Matrix Calculations in Virginia
It cannot be denied
that the best way to invert a given matrix is to
enter the numbers in a calculator or computer and push the right
buttons.
This is true even of a 1 X 1 matrix: For example, the machine gives me
[.0268168] as the inverse of [37.29], correct to more digits than
is
reasonable, in view of the apparent accuracy of the original.
The probability that I
will in a practical situation want to
compute the inverse of [0] is very low, for it is extremely likely
that my
measurement (or other data source) in such a case will not have
been [0]
at all, but something like [.00036]. A perfect zero is never found
in a
laboratory experiment, after all, and for this particular
(approximate)
zero, i.e. [.00036], the calculator will give me [2778] (more or
less),
rather than the legend "MA ERROR" I get for the inverse
of [0].
Who then really needs to
know that zero has no inverse? In other
words, my calculator is practically infallible, and I am glad
someone (or
some printed manual) taught me how to use it, in this application
as in
others more complicated. With real-life data and a calculator
there is no
need to trouble myself with rote memorization of rules concerning
division
and multiplication by zero.
Now, the Standards of
Learning for Virginia Public Schools
(published by the Virginia Board of Education, P.O. Box 2120,
Richmond, VA
23216-2120 in June of 1995) is one of the better documents of its
kind, at
least in its mathematics section, which occupies pages 3-29 of an
attractively printed double-columned 8.5 X 11 paperbound
book. Its
language is almost free from the educationist jargon that afflicts
so many
others, and it seldom exhibits any downright mistaken conceptions
of
mathematics. It is not a complete curriculum guide, nor does it
intend to
be such, but it does outline fairly specifically the main things
it
expects Virginia students to be taught, grade by grade and subject
by
subject, with the unspoken assumption that such details as are
missing,
but without which these main things could not be taught, will also
necessarily be part of the program. Nor does it get into matters
of
pedagogy, for which Virginia teachers have other sources of
information.
As is common these days,
the Virginia Standards urges the use of
calculators in all applications where their use is convenient, or
instructive, or in common use in the outside world.
"A major goal of
the mathematics program is to help students
become competent mathematical problem solvers," says page 3,
where also is
written, "students must learn to use a variety of methods and
tools to
compute, including paper and pencil, mental arithmetic,
estimation, and
calculators. Graphing utilities, spreadsheets, calculators,
computers, and
other forms of electronic information technology are now standard
tools
for mathematical problem solving in science, engineering, business
and
industry, government, and practical affairs. Hence, the use of technology
must be an integral part of teaching and learning. However,
facility in
the use of technology shall not be regarded as a substitute for a
student's understanding of quantitative concepts and relationships
or for
proficiency in basic computations."
Apart from the
implication that "practical affairs" differ from
science, business and all the other preceding items on the list
(education
writers are addicted to lengthening lists, I'm sorry to say),
there is
nothing to object to in these statements. Statements of this kind,
including the closing disclaimer about "not ... a substitute
... for
proficiency in basic computations", are routinely offered by
most State
Standards in answer to members of the public who complain that
their
children in the "new"
mathematics programs are "not being taught to
multiply", or worse.
Why should the entirely
reasonable desire to prepare children for
the practical world, guarding the intellectual qualities of
fundamental
understanding at the same time, give rise to such heated
objections? Once
a student understands the meaning of 1/7, or even a/b more
generally, and
has done a few simple calculations to get decimal equivalents, is
there
any reason to deprive the child of the machines we all use anyway?
To the
contrary, it is argued, not having to learn the algorithms of
decimal
computation, or division of lumpy fractions to produce quotients
with
remainders, frees time for use in other instructional purposes.
I would here like to
quote another entry in these very Virginia
Standards to support, by analogy, an opposing point of view. It is
most
usual, when arguing by analogy, to take for examples things
simpler than
that which is to be illuminated, but in this case I will choose
something
more complicated. To explain what is missing in education at the
fourth
grade level, when calculators are urged on children in place of
tedious
hand computation, "long division", say, I shall proceed
to the Virginia
Algebra II standards -- an advanced high school course -- where in
the
context of matrices and linear systems an analogy will be found to
illustrate what is wrong with the urging of calculators on
present-day
fourth-grade arithmetic students (even in replacing tedious
computation
only, be it understood, not "mathematical
understanding", or
"connections", or "learning to value
mathematics").
On page 21, then, under
Algebra II, the last two entries read as
follows:
(AII.11) "The
student will use matrix multiplication to solve
practical problems. Graphing calculators or computer programs with
matrix
capabilities will be used to find the product."
(AII.12) "The
student will represent problem situations with a
system of linear equations and solve the system using the inverse
matrix
method. Graphing calculators or computer programs with matrix
capability
will be used to perform computations."
Problems of this sort
abound; certainly one can imagine a teacher
asking students to find the point of intersection of three planes
whose
Cartesian equations are given; and of course statistical questions
involving large data sets might require horribly lengthy
computations of
this kind, computations which were in fact impossible for
practical
purposes as little as fifty years ago.
What has been left out
of these two quoted requirements? Presumably the
students have been taught how to multiply two (small) square
matrices, and
have been taught what the identity matrix is, and so understand
the nature
of the problem they are now solving with machinery. They have also
been
taught how certain problems (e.g. the three planes' intersection)
are
modeled by systems of equations whose coefficients form matrices.
The
Virginia students might, though this is not certain, have been
taught why
(as well as how) the inverse matrix produces the desired result;
one is
not certain here because the understanding of the process requires
an
understanding of multiplication for non-square matrices, among
other
things.
(My suspicion concerning
the depth of understanding of linear
algebra, or matrices, among teachers of high school algebra was
raised by
a sample problem printed in the Standards of another State, a
document
produced by battalions of teachers and supervisors, and reviewed
by the
highest officials of the State's mathematics education heierarchy.
In this
problem, A was the name given to a certain 3 X 3 matrix and B a
certain 3
x 2 matrix, and the student was to compute AB and BA, and tell
what law
was illustrated by the result.)
Now the Virginia
Standards does not mean to suggest a full course
in linear algebra at this point, but if "understanding"
of linear systems
and matrices, even on a primitive level, is the goal, Virginia is
surely
concentrating on the wrong thing, by requiring calculator answers
for
inverses of (nonsingular in all likelihood) square matrices. There
are
occasions where singular matrices have some theoretical meaning,
for even
if a zero determinant would be a miracle in a genuine laboratory
experiment, determinants close to zero have a meaning in terms of
approximate linear dependence, something of great importance to
(say)
psychologists concerned with factor analysis. There is not much a
calculator solution will tell the student about such a situation,
unless
he knows something about rank to begin with.
Again, a problem might
well be modeled with fewer or more
equations than the number of variables; what then? Suppose the teacher
asks the students to find "the point of intersection" of
*two* planes in
space? The kid is helpless.
Where's the button? Trick
question, by no
means permissible for NAEP multiple-choice purposes.
Any mathematician will
agree that the way to begin the study of
linear systems is by eliminations in the equations, rather than
immediate
analysis of associated matrices.
The steps may need calculation, of
course, and a calculator can certainly be used to find 5 X 9 when
necessary, but that sort of thing, like the inverse matrix button,
will be
of little help. The steps
have to be explained (by the teacher, or by the
student) as one goes along, in the form, "if there are
numbers x,y, and z
satisfying (1) and (2) then they will satisfy (3) as well",
and so on. If
the end result is "5 = 17," a valuable lesson in the
logic of algebraic
processes will be taught, or must be thought about; but the
machine will
not do this. If in the end
the equation "0 = 0" appears, yet another
mathematical statement will need interpretation. In both cases the
student will be impelled to learn something about the
possibilities. With
more examples to play with, he will learn more, especially if the
teacher
or the book begins to organize the possible results, gradually
abbreviating the notation until matrices appear.
There is no need to go on with this particular lesson in the
present
discussion, except to summarize: that the major intellectual value
of
studying matrices in connection with linear systems is concealed
rather
than elucidated by calculator exercises as suggested by the
Virginia
prescriptions. Nor is it merely an intellectual value --
"merely", indeed!
Without that intellectual background, anything but the most
trivial uses
of even the calculator will be incomprehensible to that student,
for all
that he appears to be getting an up-to-date education in linear
systems,
using "up-to-date methods".
It is not calculators,
in short, that can teach us linear algebra;
it is we who must teach the calculators linear algebra. All
the
calculator can do is count.
Yes, the calculations
will be tedious, when students perform
eliminations to achieve superdiagonal forms, for example, but they
are not
being done in school for the sake of numerical answers. The tedium
is
necessary, since two equations in two unknowns will not suffice to
illustrate the phenomena in a memorable way. Actually, as was seen
above,
even one equation in one unknown illustrates part of the lesson,
the
singular case for the square matrix, but it is doubtful that
anyone who
has not been through a higher dimensional workout will recognize
this way
of looking at "division by zero". For some
illustrations, four dimensions
are probably desirable. You and I and the hypothetical student
will still
use calculators for what they are good for, in business or in
practical
things (either one), but in teaching mathematics something else is
called
for, and that something is obscured by the hasty use of
calculators to
solve cut-and-dried problems, even if these are the kind that
occur most
of the time.
Good teachers have, by
the way, contrived exercises of this sort
where the calculations are unreasonably simple, not at all the
sort of
thing that turns up in a clinical experiment. They are deliberately not
"real-life" numbers; otherwise the hand calculations in
eliminating
variables would obscure the lesson in algebra. The prescription of a
calculator makes multi-decimal entries as easy as single digits
are to the
hand, but that sort of simplification of the problem has no
didactic value
at all. When this kid
becomes a medical researcher he will of course have
to deal with awful-looking numbers; sufficient unto the day is the
evil
thereof.
To return now to the
elementary school, these same Virginia
Standards prescribe the use of calculators in and above the fourth
grade
where multiplication of decimally expressed numbers involves
factors of
more than two significant figures; and the same for divisions. I
myself
bristle at the suggestion, and immediately liken it in my mind to
the
matrix instruction I have just described. My question now is, how
does the
linear algebra example help prove that children should learn the
algorithm
for "long division"? To me it seems relevant, but I
recognize that not
everyone will see it so.
I can hear the
opposition now: Shall they also be required to
learn how to take square roots by the 19th century algorithm that
begins
with grouping the digits by twos and playing games with the
pieces? Shall
they later have to learn Horner's Method for solving polynomial
equations?
Memorize Cardan's Formulas for cubics and quartics?
One can become quite
sarcastic about the apparent love that mathe-
maticians and old-fashioned parents have for "long division".
It might be,
someone will suggest, that we want to teach them "mental
discipline" for
some Victorian moral purpose scorned by the Deweyite educational
philosophers of sixty years ago. And to deprive them, too, of the
sweetness of childhood.
But I say the line
between a truly inessential drill, like
Horner's Method, or lessons in interpolation in seven-place
logarithm
tables, and a tedious calculation that teaches something valuable,
like
the elimination of terms in a set of linear equations, is a matter
of
mathematical perspective. Only a person ignorant of mathematics
and its
uses in (say) such places as statistics and physics would imagine
that
Gaussian elimination and the search for linear dependence was a
mindless
ritual, forced on bored children along with Horner's Method and a
page or
two of practically identical trinomials to be factored. Outdated, in this
Nintendo Generation! Pointless, in a world where there is an
Internet to
explore! Mere memorization!
It is not hard to remind
a mathematician of what is missed by a
student who follows the Virginia prescriptions concerning matrices
and
linear systems; and probably with a little time a college teacher
of
algebra can teach a potential high school teacher much the same
lessons.
But it seems not to be so easy to exhibit the difference between
the waste
of time involved in learning Horner's Method and the "waste
of time"
involved in learning "long division". There are even
people with
Doctorates in mathematics education who believe, with the Virginia
Standards, that "long division" is quite useless now
that we have
calculators, and that spending valuable fourth grade time on it
alienates
students and does them no ultimate good.
It is because of this
difficulty of explanation that I brought up
the analogy with linear algebra just now. It seems to me that any
mathematician should instinctively know the difference between the
fourth
grade lessons that can be taught via the long-division algorithm
and the
lessons that were "taught" in 1920's school exercises in
square roots or
Horner's Method. In my recent experience, my mathematician friends
are
generally horrified at the thought that children should be driven
to
calculators for operations of this sort from principle, as an
*educational* necessity. They deplore this tendency in the
schools. On the
other hand, the instincts of the school mathematics supervisors,
the
writers of Standards in the State Education Department, are just
the
opposite: they feel themselves in the vanguard of a revolution in
mathematics teaching when they drop the hated algorithm in favor
of the
machine.
Demonstrably they
haven't seen the point in the case of Virginia's
lessons in solving linear systems, either. But while in this case
it is
not too hard to explain what is missing, and what is to be
condemned, in
teaching nothing but a computer scheme for solving the "most
common"
linear systems, in the fourth grade case what is missing when a
child gets
insufficient exercise in decimal computations is a little harder
to get
hold of, particularly as fourth grade students are taught by
fourth grade
teachers, and not specialists in mathematics education, let alone
mathematics. Yes, it is essential that one appreciate the
structure of our
decimal notation; it is an aid to mental approximations, for
example. Yes,
long division has later generalizations of importance, in the
treatment of
polynomial algebra, for example. These might be explained to the
composer
of fourth-grade curricula, yet rejected on the grounds that most
people do
not need such subtleties.
Sure, and "most" division problems do not have
a zero denominator
To me it seems that
certain exercises in calculation are probably
mainly of psychological advantage, a sort of wiring-in of the
nature of
the decimal system (with possible later generalization made
easier),
rather than something easily pointed to, like the meaning of rank
in
linear transformations. But to point such things out is not as
convincing
as the exhibition of a set of two linear equations in three variables,
to
the person with the all-powerful graphing calculator.
I trust the instinctive
reaction of the mathematicians I know,
their disapproval of the current fashion of leaving arithmetic to
machines
when teaching young children its "meaning" and
"use", free of irrelevant
tedium. I therefore hope this mathematical community could come up
with an
explanation concerning decimal arithmetic that would also convince
those
in charge of our young children's mathematical education that the
issues
lie deeper than that, and before it is too late. Analogy is seldom
a
convincing argument, except to people who see the analogy, and
these are
usually an audience that doesn't need it. Intuition is never
considered a
trustworthy argument, though it is often persuasive to its holder,
and
maybe his admirers. How shall we ever be able to get the point
across to
strangers, and non-mathematicians?
(There is of course the
possibility that my own instincts are wrong
here, or not as generally shared as I imagine, in which case I'd
like
to see the proof of that, too.)
The usual arguments
against exercise in the classical algorithms
of decimal arithmetic (and arithmetic of fractions, too!) tend to
refer to
all those generations of children who in fact didn't learn
anything of
intellectual or mathematical import from their grade-school
lessons in
arithmetic. The usual counter-argument (from the mathematicians'
side) is
that they weren't taught properly. I am willing to hear
statistical
information on the results of various kinds of teaching, as well
as
theoretical arguments tending to show what must be lacking if
certain
sorts of lessons are not offered.
Footnote: There are
those who think mathematicians are definable
as people who are able to multiply -- very rapidly -- very large
numbers
together. Such people can be made to believe that mathematicians
oppose
the use of calculators in the schools because they fear for their
own
honors and emoluments, once the public discovers that their
services,
having been taken over by machines, will no longer be needed. Such
people,
too, have to be persuaded that their children should learn
multi-digit
arithmetic in the schools, if indeed they should be, even if they
themselves are no good at it, and suspect we have a vested
interest in
offering arguments in favor of arithmetic calculation. Even so, they are
not going to be as hard to convince as the educational theorists,
whose
ignorance is also harder to forgive.
Ralph A. Raimi
1998