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Hyperplanes

Hyperplanes are objects of dimension n−1n-1 in Rn\reals^n that are able to split the space into two half-spaces.
  • Lines (1D objects) are hyperplanes in R2\reals^2 Example: x=1x=1

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  • Planes (2D objects) are hyperplanes in R3\reals^3 Example: x=1x=1


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Point-Normal Form

A general point on the hyperplane x⃗=⟨x1,x2,…,xn⟩\vec x = \lang x_1, x_2, \dots, x_n \rang appears along with a known point on the hyperplane, PP, and a normal vector 𝑛⃗=\vec{𝑛}= ⟨a1,a2,…,an⟩\lang a_1, a_2, \dots, a_n \rang:
n⃗ ⋅ (x⃗−P⃗)=0\boxed{\quad \vec{n}\ \cdot\ \left(\vec{x}-\vec{P}\right)=0 \quad}

Standard Form

As before, we use a normal vector 𝑛⃗=\vec{𝑛}= ⟨a1,a2,…,an⟩\lang a_1, a_2, \dots, a_n \rang and a point on the hyperplane PP to compute d=n⃗⋅P⃗d = \vec n \cdot \vec{P} :
a1x1+a2x2+⋯+anxn=d\boxed{\quad a_1 x_1 + a_2 x_2 + ⋯ + a_n x_n = d \quad}


Wize Tip
An equation in standard form always represents a hyperplane in Rn\reals^n.

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Example: Hyperplanes

Find the standard form equation for the hyperplane in R5\reals^5 with normal vector ⟨1,−1,0,3,2⟩\lang 1,−1,0,3,2\rang and containing the point P(4,−2,1,0,−1).P(4,−2,1,0,−1).

We have a normal vector n⃗=⟨1,−1,0,3,2⟩\vec{n} = \lang 1, −1,0,3,2 \rangand a known point on the hyperplane P⃗=⟨4,−2,1,0,−1⟩ \vec{P} = \lang 4, −2,1,0, −1 \rang.

So, the standard form equation of the hyperplane in R5ℝ^5 is:
1x1+(−1)x2+0x3+3x4+2x5=[1−1032]⋅[4−210−1]x1−x2+3x4+2x5=4+2+0+0−2\begin{array}{rcl} 1 x_1 + (− 1) x_2 + 0 x_3 + 3 x_4 + 2 x_5 &=&\begin{bmatrix} 1\\ -1\\ 0\\ 3\\ 2 \end{bmatrix} \cdot \begin{bmatrix} 4\\ -2\\ 1\\ 0\\ -1 \end{bmatrix}\\[3em] x_1 − x_2 + 3 x_4 + 2 x_5 &=& 4+2+0+0-2\\[0.5em] \end{array}
  ⟹  x1−x2+3x4+2x5=4\implies \boxed{x_1 − x_2 + 3 x_4 + 2 x_5 = 4}
Note: we can also written the point-normal form:
[1−1032]⋅([x1x2x3x4x5]−[4−210−1])=0\begin{aligned} \begin{bmatrix} 1\\ -1\\ 0\\ 3\\ 2 \end{bmatrix} \cdot \left( \begin{bmatrix} x_1\\ x_2\\ x_3\\ x_4\\ x_5 \end{bmatrix} - \begin{bmatrix} 4\\ -2\\ 1\\ 0\\ -1 \end{bmatrix} \right) =0\\[3em] \end{aligned}

Practice: Hyperplanes

Determine if the following hyperplanes are orthogonal, parallel, or neither. [Answer with a single word]

Part A)

Π1: x1−x2+x3−4x4=3\Pi_1:\ x_1-x_2+x_3-4x_4=3 and Π2: 5x1−5x2+5x3−20x4=−6\Pi_2:\ 5x_1−5x_2+5x_3-20x_4=−6

Part B)

Π1: 2x1+5x2+x3−x4=−2\Pi_1:\ 2x_1+5x_2+x_3-x_4=−2 and Π2: ⟨−2,1,1,2⟩⋅(⟨x1,x2,x3,x4⟩−⟨1,0,2,−1⟩)=0\Pi_2 :\ \lang −2,1,1,2 \rang\cdot\big( \lang x_1,x_2,x_3,x_4 \rang−\lang 1,0,2,-1\rang \big)=0


Extra Practice