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HP HP-15C Advanced Functions Handbook

HP HP-15C
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110
Section
4:
Using Matrix Operations
Note
that
rTE
was
scaled
by
107
so
that
each
row of E and A has
roughly
the
same norm
as
every other. Using
this
new
system,
the
HP-15C
calculates
the
solution
2000.000080
1999.999980
1999.999980
1999.999980
1999.999980
,
with
AX =
107
-10"5
-9 X
10~6
0
0
This
solution
differs
from
the
earlier solution
and is
correct
to 10
digits.
Sometimes
the
elements
of a
nearly singular matrix
E are
calculated using
a
formula
to
which
roundoff
contributes
so
much
error
that
the
calculated inverse
E"1
must
be
wrong even when
it is
calculated
using exact arithmetic. Preconditioning
is
valuable
in
this
case only
if it is
applied
to the
formula
in
such
a way
that
the
modified
row of A is
calculated accurately.
In
other words,
you
must
change the formula exactly into a new and better formula by
the
preconditioning process
if you are to
gain
any
benefit.
Least-Squares
Calculations
Matrix operations
are
frequently used
in
least-squares calcula-
tions.
The
typical least-squares problem involves
an n X p
matrix
X
of
observed
data
and a
vector
y of n
observations
from
which
you
must
find
a
vector
b
wiihp
coefficients
that
minimizes
ill-
where
r = y
Xb is the
residual vector.
Normal
Equations
From
the
expression above,
||r|||
-
(y
-
Xb)T(y
-
Xb)
=
yTy
-
Solving
the
least-squares problem
is
equivalent
to
finding
a
solution
b to the
normal equations

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HP HP-15C Specifications

General IconGeneral
BrandHP
ModelHP-15C
CategoryCalculator
LanguageEnglish

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