441. Euclidean Spaces - JulTob/Mathematics GitHub Wiki

The set $\color{gold}โ„^๐š—$ is known as an Euclidean n-space

We may think of its elements $a = (a_1,a_2 ..,a_n)$ as vectors or n-vectors.

Standard basis vectors

\begin{matrix}
๐’–_1 = (1, 0, 0 & โ‹ฏ & 0) \\
๐’–_2 = (0, 1, 0 & โ‹ฏ & 0) \\
โ‹ฎ \\
๐’–_n = (0, 0, 0 & โ‹ฏ & 1) \\

\end{matrix}

Subspaces

Let $W$ be a subset of the space vector $V$ . We say that $W$ is a subspace of $V$ if it satisfies the following properties:

  • $W$ is different from the empty set

  • $W$ is closed with respect to the sum, that is, for every $๐’–, ๐’— โˆˆ W$ we have that $๐’– + ๐’— โˆˆ W$

  • $W$ is closed with respect to the product by scalars, that is, for every $๐’– โˆˆ W$ and every $ฮป โˆˆ โ„$ we have that $ฮป๐’– โˆˆ W$.

  • We see that: $0_V โˆˆ W$

In particular, therefore, every vector space $V$ has always at least two subspaces: $V$ itself and the zero subspace, consisting of only the zero vector $0_V$ .

Example: โ„ (the set of reals) is a subset of โ„‚ (the set of complex numbers).

Example: $W$ = { $(x,y) โˆˆ โ„^2 โˆฃ y = ax$ } subspace of $โ„^2$

  • $(0,0) โˆˆ W$
  • $(x_1, a x_1) + (x_2, a x_2) = (x_1+x_2, a(x_1+x_2)) โˆˆ W$
  • $๐œ†(x_0, ax_0) = (๐œ†x_0, a๐œ†x_0)$

Example: In the Vector Space $โ„[x]$ of polynomials with real coefficients in a variable $x$, consider the subset $โ„_2[x]$ consisting of polynomials of degree less than or equal to $2$:
$โ„_2[x]=$ { $p(x)=a+bx+cx^2 โˆฃ a,b,c โˆˆ โ„$ }.

  • $a+bx + cx^2 + a'+b'x + c' x^2 = (a+a')+(b+b')x+(c+c')x^2$
  • $๐œ†(a+bx + cx^2) = ๐œ†a+ ๐œ†bยทx + ๐œ†cยทx^2$

The intersection $S_1 โˆฉ S_2$ of two subspaces, $S_1$ and $S_2$ of a vector space $V$, is also a subspace of $V$ .