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Visualizing Functions of Several
Variables and Surfaces
Contents
Functions of Two Variables
Finer Points of Plotting with MATLAB
Problem 1:
Problem 2:
Surfaces
Problem 3:
Parameterized Surfaces
Problem 4:
Additional Problems
Functions of Two Variables
A function f of two variables is a rule which produces from two numerical inputs, say
x and y, a numerical output, written f(x, y). Sometimes it will be preferable to think
off as taking one (2-dimensional) vector input instead of two scalar inputs. Now
there are two main ways to visualize such a function:
a contour plot, or a two-dimensional picture of the level curves of the surface,
which have equations of the form f(x, y) = c, where c is a constant; the graph of the function, which is the set of points (x, y, z) in three-
dimensional space satisfying f(x, y) = z.
We begin by illustrating how to produce these two kinds of pictures in MATLAB,
using MATLAB's easy-to-use plotting commands, ezcontour and ezsurf. We will
take f sufficiently complicated to be of some interest. Note that our plotting
commands can take as input an expression that defines a function, rather than a
function itself. (In other words, it is not necessary to use an M-file or an anonymous
function as an input to the plotting command.)
syms x yf=((x^2-1)+(y^2-4)+(x^2-1)*(y^2-4))/(x^2+y^2+1)^2
f =
((x^2 - 1)*(y^2 - 4) + x^2 + y^2 - 5)/(x^2 + y^2 + 1)^2
We start with the contour plot. All we need as arguments to ezcontour are the
expression, whose contours are to be plotted, and the ranges of values forx and y.
ezcontour(f, [-3, 3, -3, 3])
http://www-users.math.umd.edu/~jmr/241/surfaces.html#1http://www-users.math.umd.edu/~jmr/241/surfaces.html#5http://www-users.math.umd.edu/~jmr/241/surfaces.html#12http://www-users.math.umd.edu/~jmr/241/surfaces.html#14http://www-users.math.umd.edu/~jmr/241/surfaces.html#15http://www-users.math.umd.edu/~jmr/241/surfaces.html#17http://www-users.math.umd.edu/~jmr/241/surfaces.html#18http://www-users.math.umd.edu/~jmr/241/surfaces.html#22http://www-users.math.umd.edu/~jmr/241/surfaces.html#23http://www-users.math.umd.edu/~jmr/241/surfaces.html#5http://www-users.math.umd.edu/~jmr/241/surfaces.html#12http://www-users.math.umd.edu/~jmr/241/surfaces.html#14http://www-users.math.umd.edu/~jmr/241/surfaces.html#15http://www-users.math.umd.edu/~jmr/241/surfaces.html#17http://www-users.math.umd.edu/~jmr/241/surfaces.html#18http://www-users.math.umd.edu/~jmr/241/surfaces.html#22http://www-users.math.umd.edu/~jmr/241/surfaces.html#23http://www-users.math.umd.edu/~jmr/241/surfaces.html#17/27/2019 3d drawing in matlab
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The color coding in the contour plot tells us how the values of the constant c are
varying. One of the pictures in this case is misleading; the contour in dark blue in the
very middle should really have the form of a figure-eight. We will see later why this
is so and how to detect it.
But for the time being let's move on. Now for a picture of the graph off:
ezsurf(f, [-3, 3, -3, 3])
Once you execute this command, you can rotate the figure in space to be able to view
it from different angles. Note that the graph is a surface, in other words, a two-
dimensional geometric object sitting in three-space. Every graph of a function of two
variables is a surface, but not conversely. Note that MATLAB again color-codes the
output, with blue denoting the smallest values of the function, and red denoting the
largest.
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Finer Points of Plotting with MATLAB
We begin with a brief discussion of how MATLAB does its plotting. The arguments
to a MATLAB [non-ez] plotting function, such as surf,plot,plot3,mesh, or
contour, are two or three identically shaped arrays. The positions in these arrays
correspond to parameter or coordinate values; the entries give the coordinates as
functions of the parameters (which may be identical with the coordinates). Thus for a
curve, the arguments are usually linear arrays, or vectors, while for a surface, they are
rectangular arrays, or matrices.
We will illustrate how this works to plot the graph of the function f above. In this
case, the parameters are also the x and y coordinates. We start by defining the
coordinate grid with themeshgridcommand.
[X1,Y1]= meshgrid(-5:.2:5,-5:.2:5);
We use X1 and Y1, rather than x and y, because we want to reserve the latter for
symbolic variables. The command creates a grid with both the x and y coordinates
varying in steps of .2 from -5 to 5. Note the use of the semicolon! If we had not
suppressed the output, MATLAB would have printed out the entire grid.
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Next, we must make f from a symbolic expression into a vectorized function, since it
must operate on our arrays ofx- and y-values. The output ofvectorize is a string,
so we use eval to evaluate it as a function. Then we evaluate this function at each
point of the grid, to define the array ofz-coordinates for the plot.
zfun = @(x, y) eval(vectorize(f))Z1=zfun(X1,Y1);
zfun =
@(x,y)eval(vectorize(f))
We can now proceed with the plot in any of several ways:
surf(X1,Y1,Z1)
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mesh(X1,Y1,Z1)
plot3(X1,Y1,Z1)
By now, it may have occurred to you
that we could have issued exactly the
same sequence of commands for any
parametrized surface. The essentialinformation for such a plot is the
name of the symbolic vector that
defined the parametrization, the
specification of the parameter grid,
and the plotting function to be used.
We could have also used the ez
plotting functions, as in:
ezsurf(f,[-5,5,-5,5])
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ezmesh(f,[-5,5,-5,5])
Problem 1:
Obtain surface mesh and line plots of the function
(a) By using the step by step procedure followed above.
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(b) By using ezsurf, ezmesh, and ezplot3.
Now let's go back to contour plots. ezcontour does not allow us to specify how many
or which contours we want, or the colors of the contours. However, we can
accomplish this using contour. For instance, we can plot the level curves f = 0 and
f = 0.2 in red by typing:
contour(X1, Y1, Z1, [0,.2], 'r')
Problem 2:
(a) Obtain a contour plot of the function g(x,y) defined in Problem 1, using
MATLAB's default contours.
(b) Superimpose on the a plot of part (a) a plot showing the contours g(x,y)
= 0, g(x,y)= 0.2, and g(x,y) = 0.4 in red.
Surfaces
Although we will analyze the function f(x,y) further in the next lesson, we abandon
it for the present. Instead we discuss how to plot a surface that is not the graph of a
function of two variables, such as a sphere. There are two main techniques available:
(1) We can write the surface as a level surface f(x, y, z) = c of a function
ofthree variables, f(x, y, z).
(2) We can parameterize the surface by writing x, y, and z each as functions of
two parameters, say s and t. This is analogous to parameterizing a curve and
writing x, y, and z each as a function oft.
We begin with the first case. The graph of a function of three variables would require
a four dimensional plot, which is beyond MATLAB's capabilities, but we can draw a
picture of a single level surface of the function. This can be viewed as a three
dimensional version of contour plotting. A plot showing more than one contour is
usually difficult to interpret, so we will discuss plotting a single contour. For this one
can use the following M-file implicitplot3d:
type implicitplot3d.m
function out=implicitplot3d(varargin)
%IMPLICITPLOT3D 3-D implicit plot
% IMPLICITPLOT3D(eq, val, xvar, yvar, zvar, xmin, xmax,
% ymin, ymax, zmin, zmax) plots an implicit equation
% eq=val, where eq is either symbolic expression of (symbolic)
% variables xvar, yvar, and zvar in the indicated ranges, or
% a string representing such an expression, and val is a number.
% If xvar, yvar, and zvar are not specified, it is assumed they are
% x, y, z in the symbolic case, or 'x', 'y',and 'z' in the
% string form of the command, respectively.
% The optional parameter plotpoints (added at the end)
% gives the number of steps in each direction between plottingpoints.
%
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% Example: implicitplot3d('x^2+y^2+z^2', 5, -3, 3, -3, 3, -3, 3)
% plots the sphere 'x^2+y^2+z^2=5' with 'x', 'y', and 'z'
% going from -3 to 3.
% implicitplot3d('x^2+y^2+z^2', 5, -3, 3, -3, 3, -3, 3, 30)
% does the same with higher accuracy.
% written by Jonathan Rosenberg, 7/30/99
% rewritten for MATLAB 7, 8/22/05
if nargin12, error('too many input arguments'); end
% Default value of plotpoints is 10.
plotpoints=10;
eq=varargin{1}; val=varargin{2};
stringflag=ischar(eq); % This is 'true' in the string case,
% 'false' in the symbolic case.
% Next, handle subcase where variable names are missing.
if nargin10
xvar=varargin{3}; yvar=varargin{4}; zvar=varargin{5};
xmin=varargin{6}; xmax=varargin{7};
ymin=varargin{8}; ymax=varargin{9};
zmin=varargin{10}; zmax=varargin{11};
if nargin==12, plotpoints=varargin{12}; end
end
if stringflag
F = vectorize(inline(eq,xvar,yvar,zvar));
else
F = inline(vectorize(eq),char(xvar),char(yvar),char(zvar));
end
[X Y]= meshgrid(xmin:(xmax-xmin)/plotpoints:xmax, ymin:(ymax-
ymin)/plotpoints:ymax);
%% Go through zvalues one at a time. For each one, plot corresponding
%% contourplot in x and y, with that z-value. We could use "contour"
%% except that it makes a "shadow", so we copy some of
%% the code of "contour".
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for z=zmin:(zmax-zmin)/plotpoints:zmax
lims = [min(X(:)),max(X(:)), min(Y(:)),max(Y(:))];
c = contours(X,Y,F(X,Y,z), [val val]);
limit = size(c,2);
i = 1;
h = [];
while(i < limit)npoints = c(2,i);
nexti = i+npoints+1;
xdata = c(1,i+1:i+npoints);
ydata = c(2,i+1:i+npoints);
zdata = z + 0*xdata; % Make zdata the same size as xdata
line('XData',xdata,'YData',ydata,'ZData',zdata); hold on;
i = nexti;
end
end
view(3)
xlabel(char(xvar))
ylabel(char(yvar))
zlabel(char(zvar))title([char(eq),' = ',num2str(val)], 'Interpreter','none')
hold off
Here's an example:
syms x y z; h=x^2+y^2+z^2; clf; % Clear old figure
implicitplot3d(h, 4, -3, 3, -3, 3, -3, 3, 40); axis equal
Problem 3:
Plot the hyperboloid
(Think of it as a level surface.)
Parameterized SurfacesWe have now plotted surfaces as graphs of functions of two variables or as level
surfaces of functions of three variables. The third possibility is case (2) above, using a
parameterization, which we have already used in a previous lesson. Let us return to
the tube around the twisted cubic. We will not need the entire context that created it,
but only the parametrization of the tube itself.
syms s t
tctube=[ t- 1/5*cos(s)*t*(2+9*t^2)/(9*t^4+9*t^2+1)^(1/2)/
(1+4*t^2+9*t^4)^(1/2)+3/5*sin(s)*t^2/(9*t^4+9*t^2+1)^(1/2), ...
t^2-1/5*cos(s)*(-1+9*t^4)/(9*t^4+9*t^2+1)^(1/2)/
(1+4*t^2+9*t^4)^(1/2)-3/5*sin(s)*t/(9*t^4+9*t^2+1)^(1/2), ...
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t^3+3/5*cos(s)*t*(1+2*t^2)/(9*t^4+9*t^2+1)^(1/2)/
(1+4*t^2+9*t^4)^(1/2)+1/5*sin(s)/(9*t^4+9*t^2+1)^(1/2)]
tctube =
[ t + (3*t^2*sin(s))/(5*(9*t^4 + 9*t^2 + 1)^(1/2)) - (t*cos(s)*(9*t^2
+ 2))/(5*(9*t^4 + 4*t^2 + 1)^(1/2)*(9*t^4 + 9*t^2 + 1)^(1/2)), t^2 -(3*t*sin(s))/(5*(9*t^4 + 9*t^2 + 1)^(1/2)) - (cos(s)*(9*t^4 - 1))/
(5*(9*t^4 + 4*t^2 + 1)^(1/2)*(9*t^4 + 9*t^2 + 1)^(1/2)), sin(s)/
(5*(9*t^4 + 9*t^2 + 1)^(1/2)) + t^3 + (3*t*cos(s)*(2*t^2 + 1))/
(5*(9*t^4 + 4*t^2 + 1)^(1/2)*(9*t^4 + 9*t^2 + 1)^(1/2))]
Do not be daunted by the complexity of this expression; we can use ezmesh to
recreate the plot of the tube that shows the twisting of the curves of constant s.
ezmesh(tctube(1), tctube(2), tctube(3), [0, 2*pi, -1, 1])
title 'tube around a twisted cubic'
Other surfaces can also be parametrized. In particular, the sphere we plotted as a level
surface can also be plotted parametrically (with better results), using spherical
coordinates. We use ph and th to represent the angles phi and theta. Note the use of
axis equal to make sure our plot looks like a sphere and not just an ellipsoid.
syms ph th
ezmesh(2*sin(ph)*cos(th), 2*sin(ph)*sin(th), ...
2*cos(ph), [0, pi, 0, 2*pi])
axis equal
Essentially the same parametrization can be used for an ellipsoid by replacing the
numerical coefficients of the three components, which were all equal to 2 in the above
case of the sphere, by the lengths of the respective semi-major axes. Hyperboloids can
be conveniently parametrized using hyperbolic functions. The essential identity to
bear in mind is
The following line parametrizes and plots the hyperboloid of one sheet
ezmesh(cosh(s)*cos(t),cosh(s)*sin(t),sinh(s), [-1, 1, 0, 2*pi])
Problem 4:
Parametrize and replot parametrically the hyperboloid you plotted in Problem 3.
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Additional Problems
1. Plot the hyperboloid of two sheets
(a) As a level surface.
(b) By parametrizing the upper and lower sheets separately and plotting them
both in the same figure using hold on.
2. Let
(a) Plot the graph ofh(x, y) for a range ofx and y sufficient to show the
interesting features of the function.
(b) Obtain a contour plot ofh(x, y) for the same range.
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A 3D scatter plot allows for the visualization of multivariate data of up to four
dimensions. The Scatter plot takes multiple scalar variables and uses them for
different axes in phase space. The different variables are combined to form
coordinates in the phase space and they are displayed using glyphs and colored using
another scalar variable.[1]
A scatter plot orscattergraph is a type ofmathematical diagram usingCartesian
coordinatesto display values for two variablesfor a set of data.
The data is displayed as a collection of points, each having the value of one variable
determining the position on the horizontal axis and the value of the other variable
determining the position on the vertical axis.[2] This kind ofplot is also called a
scatter chart,scattergram,scatter diagram orscatter graph.
[edit] Overview
A scatter plot is used when a variable exists that is under the control of the
experimenter. If a parameter exists that is systematically incremented and/or
decremented by the other, it is called the control parameterorindependent variable
and is customarily plotted along the horizontal axis. The measured ordependent
variable is customarily plotted along the vertical axis. If no dependent variable exists,
either type of variable can be plotted on either axis and a scatter plot will illustrate
only the degree ofcorrelation (not causation) between two variables.
A scatter plot can suggest various kinds of correlations between variables with a
certain confidence interval. Correlations may be positive (rising), negative (falling),
or null (uncorrelated). If the pattern of dots slopes from lower left to upper right, itsuggests a positive correlation between the variables being studied. If the pattern of
http://en.wikipedia.org/wiki/Scatter_plot#cite_note-0http://en.wikipedia.org/wiki/Scatter_plot#cite_note-0http://en.wikipedia.org/wiki/Mathematical_diagramhttp://en.wikipedia.org/wiki/Mathematical_diagramhttp://en.wikipedia.org/wiki/Cartesian_coordinate_systemhttp://en.wikipedia.org/wiki/Cartesian_coordinate_systemhttp://en.wikipedia.org/wiki/Cartesian_coordinate_systemhttp://en.wikipedia.org/wiki/Cartesian_coordinate_systemhttp://en.wikipedia.org/wiki/Variable_(mathematics)http://en.wikipedia.org/wiki/Variable_(mathematics)http://en.wikipedia.org/wiki/Scatter_plot#cite_note-1http://en.wikipedia.org/wiki/Plot_(graphics)http://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=1http://en.wikipedia.org/wiki/Independent_variablehttp://en.wikipedia.org/wiki/Dependent_variablehttp://en.wikipedia.org/wiki/Dependent_variablehttp://en.wikipedia.org/wiki/Correlationhttp://en.wikipedia.org/wiki/Causalityhttp://en.wikipedia.org/wiki/Confidence_intervalhttp://en.wikipedia.org/wiki/Correlationhttp://en.wikipedia.org/wiki/File:Scatter_plot.jpghttp://en.wikipedia.org/wiki/File:Scatter_plot.jpghttp://en.wikipedia.org/wiki/File:Oldfaithful3.pnghttp://en.wikipedia.org/wiki/Scatter_plot#cite_note-0http://en.wikipedia.org/wiki/Mathematical_diagramhttp://en.wikipedia.org/wiki/Cartesian_coordinate_systemhttp://en.wikipedia.org/wiki/Cartesian_coordinate_systemhttp://en.wikipedia.org/wiki/Variable_(mathematics)http://en.wikipedia.org/wiki/Scatter_plot#cite_note-1http://en.wikipedia.org/wiki/Plot_(graphics)http://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=1http://en.wikipedia.org/wiki/Independent_variablehttp://en.wikipedia.org/wiki/Dependent_variablehttp://en.wikipedia.org/wiki/Dependent_variablehttp://en.wikipedia.org/wiki/Correlationhttp://en.wikipedia.org/wiki/Causalityhttp://en.wikipedia.org/wiki/Confidence_intervalhttp://en.wikipedia.org/wiki/Correlation7/27/2019 3d drawing in matlab
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dots slopes from upper left to lower right, it suggests a negative correlation. A line of
best fit (alternatively called 'trendline') can be drawn in order to study the correlation
between the variables. An equation for the correlation between the variables can be
determined by established best-fit procedures. For a linear correlation, the best-fit
procedure is known as linear regressionand is guaranteed to generate a correct
solution in a finite time. No universal best-fit procedure is guaranteed to generatea correct solution for arbitrary relationships. A scatter plot is also very useful
when we wish to see how two comparable data sets agree with each other. In this
case, an identity line, i.e., ay=xline, or an 1:1 line, is often drawn as a reference.
The more the two data sets agree, the more the scatters tend to concentrate in the
vicinity of the identity line; if the two data sets are numerically identical, the
scatters fall on the identity line exactly.
One of the most powerful aspects of a scatter plot, however, is its ability to show
nonlinear relationships between variables. Furthermore, if the data is represented by a
mixture model of simple relationships, these relationships will be visually evident as
superimposed patterns.
The scatter diagram is one of the seven basic tools ofquality control.[3]
[edit] Example
For example, to display values for "lung capacity" (first variable) and how long that
person could hold his breath, a researcher would choose a group of people to study,
then measure each one's lung capacity (first variable) and how long that person could
hold his breath (second variable). The researcher would then plot the data in a scatter
plot, assigning "lung capacity" to the horizontal axis, and "time holding breath" to thevertical axis.
A person with a lung capacity of 400 ml who held his breath for 21.7 seconds would
be represented by a single dot on the scatter plot at the point (400, 21.7) in the
Cartesian coordinates. The scatter plot of all the people in the study would enable the
researcher to obtain a visual comparison of the two variables in the data set, and will
help to determine what kind of relationship there might be between the two variables.
[edit] See also
Plot (graphics)
[edit] References
1. ^ Visualizations that have been created with VisIt. at wci.llnl.gov. Last
updated: November 8, 2007.
2. ^ Utts, Jessica M. Seeing Through Statistics 3rd Edition, Thomson
Brooks/Cole, 2005, pp 166-167. ISBN 0-534-39402-7
3. ^Nancy R. Tague (2004). "Seven Basic Quality Tools". The Quality
Toolbox.Milwaukee, Wisconsin: American Society for Quality. p. 15.
http://en.wikipedia.org/wiki/Curve_fittinghttp://en.wikipedia.org/wiki/Linear_regressionhttp://en.wikipedia.org/wiki/Linear_regressionhttp://en.wikipedia.org/wiki/Identity_linehttp://en.wikipedia.org/wiki/Seven_Basic_Tools_of_Qualityhttp://en.wikipedia.org/wiki/Quality_controlhttp://en.wikipedia.org/wiki/Quality_controlhttp://en.wikipedia.org/wiki/Scatter_plot#cite_note-2http://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=2http://en.wikipedia.org/wiki/Cartesian_coordinate_systemhttp://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=3http://en.wikipedia.org/wiki/Plot_(graphics)http://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=4http://en.wikipedia.org/wiki/Scatter_plot#cite_ref-0https://wci.llnl.gov/codes/visit/gallery.htmlhttp://en.wikipedia.org/wiki/Scatter_plot#cite_ref-1http://en.wikipedia.org/wiki/Special:BookSources/0534394027http://en.wikipedia.org/wiki/Scatter_plot#cite_ref-2http://www.asq.org/learn-about-quality/seven-basic-quality-tools/overview/overview.htmlhttp://en.wikipedia.org/wiki/Milwaukee,_Wisconsinhttp://en.wikipedia.org/wiki/Milwaukee,_Wisconsinhttp://en.wikipedia.org/wiki/American_Society_for_Qualityhttp://en.wikipedia.org/wiki/Curve_fittinghttp://en.wikipedia.org/wiki/Linear_regressionhttp://en.wikipedia.org/wiki/Identity_linehttp://en.wikipedia.org/wiki/Seven_Basic_Tools_of_Qualityhttp://en.wikipedia.org/wiki/Quality_controlhttp://en.wikipedia.org/wiki/Scatter_plot#cite_note-2http://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=2http://en.wikipedia.org/wiki/Cartesian_coordinate_systemhttp://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=3http://en.wikipedia.org/wiki/Plot_(graphics)http://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=4http://en.wikipedia.org/wiki/Scatter_plot#cite_ref-0https://wci.llnl.gov/codes/visit/gallery.htmlhttp://en.wikipedia.org/wiki/Scatter_plot#cite_ref-1http://en.wikipedia.org/wiki/Special:BookSources/0534394027http://en.wikipedia.org/wiki/Scatter_plot#cite_ref-2http://www.asq.org/learn-about-quality/seven-basic-quality-tools/overview/overview.htmlhttp://en.wikipedia.org/wiki/Milwaukee,_Wisconsinhttp://en.wikipedia.org/wiki/American_Society_for_Quality7/27/2019 3d drawing in matlab
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http://www.asq.org/learn-about-quality/seven-basic-quality-
tools/overview/overview.html. Retrieved 2010-02-05.
[edit] External links
Wikimedia Commons has media related to:Scatterplots
What is a scatterplot?
Correlation scatter-plot matrix - for ordered-categorical data - Explanation and
R code
Retrieved from "http://en.wikipedia.org/wiki/Scatter_plot"
Categories: Statistical charts and diagrams |Quality control tools
Hidden categories: Statistics articles with navigational template
Learning Objectives
After completing this tutorial, you should be able to:
1. Plot points on a rectangular coordinate system.
2. Identify what quadrant or axis a point lies on.
3. Know if an equation is a linear equation.
4. Tell if an ordered pair is a solution of an equation in two variables or not.
http://www.asq.org/learn-about-quality/seven-basic-quality-tools/overview/overview.htmlhttp://www.asq.org/learn-about-quality/seven-basic-quality-tools/overview/overview.htmlhttp://www.asq.org/learn-about-quality/seven-basic-quality-tools/overview/overview.htmlhttp://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=5http://commons.wikimedia.org/wiki/Category:Scatterplotshttp://www.psychwiki.com/wiki/What_is_a_scatterplot%3Fhttp://www.r-statistics.com/2010/04/correlation-scatter-plot-matrix-for-ordered-categorical-data/http://en.wikipedia.org/wiki/Scatter_plothttp://en.wikipedia.org/wiki/Special:Categorieshttp://en.wikipedia.org/wiki/Category:Statistical_charts_and_diagramshttp://en.wikipedia.org/wiki/Category:Quality_control_toolshttp://en.wikipedia.org/wiki/Category:Quality_control_toolshttp://en.wikipedia.org/wiki/Category:Statistics_articles_with_navigational_templatehttp://www.asq.org/learn-about-quality/seven-basic-quality-tools/overview/overview.htmlhttp://www.asq.org/learn-about-quality/seven-basic-quality-tools/overview/overview.htmlhttp://en.wikipedia.org/w/index.php?title=Scatter_plot&action=edit§ion=5http://commons.wikimedia.org/wiki/Category:Scatterplotshttp://www.psychwiki.com/wiki/What_is_a_scatterplot%3Fhttp://www.r-statistics.com/2010/04/correlation-scatter-plot-matrix-for-ordered-categorical-data/http://en.wikipedia.org/wiki/Scatter_plothttp://en.wikipedia.org/wiki/Special:Categorieshttp://en.wikipedia.org/wiki/Category:Statistical_charts_and_diagramshttp://en.wikipedia.org/wiki/Category:Quality_control_toolshttp://en.wikipedia.org/wiki/Category:Statistics_articles_with_navigational_template7/27/2019 3d drawing in matlab
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5. Graph an equation by plotting points.
Introduction
This section covers the basic ideas of graphing: rectangular coordinate system, solutions to equations
in two variables, and sketching a graph. Graphs are important in giving a visual representation of the
correlation between two variables. Even though in this section we are going to look at it generically, using
a generalx andy variable, you can use two-dimensional graphs for any application where you have twovariables. For example, you may have a cost function that is dependent on the quantity of items made. If
you needed to show your boss visually the correlation of the quantity with the cost, you could do that on a
two-dimensional graph. I believe that it is important for you learn how to do something in general, then
when you need to apply it to something specific you have the knowledge to do so. Going from general tospecific is a lot easier than specific to general. And that is what we are doing here looking at graphing in
general so later you can apply it to something specific, if needed.
Tutorial
Rectangular Coordinate System
The following is the rectangular coordinate system:
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It is made up of two number lines:
1. The horizontal number line is thex- axis.
2. The vertical number line is they- axis.
The origin is where the two intersect. This is where both number lines are 0.
It is split into fourquadrants which are marked on this graph with Roman numerals.
Each point on the graph is associated with an ordered pair. When dealing with anx, y graph,
x is always first andy is always second in the ordered pair(x, y). It is a solution to an equationin two variables. Even though there are two values in the ordered pair, be careful that it
associates to ONLY ONE point on the graph, the point lines up with both the xvalue of the
ordered pair (x-axis) and they value of the ordered pair (y-axis).
Example 1: Plot the ordered pairs and name the quadrant or axis in which the point lies.A(2, 3), B(-1, 2), C(-3, -4), D(2, 0), and E(0, 5).
Remember that each ordered pair associates with only one point on the graph. Just line up the
x value and then they value to get your location.
A(2, 3) lies in quadrant I.
B(-1, 2) lies in quadrant II.
C(-3, -4) lies in quadrant III.
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D(2, 0) lies on thex-axis.
E(0, 5) lies on they-axis.
Solutions of Equations
in Two Variables
The solutions to equations in two variables consist of two values that when substituted into their
corresponding variables in the equation, make a true statement.
In other words, if your equation has two variablesx andy, and you plug in a value forx and itscorresponding value fory and the mathematical statement comes out to be true, then thex andy value thatyou plugged in would together be a solution to the equation.
Equations in two variables can have more than one solution.
We usually write the solutions to equations in two variables in ordered pairs.
Example 2: Determine whether each ordered pair is a solution of the given equation. y =
5x - 7; (2, 3), (1, 5), (-1, -12)
Lets start with the ordered pair (2, 3).
Which number is thex value and which one is they value? If you saidx = 2 andy = 3, you arecorrect!
Lets plug (2, 3) into the equation and see what we get:
*Plug in 2 forxand 3 for y
This is a TRUE statement, so (2, 3) is a solution to the equationy = 5x- 7.
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Now lets take a look at (1, 5).
Which number is thex value and which one is they value? If you saidx = 1 and y = 5, youare right!
Lets plug (1, 5) into the equation and see what we get:
*Plug in 1 forxand 5 for y
Whoops, it looks like we have ourselves a FALSE statement. This means that (1, 5) is NOT
a solution to the equation 5x- 7.
Now lets look at (-1, -12).
Which number is thex value and which one is they value? If you saidx = -1 andy = -12,you are right!
Lets plug (-1, -12) into the equation and see what we get:
*Plug in -1 forxand -12 fory
We have anotherTRUE statement. This means (-1, -12) is another solution to the equation
y = 5x- 7.
Note that you were only given three ordered pairs to check, however, there are an infinite
number of solutions to this equation. It would very cumbersome to find them all.
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Example 3: Determine whether each ordered pair is a solution of the given
equation. ; (0, -3), (1, -3), (-1, -3)
Lets start with the ordered pair (0, -3).
Which number is thex value and which one is they value? If you saidx = 0 andy = -3, youare correct!
Lets plug (0, -3) into the equation and see what we get:
*Plug in 0 forxand -3 fory
This is a FALSE statement, so (0, -3) is NOT a solution to the equation
Now, lets take a look at (1, -3).
Which number is thex value and which one is they value? If you saidx = 1 and y = -3, youare right!
Lets plug (1, -3) into the equation and see what we get:
*Plug in 1 forxand -3 fory
This is a TRUE statement. This means that (1, -3) is a solution to the equation .
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Now, lets look at (-1, -3).
Which number is thex value and which one is they value? If you saidx = -1 andy = -3, youare right!
Lets plug (-1, -3) into the equation and see what we get:
*Plug in -1 forxand -3 fory
This is a TRUE statement. This means that (1, -3) is a solution to the equation .
Linear Equation in
Two Variables
Standard Form:
Ax+ By = C
A linear equation in two variables is an equation that can be written in the form Ax + By = C, where A andB are not both 0.
This form is called the standard form of a linear equation.
Example 4: Write the following linear equation in standard form.
y = 7x - 5
This means we want to write it in the form Ax + By = C.
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*Inverse of add 7xis sub. 7x*In standard form
Graphing a Linear Equation
by Plotting Points
If the equation is linear:
Step 1: Find three ordered pair solutions.
You do this by plugging in ANY three values forx and find their correspondingy values.
Yes, it can be ANY three values you want, 1, -3, or even 10,000. Remember
there are an infinite number of solutions. As long as you find the corresponding
y value that goes with eachx, you have a solution.
Step 2: Plot the points found in step 1.
Remember that each ordered pair corresponds to only one point on the graph.
The point lines up with both the x value of the ordered pair (x-axis) and theyvalue of the ordered pair (y-axis).
Step 3: Draw the graph.
A linear equation will graph as a straight line.
If you know it is a linear equation and your points dont line up, then you either
need to check your math in step 1 and/or that you plotted all the points found
correctly.
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Example 5: Determine whether the equation is linear or not. Then graph the equation. y =
5x - 3
If we subtract 5x from both sides, then we can write the given equation as -5x +y = -3.
Since we can write it in the standard form, Ax+ By = C, then we have a linear equation.
This means that we will have a line when we go to graph this.
Step 1: Find three ordered pair solutions.
Im going to use a chart to organize my information. A chart keeps track of thex values that
you are using and the correspondingy value found when you used a particularx value.
If you do this step the same each time, then it will make it easier for you to remember how to
do it.
I usually pick out three points when I know Im dealing with a line. The threex values Imgoing to use are -1, 0, and 1. (Note that you can pick ANY three x values that you want.
You do not have to use the values that I picked.) You want to keep it as simple as possible.
The following is the chart I ended up with after plugging in the values I mentioned forx.
x y = 5x- 3 (x,y)
-1 y = 5(-1) - 3 = -8 (-1, -8)0 y = 5(0) - 3 = -3 (0, -3)
1 y = 5(1) - 3 = 2 (1, 2)
Step 2: Plot the points found in step 1.
http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#linear1http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#linear2http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#linear1http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#linear27/27/2019 3d drawing in matlab
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Step 3: Draw the graph.
Graphing a Non-Linear Equation
by Plotting Points
If the equation is non-linear:
Step 1: Find six or seven ordered pair solutions.
http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#linear3http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#linear37/27/2019 3d drawing in matlab
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Non-linear equations can vary on what the graph looks like. So it is good to
have a lot of points so you can get the right shape of the graph.
Step 2: Plot the points found in step 1.
Step 3: Draw the graph.
If the points line up draw a straight line through them. If the points are in a
curve, draw a curve through them.
Example 6: Determine whether the equation is linear or not. Then graph the
equation.
If we subtract the x squared from both sides, we would end up with . Is this a
linear equation? Note how we have anx squared as opposed to x to the one power.
It looks like we cannot write it in the form Ax + By = C because thex has to be to the onepower, not squared. So this is not a linear equation.
However, we can still graph it.
Step 1: Find six or seven ordered pair solutions.
The sevenx values that I'm going to use are -3, -2, -1, 0, 1, 2, and 3. (Note that you can pick
ANYxvalues that you want. You do not have to use the values that I picked.) You wantto keep it as simple as possible. The following is the chart I ended up with after plugging in the
values I mentioned forx.
Note that the carrot top (^) represents an exponent. For example,x squared can be written as
x^2. The second column is showing you the 'scratch work' of how we got the corresponding
value ofy.
http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear1http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear17/27/2019 3d drawing in matlab
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x (x,y)
-3 y = (-3)^2 - 4 = 5 (-3, 5)
-2 y = (-2)^2 - 4 = 0 (-2, 0)
-1 y = (-1)^2 - 4 = -3 (-1, -3)
0 y = (0)^2 - 4 = -4 (0, -4)
1 y = (1)^2 - 4 = -3 (1, -3)
2 y = (2)^2 - 4 = 0 (2, 0)
3 y = (3)^2 - 4 = 5 (3, 5)
Step 2: Plot the points found in step 1.
Step 3: Draw the graph.
http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear2http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear3http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear2http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear37/27/2019 3d drawing in matlab
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Example 7: Determine whether the equation is linear or not. Then graph the
equation.
Do you think this equation is linear or not? It is a tricky problem because both thex and y
variables are to the one power. However,xis inside the absolute value sign and we cantjust take it out of there.
In other words, we cant write it in the form Ax + By = C. This means that this equation isnot a linear equation.
If you are unsure that an equation is linear or not, you can ALWAYS plug inx values and find
the correspondingy values to come up with ordered pairs to plot.
Step 1: Find six or seven ordered pair solutions.
The seven x values that I'm going to use are -3, -2, -1, 0, 1, 2, and 3. (Note that you can pick
ANYxvalues that you want. You do not have to use the values that I picked.) You wantto keep it as simple as possible. The following is the chart I ended up with after plugging in the
values I mentioned forx.
x (x,y)-3 y = |-3 + 1| = 2 (-3, 2)
http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear1http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear17/27/2019 3d drawing in matlab
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-2 y = |-2 + 1| = 1 (-2, 1)
-1 y = |-1 + 1| = 0 (-1, 0)
0 y = |0 + 1| = 1 (0, 1)
1 y = |1 + 1| = 2 (1, 2)
2 y = |2 + 1| = 3 (2, 3)
3 y = |3 + 1| = 4 (3, 4)
Step 2: Plot the points found in step 1.
Step 3: Draw the graph.
http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear2http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear3http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear2http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph.htm#nonlinear37/27/2019 3d drawing in matlab
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Practice Problems
These are practice problems to help bring you to the next level. It will allow you to check and see if youhave an understanding of these types of problems. Math works just like anything else, if you want to get
good at it, then you need to practice it. Even the best athletes and musicians had help along the way
and lots of practice, practice, practice, to get good at their sport or instrument. In fact there is no such
thing as too much practice.
To get the most out of these, you should work the problem out on your own and then check your
answer by clicking on the link for the answer/discussion for that problem. At the link you will find
the answer as well as any steps that went into finding that answer.
Practice Problem 1a: Plot the ordered pairs and name the quadrant or axis in which th
point lies.
1a. A(3, 1), B(-2, -1/2), C(2, -2), and
D(0,1)(answer/discussion to 1a)
Practice Problem 2a: Determine if each ordered pair is a solution of the given equation.
2a. y = 4x - 10 (0, -10), (1, -14), (-1, -14)
(answer/discussion to 2a)
Practice Problems 3a - 3c: Determine whether each equation is linear or not. Then gra
the equation.
3a. y = 2x - 1 3b.
http://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph_ans.htm#ad1ahttp://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph_ans.htm#ad2ahttp://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph_ans.htm#ad1ahttp://www.wtamu.edu/academic/anns/mps/math/mathlab/int_algebra/int_alg_tut12_graph_ans.htm#ad2a7/27/2019 3d drawing in matlab
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(answer/discussion to 3a) (answer/discussion to 3b)
3c.(answer/discussion to 3c)
Need Extra Help on these Topics?
The following are webpages that can assist you in the topics that were covered on this page:
http://www.purplemath.com/modules/plane.htm
This webpage helps you with plotting points.
http://www.math.com/school/subject2/lessons/S2U4L1DP.html
This website helps you with plotting points.
http://www.purplemath.com/modules/graphlin.htm
This webpage helps you with graphing linear equations.
Go to Get Help Outside the Classroom found in Tutorial 1: How to Succeed in a Math Class for some
more suggestions.
WTAMU>Virtual Math Lab > Intermediate Algebra
Last revised on July 3, 2011 by Kim Seward.
All contents copyright (C) 2001 - 2011, WTAMU and Kim Seward. All rights reserved.
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Solutions: Systems of 3 variable
Equations
Where Planes Intersect
Systems of equations that have three variables are systems of planes. Since all three
variables equations such as 2x + 3y + 4z = 6 describe a a three dimensional plane.
Pictured below is an example of the graph of the plane 2x + 3y + z = 6. The
red triangle is the portion of the plane when x, y, and z values are all positive.
This plane actually continues off in the negative direction. All that is pictured
is the part of the plane that is intersected by the positive axes (the negative
axes have dashed lines).
Systems of Linear Equations ( 2 variables)
Like systems of linear equations, the solution of a system of planes can be nosolution, one solution or infinite solutions.
No Solution of three variable systems
Below is a picture of three planes that have no solution.There is no single
point at which all threeplanes intersect, therefore this system has no solution.
http://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/http://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/http://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/http://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/http://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/7/27/2019 3d drawing in matlab
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The other common example of systems of three variables equations that have
no solution is pictured below. In the case below, each plane intersects the
other two planes. However, there is no single point at which all three
planes meet. Therefore, the system of 3 variable equations below has no
solution.
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One Solution of three variable systems
If the three planes intersect as pictured below then the three variable system
has 1 point in common, and a single solution represented by the black point
below.
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Infinite Solutions of three variable systems
If the three planes intersect as pictured below then the three variable system
has a line of intersection and therefore an infinite number of solutions.
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Before attempting to solve systems of three variable equations using elimination, you
should probably be comfortable solving 2 variable systems of linear equations using
eliminationExample of how to solve a system of three variable equations using elimination.
http://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/index.php#eliminationhttp://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/index.php#eliminationhttp://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/index.php#eliminationhttp://www.mathwarehouse.com/algebra/linear_equation/systems-of-equation/index.php#elimination7/27/2019 3d drawing in matlab
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Practice Problems
Problem 1) Use elimination to solve the following system of three variable equations.
4x + 2y 2z = 10
2x + 8y + 4z = 32 30x + 12y 4z = 24
Solution
Top
Hello, I posted this several weeks ago in another forum, but I never really got a
good answer. Could someone please take a look at this an tell me if it's
mathematically valid?Thanks!
Do Equations in More Than Three Variables Represent Graphs in Higher
Dimensions?
--------------------------------------------------------------------------------
Hey, first of all, I'd like to apologize if I'm posting this in the wrong forum. I wasn't
sure whether I should post it here or in the mathematics forum. Recently I was
going through an Algebra book, and I saw a chapter on solving linear equations in
three variables. The book explained how these sets of equations can be solved using
elimination, matrices, Cramer's rule, etc. Anyway, I worked several of these
problems. When I was finished, just out of curiosity, I wondered what it would be
like if I set up five sets of equations with five variables, and solved them. I created
one, and using my preferred technique, elimination, I went about solving it and it
went MUCH more smoothly than I expected it would. When I was finished, I had
the values that I had started out with, and it had all worked out fine. I used fivevariables X, Y, Z, K, and J. When I had finished, I went back to the book I was
using and saw that linear sentences in two variables represented graphs in two
dimensions, and linear equations in three variables represent graphs in three
dimensions. So here's my question: Do sets of equations with more than three
variables represent graphs in higher dimensions?
P.S: Here are the equations I worked. Feel free to point out anything that I may have
done wrong.
2x+4y-1z-6k+2j=-1
http://www.mathwarehouse.com/algebra/planes/systems/three-variable-equations.php#tophttp://www.mathwarehouse.com/algebra/planes/systems/three-variable-equations.php#top7/27/2019 3d drawing in matlab
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3x+6y-3z-8k+4j=1
1x+3y+4z-2k+4j=47
4x-2y-2z+6k+2j=28
5x+3y+4z+3k+3j=69
(The values are X=2, Y=3, Z=5, K=4, J=6).
Liger20
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#2
HallsofIvy
HallsofIvy
is Offline:
Posts:
30,415
Originally Posted by Liger20
Hello, I posted this several weeks ago in
another forum, but I never really got a good
answer. Could someone please take a look at
this an tell me if it's mathematically valid?
Thanks!
Do Equations in More Than Three Variables
Represent Graphs in Higher Dimensions?
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Hey, first of all, I'd like to apologize if I'm
posting this in the wrong forum. I wasn't sure
whether I should post it here or in the
mathematics forum. Recently I was going
through an Algebra book, and I saw a chapteron solving linear equations in three variables.
The book explained how these sets of equations
can be solved using elimination, matrices,
Cramer's rule, etc. Anyway, I worked several of
these problems. When I was finished, just out of
curiosity, I wondered what it would be like if I
set up five sets of equations with five variables,
and solved them. I created one, and using my
preferred technique, elimination, I went about
solving it and it went MUCH more smoothly
than I expected it would. When I was finished, Ihad the values that I had started out with, and it
had all worked out fine. I used five variables X,
Y, Z, K, and J. When I had finished, I went back
to the book I was using and saw that linear
sentences in two variables represented graphs
in two dimensions, and linear equations in three
variables represent graphs in three dimensions.
So here's my question: Do sets of equations
with more than three variables represent
graphs in higher dimensions?
P.S: Here are the equations I worked. Feel free
to point out anything that I may have done
wrong.
2x+4y-1z-6k+2j=-1
3x+6y-3z-8k+4j=1
1x+3y+4z-2k+4j=47
4x-2y-2z+6k+2j=28
5x+3y+4z+3k+3j=69
(The values are X=2, Y=3, Z=5, K=4, J=6).
Actually, I would have put it the other way
around: a graph represents an equation. Equations
don't necessarily "represent" graphs or anything
else. An equation is itself and, if it was derived
from some application, represents whatever the
application is about.
However, it certainly is possible to associate anequation in several variables with a graph. In this
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case, you have 5 linear equations in 5 variables. It
would be possible to solve each of those equations
for any one of the variables "in terms of" the other
4. Given any one of those 4 values, the 5th is
determined. Yes, we could set up a "5
dimensional" coordinate system and each equation
would "represent" (or be represented by) a "hyper-
plane" in 5 dimensions.
HallsofIvy
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What does the other 7- Beyond the Standard Model 13
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