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Linear Algebra

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characteristic polynomial, 360<br />

composed with itself, 365<br />

diagonalizable, 354<br />

eigenspace, 361<br />

eigenvalue, eigenvector, 357<br />

Jordan form for, 392<br />

minimal polynomial, 380<br />

nilpotent, 370<br />

canonical representative, 374<br />

projection, 385<br />

size change, 321<br />

transpose, 19, 126<br />

determinant, 309, 317<br />

interaction with sum and scalar<br />

multiplication, 213<br />

Triangle Inequality, 40<br />

triangular matrix, 229<br />

Triangularization, 204<br />

trivial space, 84, 114<br />

turning map, 164<br />

unit matrix, 222<br />

Vandermonde matrix, 311<br />

vanishing point, 337<br />

vector, 15, 33<br />

angle, 42<br />

canonical position, 33<br />

column, 15<br />

component, 15<br />

cross product, 298<br />

direction, 35<br />

dot product, 39<br />

free, 33<br />

homogeneous coordinate, 340<br />

length, 39<br />

orthogonal, 42<br />

representation of, 116, 238<br />

row, 15<br />

satisfies an equation, 15<br />

scalar multiple, 15, 34, 80<br />

sum, 15, 34, 35, 80<br />

unit, 43<br />

zero, 22, 80<br />

vector space, 80–101<br />

basis, 113<br />

closure, 80<br />

complex scalars, 91<br />

definition, 80<br />

dimension, 121<br />

dual, 193<br />

finite dimensional, 119<br />

homomorphism, 176<br />

isomorphism, 161<br />

map, 176<br />

over complex numbers, 347<br />

subspace, 91<br />

trivial, 84, 114<br />

volume, 321<br />

voting paradox, 147<br />

majority cycle, 147<br />

rational preference order, 147<br />

voting paradoxes, 147–151<br />

spin, 149<br />

well-defined, A-8<br />

Wheatstone bridge, 75<br />

zero<br />

divisor, 220<br />

zero divison, 237<br />

zero divisor, 220<br />

zero homomorphism, 177<br />

zero vector, 22, 80

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