critical points/ stationary points , turning points,Increasing, decreasing functions, absolute maxima & Minima, Local Maxima & Minima , convex upward & convex downward - first & second derivative tests.
Regression analysis is a mathematical measure of the average relationship between two or more variables in terms of the original units of the data.
In regression analysis there are two types of variables. The variable whose value is influenced or is to be predicted is called dependent variable and the variable which influences the values or is used for prediction, is called independent variable.
In regression analysis independent variable is also known as regressor or predictor or explanatory variable while the dependent variable is also known as regressed or explained variable.
critical points/ stationary points , turning points,Increasing, decreasing functions, absolute maxima & Minima, Local Maxima & Minima , convex upward & convex downward - first & second derivative tests.
Regression analysis is a mathematical measure of the average relationship between two or more variables in terms of the original units of the data.
In regression analysis there are two types of variables. The variable whose value is influenced or is to be predicted is called dependent variable and the variable which influences the values or is used for prediction, is called independent variable.
In regression analysis independent variable is also known as regressor or predictor or explanatory variable while the dependent variable is also known as regressed or explained variable.
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
Macroeconomics- Movie Location
This will be used as part of your Personal Professional Portfolio once graded.
Objective:
Prepare a presentation or a paper using research, basic comparative analysis, data organization and application of economic information. You will make an informed assessment of an economic climate outside of the United States to accomplish an entertainment industry objective.
A workshop hosted by the South African Journal of Science aimed at postgraduate students and early career researchers with little or no experience in writing and publishing journal articles.
How to Make a Field invisible in Odoo 17Celine George
It is possible to hide or invisible some fields in odoo. Commonly using “invisible” attribute in the field definition to invisible the fields. This slide will show how to make a field invisible in odoo 17.
Normal Labour/ Stages of Labour/ Mechanism of LabourWasim Ak
Normal labor is also termed spontaneous labor, defined as the natural physiological process through which the fetus, placenta, and membranes are expelled from the uterus through the birth canal at term (37 to 42 weeks
Francesca Gottschalk - How can education support child empowerment.pptxEduSkills OECD
Francesca Gottschalk from the OECD’s Centre for Educational Research and Innovation presents at the Ask an Expert Webinar: How can education support child empowerment?
This slide is special for master students (MIBS & MIFB) in UUM. Also useful for readers who are interested in the topic of contemporary Islamic banking.
Unit 8 - Information and Communication Technology (Paper I).pdfThiyagu K
This slides describes the basic concepts of ICT, basics of Email, Emerging Technology and Digital Initiatives in Education. This presentations aligns with the UGC Paper I syllabus.
2. GROUP PROFILE – 05
SHAMSUN NAHAR TANIA
ID:26-150
MOSAMMOT FYZA AKTER
ID:26-082
REPLICA MADDEN SARKAR
ID:26-048
EMON KUNDU
ID:26-030
MD IMDADUL ISLAM
ID:26-054
3. 7.1:THE INTRODUCTORY PART
We study calculus because many real world problems can be solved
using calculus. Chapter 7 introduces the basic concept of
differential calculus including the definition of the derivative, limit,
continuity and fundamental rules of taking derivatives.
4. DELTA NOTATION
GENERAL EXPRESSION
Calculus is used to solve the problems involving rate of change. And delta notation
finds the change in the value of function for change in the value of independent
variables.
∆𝒇 = 𝒇 𝒙 + 𝒉 − 𝒇(𝒙
5. MATHEMETICAL PROBLEM & SOLUTION
THE SOLUTION
THE PROBLEM
f(x)=2x²-10x+8,find Δf
If x changes from 0 by 0.1
According to general expression:
Δf= f(x+h)-f(x)
=f(0+0.1)-f(0)
=[2(0.1)²-10(0.1)+8]-[2(0)²-10(0)+8]
=7.02-8
=-0.98
6. 7.2:LIMIT
GENERAL EXPRESSION
A limit is the value that a function(or sequences) approaches as the input(or index)
approaches some value. Limits are essential to calculus and mathematical analysis
and are used to define continuity, derivatives and integrals.
𝒍𝒊𝒎
𝒙→𝟎
𝒇(𝒙 = 𝟎
Where the symbol “x 0” means x approach's 0 or gets closer and closer to 0 without ever
equaling zero
8. 7.3 :CONTINUITY:
A function is said to be continuous if it can be drawn without lifting the pencil
from the paper.
Function is said to be continuous at X = a IF,
𝒇(𝒙 has a definite limit as x → 𝒂 𝒇rom
either side , 𝒍𝒊𝒎
𝒙→𝒂
− 𝒇(𝒙 = 𝒇(𝒙 = 𝒍𝒊𝒎
𝒙→𝒂
+ 𝒇(𝒙
9. MATHEMETICAL PROBLEM & SOLUTION
THE SOLUTION
THE PROBLEM
f(x)= 3x2+2x-1
Show that the function is
continuous at x=2
f(2)= 3*22+2*2-1
=12+4-1 =15
L.H.L. 𝒍𝒊𝒎
𝒙→𝟐−
𝟑𝒙𝟐 + 𝟐𝒙 − 𝟏
=𝒍𝒊𝒎
𝒉→𝟎
𝟑 𝟐 − 𝒉 𝟐 + 𝟐 𝟐 − 𝒉 − 𝟏
=3(2-0)2+2(2-0)-1
=15
R.H.L. 𝒍𝒊𝒎
𝒙→𝟐+
𝟑𝒙𝟐
+ 𝟐𝒙 − 𝟏
=𝒍𝒊𝒎
𝒉→𝟎
𝟑 𝟐 + 𝟎 𝟐 + 𝟐 𝟐 + 𝟎 − 𝟏
=15
Since L.H.S =f(x)=R.H.S at x=2, the function is
continuous at x=2.
10. 7.4:THE DIFFERENT QUOTIENT
• It is basically the calculation of slope .
Step-1: 𝒇 𝒙 + 𝒉
Step-2: Ms=
𝒇 𝒙+𝒉 −𝒇(𝒙
𝒉
• Differential calculus of derivative deals with determining the slope of a line
tangent to a curve at a point on that curve.
• When f(x) tends to the first point Ms tends to tangent slope.
Step-3: Slope f’(x =𝒍𝒊𝒎
𝒉→𝟎
𝒇 𝒙+𝒉 −𝒇(𝒙
𝒉
11. MATHEMETICAL PROBLEM & SOLUTION
THE SOLUTION
THE PROBLEM
Find the slope of f(x)= x3 at the
point where x=0.5
Step 1 find f(x+h)=(x+h)3
=x3 +3x2h +3xh2 +h3
Step 2 find ms,
Ms=
x3+3x2h+3xh2+h3−x3
ℎ
=3x2+3xh+h2
Step 3 find f’(x)
f’(x)=lim
ℎ→0
3𝑥2 + 3𝑥ℎ + ℎ2
= 3x2
slope = 3*(0.5)2
= 0.75
12. 7.5:THE SIMPLE POWER RULE
GENERAL EXPRESSION
The simple power rule is applied to find the derivative of any power of x.
If f(x) = xn ,
then f’(x = nx n-1
14. 7.6:Function power rule
GENERAL EXPRESSION
Function power rule is applied to find the derivative of any power of x, but this rule is
applied when the function is in [f(x)]n this form.
if f(x)= [f(x)]n ,then f’(x)= n[f(x)]n-1 *
𝒅𝒚
𝒅𝒙
f(x)
= n[f(x)]n-1 * f’(x)
16. 7.7:PRODUCT AND QUOTIENT RULES
we now extend our list of rules to include the derivative of product of two
function and quotient of two functions.
𝒅𝒚
𝒅𝒙
𝒙 − 𝟏 𝒙𝟐
+ 𝟐
PRODUCT:
QUOTIENT:
𝒅𝒚
𝒅𝒙
𝟐𝒙𝟐
+ 𝟑
𝒙 + 𝟏
17. THE PRODUCT RULE
MATHEMETICAL EXPRESSION
The derivative of the product of two function is the first times the derivative
of the 2nd, plus the second times the derivative of the first.
CALCULATION
𝒇′ 𝒇 𝒙 𝒈 𝒙
= 𝒇 𝒙
𝒅𝒚
𝒅𝒙
𝒈 𝒙 + 𝒈 𝒙
𝒅𝒚
𝒅𝒙
𝒇 𝒙
19. THE QUOTIENT RULE
MATHEMETICAL EXPRESSION
The derivative of the quotient of two function is the denominator times the derivative
the nominator minus the nominator times the derivative of the denominator and the
denominator Squared.
CALCULATION
𝒇
′
𝒇 𝒙
𝒈(𝒙 =
𝒈 𝒙
𝒅𝒚
𝒅𝒙
𝒇 𝒙 − 𝒇 𝒙
𝒅𝒚
𝒅𝒙
𝒈 𝒙
𝐠 𝒙 𝟐
21. 8.1:MAXIMA AND MINIMA OF FUNCTION
The first derivative test
• Calculate the first derivative f‘(x)
• set f‘(x) = 0, to find stationary point and solve the value of x.
• Test a point left and right of stationary point to find local minimum or Local
maximum.
STATIONARY POINT: A stationary point occurs when the first derivative is 0.
To find local maximum or local minimum of function using 1st Derivative test, we need
to follow following steps:
22. DECISION CRITERIA to find local minimum or local maximum
1
if f’(x) is increasing in the left and decreasing
in the right, then stationary Point is a local
maximum.
2
if f’(x) is decreasing in the left and increasing in
the right, then stationary Point is a local
minimum.
𝒇′
𝒙 = 𝟎
𝒇′(𝒙𝒍 ↑→↓ 𝒇′(𝒙𝒓
𝒇′ 𝒙 = 𝟎
𝒇′(𝒙𝒍 ↓→↑ 𝒇′(𝒙𝒓
23. DECISION CRITERIA to find point of inflection
3
When the left and right point of stationary point is both increasing or both
decreasing then the stationary point is point of inflection.
𝒇′
𝒙 = 𝟎
𝒇′(𝒙𝒍 ↓→↓ 𝒇′(𝒙𝒓
𝒇′
𝒙 = 𝟎
𝒇′(𝒙𝒍 ↑→↑ 𝒇′(𝒙𝒓
24. MATHEMETICAL PROBLEM & SOLUTION
Testing a point just left and right of x=.5
When,
X=0
𝒇′ 𝒙 = 𝟐 ∗ 𝟎 − 𝟏
= −𝟏 ↓
When,
X=1
𝒇′ 𝒙 = 𝟐 ∗ 𝟏 − 𝟏
= 𝟏 ↑
The stationary point is local minimum at x=.5 and co-
ordinate (.75,.5)
0 .5 1
THE SOLUTION
THE PROBLEM
𝒇 𝒙 = 𝒙𝟐 − 𝒙 + 𝟏
𝒇′(𝒙 = 𝟐𝒙 − 𝟏
For stationary point,
𝒇′(𝒙 = 𝟎
⇒ 𝟐𝒙 − 𝟏 = 𝟎
⇒ 𝟐𝒙 = 𝟏
∴ 𝒙 =. 𝟓
25. DECISION CRITERIA to find local minimum or local maximum of END POINT
1 Test a point just to the right of a.
2 Test a point just to the left of b.
a) if 𝑓′(𝑥𝑟) ↑ then End point minimum.
b) if 𝑓′(𝑥𝑟) ↓ then End point maximum.
a) if 𝑓′(𝒙𝒍) ↑ then End point maximum.
b) if 𝑓′(𝒙𝒍) ↓ then End point minimum.
If f(x) is restricted to the interval [a,b], then
26. MATHEMETICAL PROBLEM & SOLUTION
THE SOLUTION
THE PROBLEM
4 5
Testing a point just right to x= -1
When,
X=0
𝒇′ 𝟎 = 𝟏𝟎𝟖 − 𝟒 𝟎 𝟑
= 𝟏𝟎𝟖 ↑
So, Endpoint Minimum at x= -1 and co-ordinate (-109, -1)
-1 0
Testing a point just left to x= 5
When,
X=4
𝒇′ 𝟒 = 𝟏𝟎𝟖 − 𝟒 𝟒 𝟑
= −𝟏𝟒𝟖 ↓
So, Endpoint Minimum at x= -1 and co-ordinate (-85 , 5)
𝒇 𝒙 = 𝟏𝟎𝟖𝒙 − 𝒙𝟒𝒐𝒏 −𝟏, 𝟓
𝒇′ 𝒙 = 𝟏𝟎𝟖 − 𝟒 𝒙𝟑
27. 8.2:THE 2ND DERIVATIVE TEST
The second derivative tells whether the curve is concave up or concave down at that
point. If the second derivative is positive at a point, the graph is bending upwards at that
point. Similarly, if the second derivative is negative, the graph is concave down. The
derivative of the derivative is
𝑑𝑦
𝑑𝑥
f’(x) = f” (x), where f” (x) is called the second derivative.
28. The Second Derivative Test for Maximum and Minimum
The following sequence of steps facilitates the second derivative test, to find the
local maxima and local minima of the real-valued function.
• Finding the first derivative f'(x) of the function f(x)
• Equalizing the first derivative to zero f'(x) = 0 and finding the limiting points.
• Finding the second derivative of the function f''(x).
• Substituting the limiting points in the second derivative.
• If the second derivative is greater than zero, then the limiting point is the local
minima.
• If the second derivative is lesser than zero, then the limiting point is the local
maxima.
29. Third Derivative Test for Inflection Points
Setting f’’(x) = 0 and, solving for x.
a) If f’’’(x) ≠ 0, then we have an inflection point.
b) If f’’’(x) = 0, then we need to test the second derivative just to the left
and right. If the second derivative changes the sign, then we have an
inflection point.
32. Maxima and Minima Applications
There are numerous practical applications in which it is desired
to find the maximum or minimum value of a particular quantity.
Such applications exist in economics, business, and engineering.
33. MATHEMETICAL PROBLEM & SOLUTION
THE PROBLEM
A rectangular shaped manufacturing plant with a floor area of 600,000 square
feet is to be built in a location where zoning regulations require buffer strips 50
feet wide front and back, and 30 feet wide at either side. What plot
dimensions will lead to minimum local area for plant and buffer strips? What is
the minimum total area? If the plot dimensions were made 1500 feet by 400
feet rather than the dimensions leading to minimum area, by how much would
the total plot area exceed the minimum area?
34. MATHEMETICAL PROBLEM & SOLUTION
THE SOLUTION
Area = 𝑥𝑦
Here, A = 𝑥 + 100 𝑦 + 60
𝑥𝑦 = 600000
𝑦 =
600000
𝑥
A 𝑥 = (𝑥 + 100 (
600000
𝑥
+ 60
= 600000 + 60𝑥 +
60000000
𝑥
+ 6000
A’ 𝑥 = 60 −
60000000
𝑥2
A”=
120000000
𝑥3
Now, A’ 𝑥 = 0
60 −
60000000
𝑥2
= 0
𝑥 = 1000
When 𝑥 = 1000,
A” 1000 =
120000000
10003
= 0.12
So, 𝑦 =
600000
1000
= 600 feet
35. MATHEMETICAL PROBLEM & SOLUTION cont.
THE SOLUTION
Again, if dimensions of plant are 1500 feet by 400 feet,
𝑥 + 100
= 1500 + 100
= 1600 feet
𝑦 + 60
= 400 + 60
= 460 feet
Area = 1600 ∗ 460
= 736000 sq feet
So, total plot area exceeds = 736000 − 726000 sq feet
= 10000 sq feet
Dimensions would be 1000 feet by 600 feet
Total land, 𝑥 + 100
= 1000 + 100
= 1100 feet
𝑦 + 60
= 600 + 60
= 660 feet
Total minimum area, A = 1100 ∗ 660
= 726000 sq feet