Chabot Mathematics
§3.2 Concavity
& Inflection
Bruce Mayer, PE
Licensed Electrical & Mechanical Engineer
BMayer@ChabotCollege.edu
Chabot College Mathematics
1
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Review §
3.1
Any QUESTIONS About
• §3.1 → Relative Extrema
Any QUESTIONS
About
HomeWork
• §3.1 →
HW-13
Chabot College Mathematics
2
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
§3.2 Learning Goals
Introduce Concavity (a.k.a. Curvature)
Use the sign of the second derivative to
find intervals of concavity
Locate and examine
inflection points
Apply the second
derivatives test for
relative extrema
Chabot College Mathematics
3
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
ConCavity Described
Concavity quantifies the Slope-Value
Trend (Sign & Magnitude) of a fcn when
moving Left→Right on the fcn Graph
MTH15 • BLUE
m≈−4.4
m≈−4.4
m = df/dx
m≈0
MTH15 • RED
3
3
2
2
1
1
0
0
-1
-1
-2
-2
-3
-3
-4
-4
-5
1
2
3
4
-5
Position, x
Chabot College Mathematics
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1
2
3
Position, x
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
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Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
MATLAB Code
% Bruce Mayer, PE
% MTH-15 •11Jul133
% XYfcnGraph6x6BlueGreenBkGndTemplate1306.m
%
% The data
blue =[2.2 0 -1.4 -4.4]
red = [-4.4 -1.4 0 2.2]
%
% the 6x6 Plot
axes; set(gca,'FontSize',12);
subplot(1,2,1)
bar(blue, 'b'), grid, xlabel('\fontsize{14}Position, x'),
ylabel('\fontsize{14}m = df/dx'),...
title(['\fontsize{16}MTH15 • BLUE',]), axis([0 5 5,3])
subplot(1,2,2)
bar(red, 'r'), grid, xlabel('\fontsize{14}Position, x'),
axis([0 5 -5,3]),...
title(['\fontsize{16}MTH15 • RED',])
set(get(gco,'BaseLine'),'LineWidth',4,'LineStyle',':')
ConCavity Defined
A differentiable function f on a < x < b is
said to be:
… concave DOWN (↓)
if df/dx is DEcreasing
on the interval
…concave up if
df/dx is INcreasing
on the interval.
Chabot College Mathematics
6
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
Consider the function f given in the
graph and defined on the interval (−4,4).
Approximate all
intervals on which
the function is
INcreasing,
DEcreasing,
concave up,
or concave down
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
SOLUTION
Because we have NO equation for the
function, we need to use our best
judgment:
• around where the
graph changes directions
(increasing/decreasing)
• where the derivative of
the graph changes directions
(concave up or down).
Chabot College Mathematics
8
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
To determine where the function is
INcreasing, we look for the graph to
“Rise to the Right (RR)”
Rising
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
Similarly, the function is DEcreasing
where the graph “Falls to the Right
(FR)”:
Falling
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
Conclude that f is increasing on the
interval (0,4) and decreasing on the
interval (−4,0)
Now
Examine
Concavity.
Falling to Rt
Chabot College Mathematics
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Rising to Rt
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
A function is concave UP wherever its
derivative is INcreasing. Visually, we
look for where the graph is
“curved upward”,
or “Bowl-Shaped”
Similarly, A function is concave DOWN
wherever its derivative is DEcreasing.
Visually, we look for where the graph is
“curved downward”,
or “Dome-Shaped”
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
The graph is “curved UPward” for values
of x near zero, and might guess the
curvature to be positive between −1 & 1
Chabot College Mathematics
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f is ConCave UP
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
The graph is “curved DOWNward” for
values of x on the outer edges of the
domain.
f is ConCave DOWN
Chabot College Mathematics
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f is ConCave DOWN
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Graphical Concavity
Thus the function is concave UP approximately
on the interval (−1,1) and concave DOWN on
the intervals (−4, −1) & (1,4)
f is ConCave DOWN
f is ConCave DOWN
f is ConCave UP
Bruce Mayer, PE
Chabot College Mathematics
15
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Inflection Point Defined
A function has an
inflection point 50
40
at x=a if f is
30
continuous
20
10
and the
0
CONCAVITY
-10
of f CHANGES -20
-30
at Pt-a
MTH15 • Inflection Point
y = f(x)
ConCave UP
Inflection
Point
ConCave DOWN
-40
-50
-2
-1
0
1
2
3
4
5
6
x
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
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8
9
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
MATLAB Code
% Bruce Mayer, PE
% MTH-15 • 10Jul13
% XYfcnGraph6x6BlueGreenBkGndTemplate1306.m
%
% The Limits
xmin = -2; xmax = 9;
ymin =-50; ymax = 50;
% The FUNCTION
x = linspace(xmin,xmax,1000); y =(x-4).^3/4 + (x+5).^2/7;
yOf4 = (4-4).^3/4 + (4+5).^2/7
%
% The ZERO Lines
zxh = [xmin xmax]; zyh = [0 0]; zxv = [0 0]; zyv = [ymin ymax];
%
% the 6x6 Plot
axes; set(gca,'FontSize',12);
whitebg([0.8 1 1]); % Chg Plot BackGround to Blue-Green
plot(x,y, 'LineWidth', 5),axis([xmin xmax ymin ymax]),...
grid, xlabel('\fontsize{14}x'), ylabel('\fontsize{14}y =
f(x)'),...
title(['\fontsize{16}MTH15 • Inflection Point',])
hold on
plot(4, yOf4, 'd r', 'MarkerSize', 9,'MarkerFaceColor', 'r',
'LineWidth', 2)
plot(zxv,zyv, 'k', zxh,zyh, 'k', 'LineWidth', 2)
set(gca,'XTick',[xmin:1:xmax]); set(gca,'YTick',[ymin:10:ymax])
hold off
Example Inflection Graphically
change from concave
down to up
change from concave
up to down
The function shown above has TWO
inflection points.
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
2nd Derivative Test
Consider a function 𝑓 for Which
𝑑2 𝑓 𝑑𝑥 2 is Defined on some interval
containing a critical Point 𝑐 (Recall that
𝑑𝑓 𝑑𝑥 𝑥=𝑐 = 0) Then:
𝑑2𝑓
𝑑𝑥 2
• If
> 0, then 𝑓 is Concave UP at
𝑥 = 𝑐 so 𝑐 is a Relative MIN
𝑑2𝑓
𝑑𝑥 2
• If
< 0, then 𝑓 is Concave DOWN
at 𝑥 = 𝑐 so 𝑐 is a Relative MAX
Chabot College Mathematics
19
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Apply 2nd Deriv Test
Use the 2nd Derivative Test
2
x
f x
to Find and classify all
x 1
critical points for the Function
SOLUTION
df ( x 1) 2 x x 2 1
Find the
dx
( x 1) 2
2
critical points
x + 2x
0=
by solving:
2
(x +1)
2
df
0
=
x
+ 2x
f ' x 0
dx
0 = x ( x + 2)
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Apply 2nd Deriv Test
By Zero-Products:
0 xx 2 x 0 OR x 2
Also need to check for values of x that
make the derivative undefined.
2
df x 2 x
• ReCall the
st
1 Derivative:
dx ( x 1) 2
• Thus df/dx is UNdefined for x = −1, But the
ORIGINAL function is ALSO Undefined at
the this value
– Thus there is NO Critical Point at x = −1
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Apply 2nd Deriv Test
Thus the only critical points are at −2 & 0
Now use the second derivative test to
determine whether each is a MAXimum
or MINimum (or if the test is
InConclusive):
d2y
d x2 2x
2
2
dx dx x 1
x 1 2 x 2 x 2 x 2 x 1 1
4
x 1
2
Chabot College Mathematics
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2
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Apply 2nd Deriv Test
Before expanding the BiNomials, note
that the numerator and denominator can
be simplified by removing a common
factor of (x+1) from all terms:
d f x 1 2 x 2 x 2 2 x 2x 1 1
2
dx
x 14
2
2
d 2 f x 1 x 12 x 2 2 x 2 2 x
2
dx
x 1x 13
d 2 f x 12 x 2 2 x 2 2 x
3
2
dx
x 1
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Apply 2nd Deriv Test
Now expand BiNomials:
d f 2x 2x 2x 2 2x 4x
2
3
2
3
dx
(
x
1
)
x 1
2
2
2
Now Check Value of f’’’(0) & f’’’(−2)
2
d f
f ' ' 2 2
dx
x 2
2
2 0
3
2 1
x 0
2
2 0
3
0 1
2
d f
f ' ' 0 2
dx
Chabot College Mathematics
24
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Apply 2nd Deriv Test
The
Derivative is
NEGATIVE at x = −2
2nd
• Thus the orginal fcn is ConCave
DOWN at x = −2, and a
Relative MAX exists at this Pt
d2 f
2
dx
2
x 2
d2 f
2
dx
2
x 0
Conversely, 2nd Derivative is POSITIVE
at x = 0
• Thus the orginal fcn is ConCave UP at x = 0
and a Relative MIN exists at this Pt
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Apply 2nd Deriv Test
Confirm by Plot →
Note the relative
MINimum at 0,
relative MAXimum
at −2, and a
vertical asymptote
where the function is undefined at x=−1
(although the vertical line is not part of
the graph of the function)
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
ConCavity Sign Chart
A form of the df/dx (Slope) Sign Chart
(Direction-Diagram) Analysis Can be
Applied to d2f/dx2 (ConCavity)
Call the ConCavity Sign-Charts “DomeDiagrams” for INFLECTION Analysis
ConCavity
Form
d2f/dx2 Sign
++++++
Critical (Break)
Points
Chabot College Mathematics
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−−−−−−
a
Inflection
−−−−−−
b
NO
Inflection
++++++
c
Inflection
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
x
Example Dome-Diagram
Find All Inflection
y f x 3x 5 5 x 4 1
Points for
• Notes on this (and all other) PolyNomial
Function exists for ALL x
Use the ENGR25 Computer Algebra
System, MuPAD, to find
• Derivatives
• Critical Points
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Dome-Diagram
The Derivatives
The ConCavity
Values Between
Break Pts
• At x = −1
• At x = ½
The Critical Points
• At x = ½
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
MyPAD Code
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Dome-Diagram
Draw Dome-Diagram
ConCavity
Form
d2f/dx2 Sign
Critical (Break)
Points
−−−−−−
−−−−−−
0
NO
Inflection
++++++
1
Inflection
x
The ConCavity Does NOT change at 0,
but it DOES at 1
• Since Inflection requires Change, the
only Inflection-Pt occurs at x = 1
Chabot College Mathematics
31
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Dome-Diagram
15
10
y = f(x) = 3x5 - 5x4 - 1
The
Fcn
Plot
Showing
Inflection
Point at
(1,y(1))
= (1,−3)
MTH15 • Dome-Diagram
5
0
(1,−3)
-5
-10
-15
-1.5
-1
-0.5
0
0.5
1
1.5
x
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
2
2.5
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
MATLAB Code
% Bruce Mayer, PE
% MTH-15 • 11Jul13
% XYfcnGraph6x6BlueGreenBkGndTemplate1306.m
%
% The Limits
xmin = -1.5; xmax = 2.5;
ymin =-15; ymax = 15;
% The FUNCTION
x = linspace(xmin,xmax,1000); y =3*x.^5 - 5*x.^4 - 1;
%
% The ZERO Lines
zxh = [xmin xmax]; zyh = [0 0]; zxv = [0 0]; zyv = [ymin ymax];
%
% the 6x6 Plot
axes; set(gca,'FontSize',12);
whitebg([0.8 1 1]); % Chg Plot BackGround to Blue-Green
plot(x,y, 'LineWidth', 5),axis([xmin xmax ymin ymax]),...
grid, xlabel('\fontsize{14}x'), ylabel('\fontsize{14}y = f(x) =
3x^5 - 5x^4 - 1'),...
title(['\fontsize{16}MTH15 • Dome-Diagram',])
hold on
plot(1,-3, 'd r', 'MarkerSize', 10,'MarkerFaceColor', 'r',
'LineWidth', 2)
plot(zxv,zyv, 'k', zxh,zyh, 'k', 'LineWidth', 2)
set(gca,'XTick',[xmin:0.5:xmax]); set(gca,'YTick',[ymin:5:ymax])
hold off
Example Population Growth
A population model finds that the
number of people, P, living in a city, in
kPeople, t years after the beginning of
2010 will be:
Pt t 9t 10t 105
3
2
Questions
• In what year will the population be
decreasing most rapidly?
• What will be the population at that time?
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Population Growth
SOLUTION:
“Decreasing most rapidly” is a phrase
that requires some examination.
“Decreasing” suggests a negative
derivative.
“Decreasing most rapidly” means a
value for which the negative derivative
is as negative as possible. In other
words, where the derivative is a MIN
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Population Growth
Need to find relative minima of functions
(derivative functions are no exception)
where the rate of change is equal to 0.
d d
“Rate of change in
Pt 0
dt dt
the population
dé 2
derivative, set
ë3t -18t +10ùû = 0
dt
equal to zero”
6t -18 = 0
TRANSLATES
mathematically to
t 3
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Population Growth
The only time at which the second
derivative of P is equal to zero is the
beginning of 2013.
• Need to verify that the derivative is, in fact,
negative at that point:
dP
P ' t 3t 2 18t 10
dt
dP
P' 3 3(3) 2 18(3) 10
dt t 3
dP
P' 3 27 54 10 17
dt t 3
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Example Population Growth
Thus the function is
3
2
P(t)
=
t
9t
+10t +105
decreasing most
rapidly at the
inflection point at
the beginning
of 2013:
The Model Predicts 2013 Population:
P3 (3)3 9(3) 2 10(3) 105 81 k People
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
WhiteBoard Work
Problems From §3.2
• P45 → Sketch Graph using General
Description
• P66 → Spreading a Rumor
Chabot College Mathematics
39
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
All Done for Today
Rememgering
ConCavity:
cUP & frOWN
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Chabot Mathematics
Appendix
r s r s r s
2
2
Bruce Mayer, PE
Licensed Electrical & Mechanical Engineer
BMayer@ChabotCollege.edu
–
Chabot College Mathematics
41
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
ConCavity Sign Chart
ConCavity
Form
d2f/dx2 Sign
++++++
Critical (Break)
Points
Chabot College Mathematics
42
−−−−−−
a
Inflection
−−−−−−
b
NO
Inflection
++++++
c
Inflection
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
x
Max/Min Sign Chart
Slope
df/dx Sign
Critical (Break)
Points
Chabot College Mathematics
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−−−−−−
++++++
a
Max
−−−−−−
b
NO
Max/Min
++++++
c
Min
Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
x
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
Chabot College Mathematics
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Bruce Mayer, PE
BMayer@ChabotCollege.edu • MTH15_Lec-14_sec_3-2_Concavity_Inflection_.pptx
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