiplication, and concatenation are not the vector addition. Correct: degree-$\leq d$ polynomials are closed under addition and scaling and contain a zero, so they form a vector space. Not quite: unit vectors are not closed under addition, invertible matrices are not closed under addition (and lack a zero), and the positive reals have no additive inverses.

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Tasks
Question 1

The vector-space axioms specify:

Hint

Skim the paragraphs on vector space axioms specify in Many things are "vectorish" before choosing. Eliminate options that contradict a definition stated in the card.

Question 2

Among other things, the axioms guarantee:

Hint

Skim the paragraphs on Among other things axioms guarantee in Many things are "vectorish" before choosing. Eliminate options that contradict a definition stated in the card.

Question 3

Functions form a vector space because they can be added by:

Hint

Skim the paragraphs on Functions form vector space because in Many things are "vectorish" before choosing. Eliminate options that contradict a definition stated in the card.

Question 4

Which of these is a vector space whose elements are not arrows in Euclidean space?

Hint

Skim the paragraphs on of these is a vector space whose elements in Many things are "vectorish" before choosing. Eliminate options that contradict a definition stated in the card.

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  • Topic: Mathematics
  • Difficulty: Advanced
  • Completed: 0 users
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