Lecture Notes for 120 - UCLA Department of Mathematics
Lecture Notes for 120 - UCLA Department of Mathematics
Lecture Notes for 120 - UCLA Department of Mathematics
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A.2. GEOMETRY 174<br />
the characteristic polynomial is<br />
so the discriminant is<br />
2<br />
(a + d) + ad b 2<br />
=(a + d) 2 4 ad b 2 =(a d) 2 +4b 2 0<br />
This shows that the roots must be real.<br />
For a 3 ⇥ 3 matrix the characteristic polynomial is cubic. The intermediate<br />
value theorem then guarantees at least one real root. If we make a change <strong>of</strong> basis<br />
to another orthonormal basis where the first basis vector is an eigenvector then the<br />
new matrix will still be symmetric and look like<br />
2<br />
4 1 0 0<br />
0 a b<br />
0 b d<br />
The characteristic polynomial then looks like<br />
( 1)<br />
2<br />
3<br />
5<br />
(a + d) + ad b 2<br />
where we see as be<strong>for</strong>e that<br />
2<br />
(a + d) + ad b 2 has two real roots. ⇤<br />
A.2. Geometry<br />
Here are a few geometric <strong>for</strong>mulas that use vector notation:<br />
• The length or size <strong>of</strong> a vector X is denoted:<br />
|X| = p X t · X<br />
• The distance from X to a point P :<br />
|X P |<br />
• The projection <strong>of</strong> a vector X onto another vector N:<br />
X · N<br />
|N| 2 N<br />
• The signed distance from P to a plane that goes through X 0 and has<br />
normal N, i.e.,givenby(X X 0 ) · N =0:<br />
(P X 0 ) · N<br />
|N|<br />
the actual distance is the absolute value <strong>of</strong> the signed distance. This<br />
<strong>for</strong>mula also works <strong>for</strong> the (signed) distance from a point to a line in R 2 .<br />
• The distance from P to a line with direction N that passes through X 0 :<br />
s<br />
(P X 0 ) · N<br />
(P X 0 )<br />
|N| 2 N = |P X 0 | 2 |(P X 0 ) · N| 2<br />
|N| 2<br />
• The area <strong>of</strong> a parallelogram spanned by two vectors X, Y is<br />
r ⇣ ⇥ ⇤ t ⇥ ⇤ ⌘<br />
det X Y X Y<br />
• If X, Y 2 R 2 there is also a signed area given by<br />
det ⇥ X Y ⇤