Determinants
Everything You Ever Wanted to Know (and probably more…)
Basics of Determinants in a nutshell
determinants only apply to square (nxn) matrices
the result is a number.
whether the number is 0 or not tells you a lot about the matrix and any
system it is the coefficient matrix of
Computing them
2 methods
criss-cross
expansion
about a row
(criss cross only works on 2x2 and 3x3)
there are n!
terms in the expansion of an nxn
matrix (3!=3*2*1 etc)
easy in
Maple, Matlab, many calculators
Mathematical Properties
4 "Basic Properties"
Det( In) = 1 (identity matrix)
you can
factor a constant out of a single row
you can
swap any two rows if you put a – sign in front of the determinant
you can add
a multiple of one row to another and the determinant does not
change
What does this mean for practical purposes?
if you have
a row of 0s, the determinant is 0
if you have
two identical rows the determinant is 0
if you have
a diagonal matrix, the determinant is the product of the
diagonal
entries
if you have an upper (or lower) triangular matrix, the determinant is
the
product
of the diagonal entries
the determinant of a matrix is a constant times the determinant of
its
Final Form
moral: many determinants can
be done just by looking at them!
Implications For Linear Systems Ax = b (n eqns, n
unknowns )
Final Form of A has row of 0s ó Det(A) = 0
rank of A
< n ó
Det(A) = 0
rank of A =
n ó
Det(A) ≠ 0
A-1 exists ó Det(A) ≠ 0
A-1 doesn't exist ó
Det(A)
= 0
Ax = 0 has nontrivial solutions ó Det(A) = 0
Example 1
For a 5x5 matrix A,it has been computed that Det(A) = -4. What information
can be
deduced from this?
ans:
rank(A)
= 5
A-1 exists
Final Form of A is I5
Ax
= b has a unique solution
Ax
= 0 has only the trivial solution
Example 2
A 6x6 matrix A has determinant 0. What can be deduced from this?
ans:
rank
of A is 5 or less
A-1 does
not exist
Ax
= b may or may not have solutions
Ax
= 0 has nontrivial solutions
the
Final Form of A at least one row of 0s in it
Example 3
A 3x3 matrix A has determinant 0.
What geometric information can be deduced from this?
ans: all three
vectors that comprise the rows lie in the same plane
Notes: also used for
Cross Products, esp in
Physics courses
various
notations: Det(A)
= D(A) = |A|
More Advanced Tidbits
Det(A)
= Det(At) (t means transpose)
So??? You ask…. this means everything you know about rows applies to columns!!