Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

Tamilnadu State Board New Syllabus Samacheer Kalvi 11th Maths Guide Pdf Chapter 1 Sets, Relations and Functions Ex 1.1 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Maths Solutions Chapter 1 Sets, Relations and Functions Ex 1.1

Question 1.
Write the following in roaster form.
(i) {x ∈ N : x2 < 121 and x is a prime}
Answer:
Let A = { x ∈ N : x2 < 121 and x is a prime }
A = { 2, 3, 5, 7 }

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

(ii) The set of positive roots of the equation (x – 1) ( x + 1) (x – 1 ) = 0
Answer:
The set of positive roots of the equations
(x – 1) (x + 1) (x2 – 1) = 0
(x – 1 ) (x + 1 ) (x + 1) (x – 1) = 0
(x + 1 )2 (x – 1)2 = 0
(x + 1)2 = 0 or (x – 1)2 = 0
x + 1 = 0 or x – 1 = 0
x = -1 or x = 1
A = { 1 }

(iii) {x ∈ N : 4x + 9 < 52}
Answer:
4x + 9 < 52
4x + 9 – 9 < 52 – 9
4x < 43
x < \(\frac{43}{4}\) (i.e.) x < 10.75 4
But x ∈ N
∴ A = {1, 2, 3, 4, 5, 6, 7, 8, 9, 10}

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

(iv) Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1 1
Answer:
Let A =Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1 2
⇒ \(\frac{x-4}{x+2}\) = 3
⇒ x – 4 = 3(x + 2)
⇒ x – 4 = 3x + 6
⇒ 3x – x = – 4 – 6
2x = – 10
⇒ x = \(-\frac{10}{2}\) = -5
A = { -5 }

Question 2.
Write the set {-1, 1} in set builder form.
Answer:
A = {x : x2 – 1 = 0, x ∈ R}

Question 3.
State whether the following sets are finite or infinite.
(i) {x ∈ N : x is an even prime number }
Answer:
Let A = { x ∈ N : x is an even prime number )
A = {2}
A is a finite set.

(ii) {x ∈ N: x is an odd prime number }
Answer:
Let B = {x ∈ N : x is an odd prime number}
B = {1, 3, 5, 7, 11, …………….. }
B is an infinite set.

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

(iii) {x ∈ Z : x is even and < 10 }
Answer:
C = {x ∈ Z : x is even and< 10}
C = { ……….. -8, -6, -4, -2, 0, 2, 4, 6, 8}
C is an infinite set.

(iv) {x ∈ R : x is a rational number }
Answer:
D = { x ∈ R : x is a rational number }
D is an infinite set.

(v) {x ∈ N: x is a rational number }
Answer:
E = { x ∈ N : x is a rational number )
E = {1, 2, 3, 4, 5, 6, …………..)
Every integer is a rational number.
∴ E is an infinite set.

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

Question 4.
By taking suitable sets A, B, C, verify the following results.
(i) A × (B ∩ C) = (A × B) ∩ (A × C)
Answer:
To prove: A × (B ∩ C) = (A × B) ∩ (A × C)
B ∩ C = {8}; A = {1, 2, 5, 7}
So A × (B ∩ C) = {1, 2, 5, 7} × {8}
= {(1, 8), (2. 8), (5, 8), (7, 8)}
Now A x B = {(1, 2), (1, 7), (1, 8), (1, 9), (2, 2), (2, 7), (2, 8), (2, 9), (5, 2), (5, 7), (5, 8), (5, 9), (7, 2), (7, 7), (7, 8), (7, 9)} …. ( 1)
A × C = {(1, 1), (1, 5),(1, 8), (1, 10), (2, 1), (2, 5), (2, 8), (2, 10), (5, 1), (5, 5), (5, 8), (5, 10), (7, 1), (7, 5), (7, 8), (7, 10)}
(A × B) ∩ (A × C) = {(1, 8), (2, 8), (5, 8), (7, 8)} ……… (2)
(1) = (2)
⇒ A × (B ∩ C) = (A × B) ∩ (A × C)

(ii) A × (B ∪ C) = (A × B) ∪ (A × C)
Answer:
Let A = {1, 2} , B = {3, 4}, C = {4, 5}
B ∪ C = {3, 4} ∪ {4, 5}
B ∪ C = {3, 4, 5)
A × (B ∪ C) = {1, 2} × {3, 4, 5}
A × (B ∪ C) = { (1, 3),( 1, 4),(1, 5),(2, 3), (2, 4),(2,5)} ——– (1)
A × B = {1, 2} × {3, 4}
A × B = { (1, 3), (1, 4), (2, 3), (2, 4) }
A × C = {1, 2} × {4, 5}
A × C = { (1, 4), (1, 5), (2, 4), (2, 5 )}
(A × B) ∪ (A × C) = {(1, 3), (1, 4), (2, 3), (2, 4)} ∪ {(1, 4 ), (1, 5 ), ( 2, 4 ), (2, 5)}
(A × B) ∪ (A × C) = { (1, 3) (1, 4), (1, 5), (2, 3), (2, 4), (2, 5)} —— (2)
From equations (1) and (2)
A × (B U C) = (A × B) U (A × C)

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

(iii) (A × B) ∩ (B × A) = (A ∩ B) × ( B ∩ A)
Answer:
A × B = {(1, 2), (1, 7), (1, 8), (1, 9) (2, 2), (2, 7), (2, 8), (2, 9) (5, 2), (5, 7), (5, 8), (5, 9) (7, 2), (7, 7), (7, 8), (7, 9)}
B × A = {(2, 1), (2, 2), (2, 5), (2, 7) (7, 1), (7, 2), (7, 5), (7, 7) (8, 1), (8, 2), (8, 5), (8, 7) (9,1), (9, 2), (9, 5), (9, 7)}
L.H.S. (A × B) ∩ (B × A) = {(2, 2), (2, 7), (7, 2), (7, 7)} …. (1)
R.H.S. A ∩ B = {2, 7}
B ∩ A = {2, 7}
(A ∩ B) × (B ∩ A) = {2, 7} × {2, 7}
= {(2, 2), (2, 7), (7, 2), (7, 7)} ……… (2)
(1) = (2) ⇒ LHS = RHS

(iv) C – (B – A) = (C ∩ A) ∪ (C ∩ B’)
Answer:
Let A = {1, 2, 3) , B = {2, 3, 4) , C = {3, 4, 5}
Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1 3
B – A = { 2, 3, 4 ) – {1, 2, 3}
B – A = {4}
C – (B – A) = {3, 4, 5} – {4}
C – (B – A) = {3, 5} —- (1)
C ∩ A = {3, 4, 5} ∩ { 1, 2, 3)
C ∩ A = {3}
B’ = {1, 5}
C ∩ B’ = {3, 4, 5} ∩ {1, 5}
C ∩ B’ = {5}
(C ∩ A) ∪ (C∩B’) = {3} ∪ {5}
(C∩A) ∪ (C ∩ B’) = {3, 5} —— (2)
From equations (1) and (2)
C – (B – A) = (C ∩ A) u (C ∩ B’)

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

(v) (B – A) ∩ C = (B ∩ C) – A = B ∩ (C – A)
Answer:
To prove (B – A) ∩ C = (B ∩ C) – A = B ∩ (C – A)
A= {1, 2, 5, 7}, B = {2, 7, 8, 9}, C = {1, 5, 8, 10}
Now B – A = {8, 9}
(B – A) ∩ C = {8} ……. (1)
B ∩ C = {8}
A = {1, 2, 5, 7}
So (B ∩ C) – A = {8} …… (2)
C – A = {8, 10}
B = {2, 7, 8, 9}
B ∩ (C – A) = {8} …. (3)
(1) = (2) = (3)

(vi) (B – A) ∪ C = (B ∪ C) – (A – C)
Answer:
Let A = {1, 2, 3, 4}, B = {3, 4, 5, 6}, C = {5, 6, 7, 8}
B – A = {3, 4, 5, 6} – {1, 2, 3, 4}
B – A = {5, 6}
(B – A) ∪ C = {5, 6} ∪ {5, 6, 7, 8}
(B – A) ∪ C = { 5 , 6 , 7 , 8 } ——- (1)
B ∪ C = { 3, 4, 5, 6 } ∪ { 5, 6, 7,8 }
B ∪ C = { 3, 4, 5, 6, 7, 8 }
A – C = { 1, 2, 3, 4 } – { 5, 6, 7, 8 }
A – C = { 1 , 2, 3 , 4 }
(B ∪ C) – (A – C) = {3, 4, 5, 6, 7, 8} – {1, 2, 3, 4}
(B ∪ C) – (A – C) = { 5, 6, 7, 8 } —-(2)
From equations (1) and (2)
(B – A) ∪ C = (B ∪ C) – (A – C)

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

Question 5.
Justify the trueness of the statement: “An element of a set can never be a subset of itself”.
Answer:
A set itself can be a subset of itself (i.e.) A ⊆ A.
But it cannot be a proper subset.

Question 6.
If n(P(A)) = 1024, n(A ∪ B) = 15 and n(P(B)) = 32, find n(A ∩ B).
Answer:
Given n(P(A)) = 1024 , n(A ∪ B) = 15, n(P(B)) = 32
n(P(A)) = 1024 = 210 n(A) = 10
n(P(B)) = 32 = 25 = n(B) = 5
n(A ∪ B) = n(A) + n(B) – n(A ∩ B)
15 = 10 + 5 – n(A ∩ B)
15 = 15 – n (A ∩ B)
n(A ∩ B) = 0

Question 7.
If n (A ∩ B ) = 3 and n(A ∪ B ) = 10 , then find n(P(A ∆ B)).
Answer:
Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1 4
n(A ∪ B) = 10; n(A ∩ B) = 3
n(A ∆ B) = 10 – 3 = 7
and n(P(A ∆ B)) = 27 = 128

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

Question 8.
For a set A, A × A contains 16 elements and two of its elements are (1, 3) and (0, 2). Find the elements of A.
Answer:
Given A × A contains 16 elements.
∴ A contains 4 elements.
Also, (1, 3) and (0, 2) are two elements of A × A.
∴ A = { 0, 1, 2, 3 }

Question 9.
Let A and B be two sets such that n (A) = 3 and n(B) = 2. If (x, 1), (y, 2), (z, 1) are in A × B , find A and B, where x , y , z are distinct elements.
Answer:
n(A) = 3 ⇒ set A contains 3 elements
n(B) = 2 ⇒ set B contains 2 elements –
we are given (x, 1), (y, 2), (z, 1) are elements in A × B ⇒ A = {x, y, z} and B = {1, 2}

Samacheer Kalvi 11th Maths Guide Chapter 1 Sets, Relations and Functions Ex 1.1

Question 10.
If A × A has 16 elements, S = { ( a, b ) ∈ A × A: a < b } ; (-1, 2) and (0, 1) are two elements of S , then find the remaining elements of S.
Answer:
Given A × A has 16 elements.
∴ A has 4 elements.
Also S = {(a, b) ∈ A × A; a < b}
Given (-1, 2) and (0, 1) ∈ S
A = {-1, 0 , 1 , 2 }
The elements of S are
S = { (-1, 0), (-1, 1) ,(-1, 2),(0, 1), (0, 2), (1, 2)}
∴ The other elements of the sets are
(-1, 0), (-1, 1) , (0, 2), (1, 2)

Samacheer Kalvi 11th Maths Guide Book Answers Solutions

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Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3

Tamilnadu State Board New Syllabus Samcheer Kalvi 11th Business Maths Guide Pdf Chapter 10 Operations Research Ex 10.3 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Business Maths Solutions Chapter 10 Operations Research Ex 10.3

Samacheer Kalvi 11th Business Maths Operations Research Ex 10.3 Text Book Back Questions and Answers

Choose the correct answer.

Question 1.
The critical path of the following network is:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3 Q1
(a) 1-2-4-5
(b) 1-3-5
(c) 1-2-3-5
(d) 1-2-3-4-5
Answer:
(d) 1-2-3-4-5
Hint:
1-2-4-5 ⇒ EFT = 20 + 12 + 10 = 42
1-3-5 ⇒ EFT = 25 + 8 = 33
1-2-3-5 ⇒ EFT = 20 + 10 + 8 = 38
1-2-3-4-5 ⇒ EFT = 20 + 10 + 5 + 10 = 45

Question 2.
Maximize: z = 3x1 + 4x2 subject to 2x1 + x2 ≤ 40, 2x1 + 5x2 ≤ 180, x1, x2 ≥ 0. In the LPP, which one of the following is feasible comer point?
(a) x1 = 18, x2 = 24
(b) x1 = 15, x2 = 30
(c) x1 = 2.5, x2 = 35
(d) x1 = 20.5, x2 = 19
Answer:
(c) x1 = 2.5, x2 = 35
Hint:
z = 3x1 + 4x2
Let us solve the equations
2x1 + x2 = 40 ………(1)
2x1 + 5x2 = 180 ……….(2)
(1) – (2) ⇒ -4x2 = -140
x2 = 35
We have 2x1 + x2 =40
2x1 + 35 = 40
2x1 = 5
x1 = 2.5

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3

Question 3.
One of the conditions for the activity (i, j) to lie on the critical path is:
(a) Ej – Ei = Lj – Li = tij
(b) Ei – Ej = Lj – Li = tij
(c) Ej – Ei = Li – Lj = tij
(d) Ej – Ei = Lj – Li ≠ tij
Answer:
(a) Ej – Ei = Lj – Li = tij

Question 4.
In constructing the network which one of the following statement is false?
(a) Each activity is represented by one and only one arrow, (i.e) only one activity can connect any two nodes.
(b) Two activities can be identified by the same head and tail events.
(c) Nodes are numbered to identify an activity uniquely. Tail node (starting point) should be lower than the head node (end point) of an activity.
(d) Arrows should not cross each other.
Answer:
(b) Two activities can be identified by the same head and tail events.

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3

Question 5.
In a network while numbering the events which one of the following statement is false?
(a) Event numbers should be unique.
(b) Event numbering should be carried out on a sequential basis from left to right.
(c) The initial event is numbered 0 or 1.
(d) The head of an arrow should always bear a number lesser than the one assigned at the tail of the arrow.
Answer:
(d) The head of an arrow should always bear a number lesser than the one assigned at the tail of the arrow.

Question 6.
A solution which maximizes or minimizes the given LPP is called:
(a) a solution
(b) a feasible solution
(c) an optimal solution
(d) none of these
Answer:
(a) a solution

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3

Question 7.
In the given graph the coordinates of M1 are
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3 Q7
(a) x1 = 5, x2 = 30
(b) x1 = 20, x2 = 16
(c) x1 = 10, x2 = 20
(d) x1 = 20, x2 = 30
Answer:
(c) x1 = 10, x2 = 20
Hint:
4x1 + 2x2 = 80 (or) 2x1 + x2 = 40
2x1 + x2 = 40 ……(1)
2x1 + 5x2 = 120 ……(2)
(1) – (2) ⇒ -4x2 = -80
x2 = 20
But, 2x1 + x2 = 40
2x1 + 20 = 20
x1 = 10

Question 8.
The maximum value of the objective function Z = 3x + 5y subject to the constraints x > 0, y > 0 and 2x + 5y ≤ 10 is:
(a) 6
(b) 15
(c) 25
(d) 31
Answer:
(b) 15
Hint:
Let 2x + 5y = 10
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3 Q8
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3 Q8.1
∴ Maximum Value = 15

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3

Question 9.
The minimum value of the objective function Z = x + 3y subject to the constraints 2x + y ≤ 20, x + 2y ≤ 20, x > 0 and y > 0 is:
(a) 10
(b) 20
(c) 0
(d) 5
Answer:
(c) 0
Hint:
O(0, 0) is a comer point.
So Z = 0 + 3(0) = 0
∴ Minimum value is 0

Question 10.
Which of the following is not correct?
(a) Objective that we aim to maximize or minimize
(b) Constraints that we need to specify
(c) Decision variables that we need to determine
(d) Decision variables are to be unrestricted
Answer:
(d) Decision variables are to be unrestricted

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3

Question 11.
In the context of network, which of the following is not correct?
(a) A network is a graphical representation.
(b) A project network cannot have multiple initial and final nodes
(c) An arrow diagram is essentially a closed network
(d) An arrow representing an activity may not have a length and shape
Answer:
(d) An arrow representing an activity may not have a length and shape

Question 12.
The objective of network analysis is to:
(a) Minimize total project cost
(b) Minimize total project duration
(c) Minimize production delays, interruption and conflicts
(d) All the above
Answer:
(b) Minimize total project duration

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3

Question 13.
Network problems have advantage in terms of project:
(a) Scheduling
(b) Planning
(c) Controlling
(d) All the above
Answer:
(d) All the above

Question 14.
In critical path analysis, the word CPM mean:
(a) Critical path method
(b) Crash projecf management
(c) Critical project management
(d) Critical path management
Answer:
(a) Critical path method

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.3

Question 15.
Given an L.P.P maximize Z = 2x1 + 3x2 subject to the constrains x1 + x2 ≤ 1, 5x1 + 5x2 ≥ 0 and x1 ≥ 0, x2 ≥ 0 using graphical method, we observe:
(a) No feasible solution
(b) unique optimum solution
(c) multiple optimum solution
(d) none of these
Answer:
(a) No feasible solution

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2

Tamilnadu State Board New Syllabus Samcheer Kalvi 11th Business Maths Guide Pdf Chapter 10 Operations Research Ex 10.2 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Business Maths Solutions Chapter 10 Operations Research Ex 10.2

Samacheer Kalvi 11th Business Maths Operations Research Ex 10.2 Text Book Back Questions and Answers

Question 1.
Draw the network for the project whose activities with their relationships are given below:
Activities A, D, E can start simultaneously; B, C > A; G, F > D, C; H > E, F.
Solution:
Given: (i) A, D, E can start simultaneously.
(iii) A < B, C; C, D < G, F; E, F < H
Working rule:
A < B, C implies activity A is the immediate predecessor of activities B and C.
i.e., for activities B and C to occur, activity ‘A’ has to be completed.
Similarly for activities G, F to occur D and C has to completed for activity H to occur E and F has to be completed.
Step-1:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q1
(∵ A, D and E are independents events)
Step-2:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q1.1
Note: Activities B, G and H are not a part of any activities immediate predecessor. So they have to merge into the lost node 5.

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2

Question 2.
Draw the event oriented network for the following data:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q2
Solution:
Step-1:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q2.1
Step-2:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q2.2
Step-3:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q2.3

Question 3.
Construct the network for the projects consisting of various activities and their precedence relationships are as given below:
A, B, C can start simultaneously: A < F, E; B < D, C; E, D < G
Solution:
Step-1:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q3
Step-2:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q3.1
Step-3:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q3.2

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2

Question 4.
Construct the network for each the projects consisting of various activities and their precedence relationships are as given below:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q4
Solution:
Step-1:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q4.1
Step-2:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q4.2
Step-3:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q4.3

Question 5.
Construct the network for the project whose activities are given below.
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q5
Calculate the earliest start time, earliest finish time, latest start time and latest finish time of each activity. Determine the critical path and the project completion time.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q5.1
Forward pass:
E1 = 0 + 3 = 3
E2 = E1 + t12 = 8 + 3 = 11
E3 = 3 + 12 = 15
E4 = E2 + 6 (or) E3 + 3 = 11 + 6 (or) 15 + 3 = 18
[We must select a maximum value for forwarding pass]
E4 = 15 + 3 = 18
E2 = E2 + 3 = 11 + 3 = 14
E6 = E3 + 8 = 15 + 8 = 23
E7 = E6 + 8 = 23 + 8 = 31
Backward pass:
L7 = 31
L6 = L7 – 8 = 31 – 8 = 23
L5 = L7 – 3 = 31 – 3 = 28
L4 = L7 – 5 = 31 – 5 = 26
L3 = L6 – 8 = 23 – 8 = 15
L2 = L5 – 3 (or) L4 – 6 = (28 – 3) (or) (26 – 6) = 25 (or) 20
[We must select a minimum value for a backward pass and maximum value for forwarding pass]
L1 = L2 – 8 (or) L3 – 12 = 20 – 8 (or) 15 – 12 = 12 (or) 3 = 3
L0 = 0
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q5.2
Critical path 0-1-3-6-7 and the duration is 31 works.

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2

Question 6.
A project schedule has the following characteristics:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q6
Construct the network and calculate the earliest start time, earliest finish time, latest start time, and latest finish time of each activity and determine the Critical path of the project and duration to complete the project.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q6.1
Forward pass:
E1 = 0
E2 = 0 + 4 = 4
E3 = 0 + 1 = 1
E4 = (E2 + 1) (or) (E3 + 1) = (4 + 1) (or) (1 + 1) = 5 (or) 2
[whichever is maximum we must select forward pass]
∴ E4 = 5
E5 = 1 + 6 = 7
E6 = 7 + 4 = 11
E7 = 8 + 7 = 15
E8 = (E7 + 2) (or) (E6 + 1)
= (15 + 2) or (11 + 1)
= 17 or 12 [whichever is maximum]
∴ E8 = 17
E9 = 5 + 5 = 10
E10 = (E9 + 7) (or) (E8 + 5)
= (10 + 7) (or) (17 + 5)
= 17 (or) 22 [Which is maximum]
E10 = 22
Backward pass:
L10 = 22
L9 = 22 – 7 = 15
L8 = 22 – 5 = 17
L7 = 17 – 2 = 15
L6 = 17 – 1 = 16
L5 = (16 – 4) (or) (15 – 8) [whichever is minimum]
L5 = 7
L4 = 15 – 5 = 10
L3 = (10 – 1) (or) (7 – 6) [whichever is minimum]
L3 = 1
L2 = 10 – 1 = 9
L1 = 0
We can also find the critical path by this method, which also helps us to counter check the solution obtained by the table method.
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q6.2
So critical path is 1-3-5-7-8-10 as it takes 22 units to complete the project.
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q6.3
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q6.4

Question 7.
Draw the network and calculate the earliest start time, earliest finish time, latest start time, and latest finish time of each activity and determine the Critical path of the project and duration to complete the project.
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q7
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q7.1
Forward pass:
E1 = 0
E2 = 0 + 6 = 6
E3 = 0 + 5 = 5
E4 = 6 + 10 = 16
E5 = (E4 + 6) (or) (E3 + 4)
E5 = (16 + 6) (or) (5 + 4) [whichever is maximum]
E5 = 22
E6 = (E5 + 9)(or) (E4 + 2)
E6 = (22 + 9) (or) (4 + 2) [whichever is maximum]
E6 = 31
Backward pass:
L6 = 31
L5 = 31 – 9 = 22
L4 = 22 – 6 (or) 31 – 2 [whichever is minimum]
L4 = 16
L3 = 22 – 4 = 18
L2 = 16 – 10 = 6
L1 = 6 – 6 = 0
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q7.2
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q7.3
∴ EFT and LFT are the same on 1-2, 2-4, 4-5, 5-6, the vertical path is 1-2-4-5-6 and duration is 31 days to complete.

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2

Question 8.
The following table gives the activities of a project and their duration in days.
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q8
Construct the network and calculate the earliest start time, earliest finish time, latest start time, and latest finish time of each activity and determine the critical path of the project and duration to complete the project.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q8.1
Forward pass:
E1 = 0
E2 = 0 + 5 = 5
E3 = (0 + 8) (or) (5 + 6) [whichever is maximum]
E3 = 11
E4 = (11 + 5) (or) (5 + 7) [whichever is maximum]
E4 = 16
E5 = (11 + 4) (or) (16 + 8) [whichever is maximum]
E5 = 24
Backward pass:
L5 = 24
L4 = 24 – 8 = 16
L3 = (24 – 4) (or) (16 – 5) [whichever is minimum]
L3 = 11
L2 = (11 – 6) (or) (16 – 7) [whichever is minimum]
L2 = 5
L1 = (5 – 5) (or) (11 – 8) = 0 [whichever is minimum]
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q8.2
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q8.3
EFT and LFT are the same on 1-2, 2-3, 3-4, and 4-5
So critical path is 1-2-3-4-5 and the time taken is 24 days.

Question 9.
A project has the following time schedule
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q9
Construct the network and calculate the earliest start time, earliest finish time, latest start time, and latest finish time of each activity and determine the critical path of the project and duration to complete the project.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q9.1
Forward pass:
E1 = 0
E2 = 0 + 7 = 7
E3 = 7 + 14 = 21
E4 = 7 + 5 = 12
E5 = (21 + 11) (or) (2 + 7) = 32 [whichever is maximum]
E6 = 0 + 6 = 6
E7 = 6 + 11 = 17
E8 = 32 + 4 = 36
Backward pass:
L8 = 36
L7 = 36 – 18 = 18
L6 = 18 – 11 = 7
L5 = 35 – 4 = 31
L4 = 32 – 7 = 25
L3 = 32 – 11 = 21
L2 = (21 – 14) (or) (25 – 5) [whichever is minimum]
L2 = 7
L1 = 7 – 7 = 0
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q9.2
EFT and LFT are same is 1-2, 2-3, 3-5, 5-8.
Hence the critical path is 1-2-3-5-8 and the time to complete is 36 days.

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2

Question 10.
The following table uses the activities in construction projects and relevant information.
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q10
Draw the network for the project, calculate the earliest start time, earliest finish time, latest start time, and latest finish time of each activity, and find the critical path. Compute the project duration.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q10.1
Forward pass:
E1 = 0
E2 = 0 + 22 = 22
E3 = (0 + 27) (or) (22 + 12) = 34 [Maximum of both]
E4 = (22 + 14) (or) (34 + 16) = 40
E5 = 40 + 12 = 52
Backward pass:
L5 = 32
L4 = 52 – 12 = 40
L3 = 40 – 6 = 34
L2 = (40 – 14) (or) (34 – 12) = 22 [Minimum of both]
L1 = 22 – 22 = 0
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.2 Q10.2
EFT and LFT are the same for 1-2, 2-3, 3-4, and 4-5.
So critical path is 1-2-3-4-5 time to complete is 52 days.

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

Tamilnadu State Board New Syllabus Samcheer Kalvi 11th Business Maths Guide Pdf Chapter 10 Operations Research Ex 10.1 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Business Maths Solutions Chapter 10 Operations Research Ex 10.1

Samacheer Kalvi 11th Business Maths Operations Research Ex 10.1 Text Book Back Questions and Answers

Question 1.
A company produces two types of pens A and B. Pen A is of superior quality and pen B is of lower quality. Profits on pens A and B are ₹5 and ₹3 per pen respectively. Raw materials required for each pen A is twice as that of pen B. The supply of raw material is sufficient only for 1000 pens per day. Pen A requires a special clip and only 400 such clips are available per day. For pen B, only 700 clips are available per day. Formulate this problem as a linear programming problem.
Solution:
(i) Variables: Let x1 and x2 denotes the number of pens in type A and type B.

(ii) Objective function:
Profit on x1 pens in type A is = 5x1
Profit on x2 pens in type B is = 3x2
Total profit = 5x1 + 3x2
Let Z = 5x1 + 3x2, which is the objective function.
Since the B total profit is to be maximized, we have to maximize Z = 5x1 + 3x2

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

(iii) Constraints:
Raw materials required for each pen A is twice as that of pen B.
i.e., for pen A raw material required is 2x1 and for B is x2.
Raw material is sufficient only for 1000 pens per day
∴ 2x1 + x2 ≤ 1000
Pen A requires 400 clips per day
∴ x1 ≤ 400
Pen B requires 700 clips per day
∴ x2 ≤ 700

(iv) Non-negative restriction:
Since the number of pens is non-negative, we have x1 > 0, x2 > 0.
Thus, the mathematical formulation of the LPP is
Maximize Z = 5x1 + 3x2
Subj ect to the constrains
2x1 + x2 ≤ 1000, x1 ≤ 400, x2 ≤ 700, x1, x2 ≥ 0

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

Question 2.
A company produces two types of products say type A and B. Profits on the two types of product are ₹ 30/- and ₹ 40/- per kg respectively. The data on resources required and availability of resources are given below.
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q2
Formulate this problem as a linear programming problem to maximize the profit.
Solution:
(i) Variables: Let x1 and x2 denote the two types products A and B respectively.

(ii) Objective function:
Profit on x1 units of type A product = 30x1
Profit on x2 units of type B product = 40x2
Total profit = 30x1 + 40x2
Let Z = 30x1 + 40x2, which is the objective function.
Since the profit is to be maximized, we have to maximize Z = 30x1 + 40x2

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

(iii) Constraints:
60x1 + 120x2 ≤ 12,000
8x1 + 5x2 ≤ 600
3x1 + 4x2 ≤ 500

(iv) Non-negative constraints:
Since the number of products on type A and type B are non-negative, we have x1, x2 ≥ 0
Thus, the mathematical formulation of the LPP is
Maximize Z = 30x1 + 40x2
Subject to the constraints,
60x1 + 120x2 ≤ 12,000
8x1 + 5x2 ≤ 600
3x1 + 4x2 ≤ 500
x1, x2 ≥ 0

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

Question 3.
A company manufactures two models of voltage stabilizers viz., ordinary and autocut. All components of the stabilizers are purchased from outside sources, assembly and testing is carried out at company’s own works. The assembly and testing time required for the two models are 0.8 hour each for ordinary and 1.20 hours each for auto-cut. Manufacturing capacity 720 hours at present is available per week. The market for the two models has been surveyed which suggests maximum weekly sale of 600 units of ordinary and 400 units of auto-cut. Profit per unit for ordinary and auto-cut models has been estimated at ₹ 100 and ₹ 150 respectively. Formulate the linear programming problem.
Solution:
(i) Variables : Let x1 and x2 denote the number of ordinary and auto-cut voltage stabilized.

(ii) Objective function:
Profit on x1 units of ordinary stabilizers = 100x1
Profit on x2 units of auto-cut stabilized = 150x2
Total profit = 100x1 + 150x2
Let Z = 100x1 + 150x2, which is the objective function.
Since the profit is to be maximized. We have to
Maximize, Z = 100x1 + 15x2

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

(iii) Constraints: The assembling and testing time required for x1 units of ordinary stabilizers = 0.8x1 and for x2 units of auto-cut stabilizers = 1.2x2
Since the manufacturing capacity is 720 hours per week. We get 0.8x1 + 1.2x2 ≤ 720
Maximum weekly sale of ordinary stabilizer is 600
i.e., x1 ≤ 600
Maximum weekly sales of auto-cut stabilizer is 400
i.e., x2 ≤ 400

(iv) Non-negative restrictions:
Since the number of both the types of stabilizer is non-negative, we get x1, x2 ≥ 0.
Thus, the mathematical formulation of the LPP is,
Maximize Z = 100x2 + 150x2
Subject to the constraints
0.8x1 + 1.2x2 ≤ 720, x1 ≤ 600, x2 ≤ 400, x1, x2 ≥ 0

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

Question 4.
Solve the following linear programming problems by graphical method.
(i) Maximize Z = 6x1 + 8x2 subject to constraints 30x1 + 20x2 ≤ 300; 5x1 + 10x2 ≤ 110; and x1, x2 ≥ 0.
(ii) Maximize Z = 22x1 + 18x2 subject to constraints 960x1 + 640x2 ≤ 15360; x1 + x2 ≤ 20 and x1, x2 ≥ 0.
(iii) Minimize Z = 3x1 + 2x2 subject to the constraints 5x1 + x2 ≥ 10; x1 + x2 > 6; x1+ 4x2 ≥ 12 and x1, x2 ≥ 0.
(iv) Maximize Z = 40x1 + 50x2 subject to constraints 3x1 + x2 ≤ 9; x1 + 2x2 ≤ 8 and x1, x2 ≥ 0.
(v) Maximize Z = 20x1 + 30x2 subject to constraints 3x1 + 3x2 ≤ 36; 5x1 + 2x2 ≤ 50; 2x1 + 6x2 ≤ 60 and x1, x2 ≥ 0.
(vi) Minimize Z = 20x1 + 40x2 subject to the constraints 36x1 + 6x2 ≥ 108; 3x1 + 12x2 ≥ 36; 20x1 + 10x2 ≥ 100 and x1, x2 ≥ 0.
Solution:
(i) Given that 30x1 + 20x2 ≤ 300
Let 30x1 + 20x2 = 300
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4
Therefore
3x1 + 2x2 = 30
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.1
Also given that 5x1 + 10x2 ≤ 110
Let 5x1 + 10x2 = 110
x1 + 2x2 = 22
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.2
To get point of intersection, (i.e., the to get eo-ordinates of B)
3x1 + 2x2 = 30 …….(1)
x1 + 2x2 = 22 ……..(2)
(1) – (2) ⇒ 2x1 = 8
x1 = 4
x1 = 4 substitute in (1),
x1 + 2x2 = 22
4 + 2x2 = 22
2x2 = 18
x2 = 9
i.e., B is (4, 9)
The feasible region satisfying all the given conditions is OABC.
The co-ordinates of the points are O(0, 0), A(10, 0), B(4, 9), C(0, 11).
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.3
The maximum value of Z occurs at B.
∴ The optimal solution is x1 = 4, x2 = 9 and Zmax = 96

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

(ii) Given that 960x1 + 640x2 ≤ 15360
Let 960x1 + 640x2 = 15360
3x1 + 2x2 = 48
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.4
Also given that x1 + x2 ≤ 20
Let x1 + x2 = 20
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.5
To get point of intersection
3x1 + 2x2= 48 …..(1)
x1 + x2 = 20 ……(2)
(2) × -2 ⇒ -2x1 – 2x2 = -40 …..(3)
(1) + (3) ⇒ x1 = 8
x1 = 8 substitute in (2),
8 + x2 = 20
x2 = 12
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.6
The feasible region satisfying all the given conditions is OABC.
The co-ordinates of the comer points are O(0, 0), A(16, 0), B(8,12) and C(0, 16).
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.7
The maximum value of Z occurs at B(8, 12).
∴ The optimal solution is x1 = 8, x2 = 12 and Zmax = 392

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

(iii) Given that 5x1 + x2 ≥ 10
Let 5x1 + x2 = 10
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.8
Also given that x1 + x2 ≥ 6
Let x1 + x2 = 6
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.9
Also given that x1 + 4x2 ≥ 12
Let x1 + 4x2 = 12
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.10
To get C
5x1 + x2 = 10 ……..(1)
x1 + x2 = 6 ………(2)
(1) – (2) ⇒ 4x1 = 4
⇒ x1 = 1
x = 1 substitute in (2)
⇒ x1 + x2 = 6
⇒ 1 + x2 = 6
⇒ x2 = 5
∴ C is (1, 5)
To get B
x1 + x2 = 6
x1 + 4x2 = 12
(1) – (2) ⇒ -3x2 = -6
x2 = 2
x2 = 2 substitute in (1), x1 = 4
∴ B is (4, 2)
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.11
The feasible region satisfying all the conditions is ABCD.
The co-ordinates of the comer points are A(12, 0), B(4, 2), C(1, 5) and D(0, 10).
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.12
The minimum value of Z occours at C(1, 5).
∴ The optimal solution is x1 = 1, x2 = 5 and Zmin = 13

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

(iv) Given that 3x1 + x2 ≤ 9
Let 3x1 + x2 = 9
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.13

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.14
Also given that x1 + 2x2 ≤ 8
Let x1 + 2x2 = 8
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.15
3x1 + x2 = 9 ………(1)
x1 + 2x2 = 8 ……..(2)
(1) × 2 ⇒ 6x1 + 2x2 = 18 ……..(3)
(2) + (3) ⇒ -5x1 = -10
x1 = 2
x1 = 2 substitute in (1)
3(2) + x2 = 9
x2 = 3
The feasible region satisfying all the conditions is OABC.
The co-ordinates of the corner points are O(0, 0), A(3, 0), B(2, 3), C(0, 4)
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.16
The maximum value of Z occurs at (2, 3).
∴ The optimal solution is x1 = 2, x2 = 3 and Zmax = 230

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

(v) Given that 3x1 + 3x2 ≤ 36
Let 3x1 + 3x2 = 36
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.17
Also given that 5x1 + 2x2 ≤ 50
Let 5x1 + 2x2 = 50
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.18
x1 + x2 = 12 ……(1)
5x1 + 2x2 = 50 ……….(2)
(1) × 2 ⇒ 2x1 + 2x2 = 24 ………(3)
(2) – (3) ⇒ 3x1 = 26
x1 = \(\frac{26}{3}\) = 8.66
put x1 = \(\frac{26}{3}\) substitute in (1)
x1 + x2 = 12
x2 = 12 – x1
x2 = 26 – \(\frac{26}{3}\) = \(\frac{10}{3}\) = 3.33
Also given that 2x1 + 6x2 ≤ 60
Let 2x1 + 6x2 = 60
x1 + 3x2 = 30
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.19
x1 + x2 = 12 …….(1)
x1 + 3x2 = 30 …….(2)
(1) – (2) ⇒ -2x2 = -18
x2 = 9
x2 = 9 substitute in (1) ⇒ x1 = 3
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.20
The feasible region satisfying all the given conditions is OABCD.
The co-ordinates of the comer points are O(0, 0), A(10, 0), B(\(\frac{26}{3}, \frac{10}{3}\)), and C = (3, 9) and D (0, 10)
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.21
The maximum value of Z occurs at C(3, 9)
∴ The optimal solution is x1 = 3, x2 = 9 and Zmax = 330

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1

(vi) Given that 36x1 + 6x2 ≥ 108
Let 36x1 + 6x2 = 108
6x1 + x2 = 18
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.22
Also given that 3x1 + 12x2 ≥ 36
Let 3x1 + 12x2 = 36
x1 + 4x2 = 12
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.23
Also given that 20x1 + 10x2 ≥ 100
Let 20x1 + 10x2 = 100
2x1 + x2 = 10
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.24

Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.25
The feasible region satisfying all the conditions is ABCD.
The co-ordinates of the comer points are A(12, 0), B(4, 2), C(2, 6) and D(0, 18).
Samacheer Kalvi 11th Business Maths Guide Chapter 10 Operations Research Ex 10.1 Q4.26
The minimum value of Z occurs at B(4, 2)
∴ The optimal solution is x1 = 4, x2 = 2 and Zmin = 160

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Tamilnadu State Board New Syllabus Samcheer Kalvi 11th Business Maths Guide Pdf Chapter 9 Correlation and Regression Analysis Ex 9.3 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Business Maths Solutions Chapter 9 Correlation and Regression Analysis Ex 9.3

Samacheer Kalvi 11th Business Maths Correlation and Regression Analysis Ex 9.3 Text Book Back Questions and Answers

Choose the correct answer.

Question 1.
An example of a positive correlation is:
(a) Income and expenditure
(b) Price and demand
(c) Repayment period and EMI
(d) Weight and Income
Answer:
(a) Income and expenditure

Question 2.
If the values of two variables move in the same direction then the correlation is said to be:
(a) Negative
(b) Positive
(c) Perfect positive
(d) No correlation
Answer:
(b) Positive

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 3.
If the values of two variables move in the opposite direction then the correlation is said to be:
(a) Negative
(b) Positive
(c) Perfect positive
(d) No correlation
Answer:
(a) Negative

Question 4.
Correlation co-efficient lies between:
(a) 0 to ∞
(b) -1 to +1
(c) -1 to 0
(d) -1 to ∞
Answer:
(b) -1 to +1

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 5.
If r(X, Y) = 0 the variables X and Y are said to be:
(a) Positive correlation
(b) Negative correlation
(c) No correlation
(d) Perfect positive correlation
Answer:
(c) No correlation

Question 6.
The correlation coefficient from the following data N = 25, ΣX = 125, ΣY = 100, ΣX2 = 650, ΣY2= 436, ΣXY = 520:
(a) 0.667
(b) -0.006
(c) -0.667
(d) 0.70
Answer:
(a) 0.667
Hint:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3 Q6

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 7.
From the following data, N = 11, ΣX = 117, ΣY = 260, ΣX2 = 1313, ΣY2 = 6580, ΣXY = 2827. the correlation coefficient is:
(a) 0.3566
(b) -0.3566
(c) 0
(d) 0.4566
Answer:
(a) 0.3566
Hint:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3 Q7

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3 Q7.1

Question 8.
The correlation coefficient is:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3 Q8
Answer:
(b) r(X, Y) = \(\frac{cov(x, y)}{\sigma_{x} \sigma_{y}}\)

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 9.
The variable whose value is influenced or is to be predicted is called:
(a) dependent variable
(b) independent variable
(c) regressor
(d) explanatory variable
Answer:
(a) dependent variable

Question 10.
The variable which influences the values or is used for prediction is called:
(a) Dependent variable
(b) Independent variable
(c) Explained variable
(d) Regressed
Answer:
(b) Independent variable

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 11.
The correlation coefficient:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3 Q11
Answer:
(a) \(r=\pm \sqrt{b_{x y} \times b_{y x}}\)

Question 12.
The regression coefficient of X on Y:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3 Q12
Answer:
(a) \(b_{x y}=\frac{\mathrm{N} \Sigma d x d y-(\Sigma d x)(\Sigma d y)}{\mathrm{N} \Sigma d y^{2}-(\Sigma d y)^{2}}\)

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 13.
The regression coefficient of Y on X:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3 Q13
Answer:
(c) \(b_{y x}=\frac{\mathrm{N\Sigma} d x d y-(\Sigma d x)(\Sigma d y)}{\mathrm{N} \Sigma d x^{2}-(\Sigma d x)^{2}}\)

Question 14.
When one regression coefficient is negative, the other would be:
(a) Negative
(b) Positive
(c) Zero
(d) None of these
Answer:
(a) Negative

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 15.
If X and Y are two variates, there can be at most:
(a) one regression line
(b) two regression lines
(c) three regression lines
(d) more regression lines
Answer:
(b) two regression lines

Question 16.
The lines of regression of X on Y estimates:
(a) X for a given value of Y
(b) Y for a given value of X
(c) X from Y and Y from X
(d) none of these
Answer:
(a) X for a given value of Y

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 17.
Scatter diagram of the variate values (X, Y) give the idea about:
(a) functional relationship
(b) regression model
(c) distribution of errors
(d) no relation
Answer:
(a) functional relationship

Question 18.
If regression co-efficient of Y on X is 2, then the regression co-efficient of X on Y is:
(a) ≤ \(\frac{1}{2}\)
(b) 2
(c) > \(\frac{1}{2}\)
(d) 1
Answer:
(a) ≤ \(\frac{1}{2}\)

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 19.
If two variables move in a decreasing direction then the correlation is:
(a) positive
(b) negative
(c) perfect negative
(d) no correlation
Answer:
(a) positive

Question 20.
The person suggested a mathematical method for measuring the magnitude of the linear relationship between two variables say X and Y is:
(a) Karl Pearson
(b) Spearman
(c) Croxton and Cowden
(d) Ya Lun Chou
Answer:
(a) Karl Pearson

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 21.
The lines of regression intersect at the point:
(a) (X, Y)
(b) \((\overline{\mathrm{X}}, \overline{\mathrm{Y}})\)
(c) (0, 0)
(d) (σx, σy)
Answer:
(b) \((\overline{\mathrm{X}}, \overline{\mathrm{Y}})\)

Question 22.
The term regression was introduced by:
(a) R.A Fisher
(b) Sir Francis Galton
(c) Karl Pearson
(d) Croxton and Cowden
Answer:
(b) Sir Francis Galton

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 23.
If r = -1, then correlation between the variables:
(a) perfect positive
(b) perfect negative
(c) negative
(d) no correlation
Answer:
(b) perfect negative

Question 24.
The coefficient of correlation describes:
(a) the magnitude and direction
(b) only magnitude
(c) only direction
(d) no magnitude and no direction
Answer:
(a) the magnitude and direction

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.3

Question 25.
If Cov(x, y) = -16.5, \(\sigma_{x}^{2}\) = 2.89, \(\sigma_{y}^{2}\) = 100. Find correlation coeffient.
(a) -0.12
(b) 0.001
(c) -1
(d) -0.97
Answer:
(d) -0.97

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2

Tamilnadu State Board New Syllabus Samcheer Kalvi 11th Business Maths Guide Pdf Chapter 7 Financial Mathematics Ex 7.2 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Business Maths Solutions Chapter 7 Financial Mathematics Ex 7.2

Samacheer Kalvi 11th Business Maths Financial Mathematics Ex 7.2 Text Book Back Questions and Answers

Question 1.
Find the market value of 62 shares available at ₹ 132 having the par value of ₹ 100.
Solution:
Market value = ₹ Number of shares × Market value of a share
= ₹ 132 × 62
= ₹ 8,184

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2

Question 2.
How much will be required to buy 125 of ₹ 25 shares at a discount of ₹ 7.
Solution:
Face value of a share = ₹ 25
Market value of a share = ₹ 25 – 7 = ₹ 18
Amount of money required to buy 125 shares = Number of shares × Market value of a share
= ₹ 125 × 18
= ₹ 2,250

Question 3.
If the dividend received from 9% of ₹ 20 shares is ₹ 1,620, find the number of shares.
Solution:
Income = Number of shares × Face value of a share × Rate of dividend
1620 = Number of shares × 20 × \(\frac{9}{100}\)
Number of shares = \(\frac{1620 \times 100}{20 \times 9}\) = 900 shares

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2

Question 4.
Mohan invested ₹ 29,040 in 15% of ₹ 100 shares of a company quoted at a premium of 20%. Calculate
(i) the number of shares bought by Mohan
(ii) his annual income from shares
(iii) the percentage return on his investment
Solution:
Investment = ₹ 29,040
Rate of dividend = 15%
Number of shares = 100
Premium = 20%
(i) Number of shares
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2 Q4

(ii) Annual income from shares = (Number of shares) × (Face value of a share) × (Rate of dividend)
= 242 × 100 × \(\frac{15}{100}\)
= ₹ 3630

(iii) The percentage return on his investment
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2 Q4.1

Question 5.
A man buys 400 of ₹ 10 shares at a premium of ₹ 2.50 on each share. If the rate of dividend is 12% find
(i) his investment
(ii) annual dividend received by him
(iii) rate of interest received by him on his money
Solution:
(i) Given Number of shares = 400
Face value of a share ₹ 10 market values of a share = 10 + 2.50 = ₹ 12.50
Investment = Number of shares × Market value of a share = ₹ 400 × 12.50 = ₹ 5000

(ii) Annual dividend = Number of shares × Face value × Rate of dividend
= 400 × 10 × \(\frac{12}{100}\)
= ₹ 480

(iii) Rate of dividend = \(\frac{\text { Dividend }}{\text { Investment }}\) × 100
= \(\frac{480}{5000}\) × 100
= \(\frac{48}{5}\)
= 9.6%

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2

Question 6.
Sundar bought 4,500 of ₹ 10 shares, paying 2% per annum. He sold them when the price rose to ₹ 23 and invested the proceeds in ₹ 25 shares paying 10% per annum at ₹ 18. Find the change in his income.
Solution:
Number of shares = \(\frac{4500}{10}\) = 450
Income from 2% stock = Number of shares × face value × Rate of dividend
= 450 × 10 × \(\frac{2}{100}\)
= ₹ 90
Selling price of450 shares = 450 × 23 = ₹ 10,350
Number of shares bought in 10% stock = \(\frac{\text { Selling price of } 450 \text { shares at } ₹ 23}{\text { Market value }}\)
= \(\frac{10350}{18}\)
= ₹ 575
Income, from 10% stock = No of shares × face value × Rate of dividend
= 575 × 25 × \(\frac{10}{100}\)
= 575 × \(\frac{10}{4}\)
= ₹ 1437.5
= ₹ 1437.50
Charge in his income = ₹ 1437.50 – ₹ 90 = ₹ 1347.50

Question 7.
A man invests ₹ 13,500 partly in 6% of ₹ 100 shares at ₹ 140 and partly in 5% of ₹ 100 shares at ₹ 125. If his total income is ₹ 560, how much has he invested in each?
Solution:
Let the amount invested in 6% of ₹ 100 shares at ₹ 140 be x.
Then the amount invested in 5% of ₹ 100 shares at ₹ 125 is ₹ 13500 – x.
Income from 6% shares = Number of shares × Face value of a share × Rate of dividend
= \(\frac{x}{140} \times 100 \times \frac{6}{100}\)
= \(\frac{3 x}{70}\)
Income from 5% shares = Number of shares × Face value of a share × Rate of dividend
= \(\frac{13500-x}{125} \times 100 \times \frac{5}{100}\)
= \(\frac{13500-x}{25}\)
Given that the total income = ₹ 560
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2 Q7
x + 13500 × 14 = 560 × 350
x = 196000 – 189000 = 7000
Amount invested at 6% stock = ₹ 7,000
Amount invested at 5% stock = ₹ 13500 – ₹ 7000 = ₹ 6500

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2

Question 8.
Babu sold some ₹ 100 Shares at a 10% discount and invested his sales proceeds in 15% of ₹ 50 shares at ₹ 33. Had he sold his shares at a 10% premium instead of a 10% discount, he would have earned ₹ 450 more. Find the number of shares sold by him.
Solution:
Let the number of shares sold by Babu be x.
The face value of a share is ₹ 100.
He sold a 10% discount; the selling price of one share ₹ 90.
The selling price of x shares = ₹ 90x
He bought a share of face value ₹ 50 and the number of shares 33.
∴ Number of shares bought for the amount ₹ 90x i.e., \(\frac{90 x}{33}\)
∴ Face value of 50 shares = Cost of one share × Number of share
= 50 × \(\frac{90 x}{33}\)
The dividend is 15%.
∴ Income = \(\frac{15}{100}\) × Face value of 50 shares
= \(\frac{15}{100} \times 50 \times \frac{90 x}{33}\)
= \(\frac{225 x}{11}\)
Suppose he sold his shares at 10% premium instead of 10% discount, the market value of one share is ₹ 110.
Selling price of x shares = 110 × x = 110x
Number of shares bought for ₹ 33 = \(\frac{110 x}{33}\)
Face value of 50 shares = \(\frac{110 x}{33}\) × 50
Income = \(\frac{15}{100} \times \frac{110 x}{33}\) × 50 = 25x
Change Income = ₹ 450
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2 Q8
x = \(\frac{450}{50}\) × 11 = 9 × 11 = 99 shares

Question 9.
Which is better investment? 7% of ₹ 100 shares at ₹ 120 (or) 8% of ₹ 100 shares at ₹ 135.
Solution:
Let the investment in each case be ₹ (120 × 135)
Case (i): Income from 7% of ₹ 100 shares at ₹ 120 = \(\frac{7}{120}\) × 120 × 135
= 7 × 135
= ₹ 945

Case (ii): Income from 8% of ₹ 100 shares at ₹ 135 = \(\frac{8}{135}\) × (120 × 135)
= 8 × 120
= ₹ 960
∴ 8% of 100 shares at ₹ 135 is better investment.

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.2

Question 10.
Which is better investment? 20% stock at 140 (or) 10% stock at 70.
Solution:
Let the investment in case be ₹ 140 × 70
Income from 20% stock at ₹ 140 is = \(\frac{20}{140}\) × 140 × 70
= 20 × 70
= ₹ 1400
Income from 10% stock at 70 = \(\frac{10}{70}\) × 140 × 70 = ₹ 1400
For the same investtnent both stocks fetch the same income. Therefore they are equivalent shares.

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1

Tamilnadu State Board New Syllabus Samcheer Kalvi 11th Business Maths Guide Pdf Chapter 7 Financial Mathematics Ex 7.1 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Business Maths Solutions Chapter 7 Financial Mathematics Ex 7.1

Samacheer Kalvi 11th Business Maths Financial Mathematics Ex 7.1 Text Book Back Questions and Answers

Question 1.
Find the amount of an ordinary annuity of ₹ 3,200 per annum for 12 years at the rate of interest of 10% per year, [(1.1)12 = 3.1384]
Solution:
Here a = 3,200, n = 12, and i = \(\frac{10}{100}\) = 0.1
A = \(\frac{a}{i}\) [(1 + i)n – 1]
= \(\frac{3200}{0.1}\) [(1 + 0.1)12 – 1]
= 32000 [(1.1)12 – 1]
= 32000 [3.1384 – 1] [∵ (1.1)12 = 3.1384]
= 32000 [2.1384]
= ₹ 68,428.8

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1

Question 2.
If the payment of ₹ 2,000 is made at the end of every quarter for 10 years at the rate of 8% per year, then find the amount of annuity. [(1.02)40 = 2.2080]
Solution:
Here a = 2,000, n = 10 years, and \(\frac{i}{k}=\frac{\frac{8}{100}}{4}=\frac{2}{100}=0.02\)
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1 Q2
= 100000 [2.2080 – 1] [∵ (1.02)40 = 2.2080]
= 100000 [1.2080]
= ₹ 1,20,800

Question 3.
Find the amount of an ordinary annuity of 12 monthly payments of ₹ 1,500 that earns interest at 12% per annum compounded monthly. [(1.01)12 = 1.1262]
Solution:
Here a = 1,500, n = 1 year, and i = \(\frac{12}{100}\)
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1 Q3
= 150000 [(1.01)12 – 1]
= 150000 [1.1262 – 1] (∵ (1.01)12 = 1.1262)
= 150000 [0.1262]
= ₹ 18,930

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1

Question 4.
A bank pays 8% per annum interest compounded quarterly. Find equal deposits to be made at the end of each quarter for 10 years to have ₹ 30,200? [(1.02)40 = 2.2080]
Solution:
Here A = ₹ 30200, i = \(\frac{8}{100}\)
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1 Q4

Question 5.
A person deposits ₹ 2,000 from his salary towards his contributory pension scheme. The same amount is credited by his employer also. If an 8% rate of compound interest is paid, then find the maturity amount at end of 20 years of service. [(1.0067)240 = 4.966]
Solution:
A person deposit ₹ 2,000.
The employer also credited the same amount.
a = ₹ 2,000 + ₹ 2,000 = ₹ 4,000
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1 Q5
Note:
If (1.0067) = 4.966 (Original value)
Then A = 600000 (4.966 – 1)
= 600000(3.966)
= ₹ 23,79,600

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1

Question 6.
Find the present value of ₹ 2,000 per annum for 14 years at the rate of interest of 10% per annum. [(1.04)-14 = 0.6252]
Solution:
Here a = 2000, n = 14, and i = \(\frac{10}{100}\) = 0.1
\(P=\frac{a}{i}\left[1-\frac{1}{(1+i)^{n}}\right]\)
= \(\frac{2000}{0.1}\left[1-\frac{1}{(1+0.1)^{14}}\right]\)
= \(\frac{2000}{0.1}\left[1-(1.1)^{-14}\right]\)
= 20000 [1 – 0.2632]
= 20000 × 0.73678
= ₹ 14,735.60

Question 7.
Find the present value of an annuity of ₹ 900 payable at the end of 6 months for 6 years. The money compounded at 8% per annum. [(1.04)-12 = 0.6252]
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1 Q7

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1

Question 8.
Find the amount at the end of 12 years of an annuity of ₹ 5,000 payable at the beginning of each year, if the money is compounded at 10% per annum.
Solution:
Here a = 5000, i = 10% = \(\frac{10}{100}\) = 0.1, n = 12
Amount A = (1 + i) \(\frac{a}{i}\) [(1 + i)n – 1]
= (1 + 0.1) \(\frac{5000}{\frac{10}{100}}\) [(1 + 0.1)12 – 1]
= (1.1) 50000 [(1.1)12 – 1]
= 55000 [3.1384 – 1]
= 55000 [2.1384]
= ₹ 1,17,612

Question 9.
What is the present value of an annuity due of ₹ 1,500 for 16 years at 8% per annum? [(1.08)15 = 3.172]
Solution:
Present value of annuity due, \(\mathrm{P}=\frac{a(1+i)}{i}\left[1-\frac{1}{(1+i)^{n}}\right]\)
Here a = 1500, n = 16, i = \(\frac{8}{100}\) = 0.08
Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1 Q9
= 18750[1.08 – \(\frac{1}{3.1721}\)] [∵ (1.08)15 = 3.1721]
= 18750[1.08 – 0.31524]
= 18750[0.7648]
= ₹ 14340

Samacheer Kalvi 11th Business Maths Guide Chapter 7 Financial Mathematics Ex 7.1

Question 10.
What is the amount of perpetual annuity of ₹ 50 at 5% compound interest per year?
Solution:
\(P=\frac{a}{i}=\frac{50}{\left(\frac{5}{100}\right)}=\frac{50 \times 100}{5}=₹ 1,000\)

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2

Tamilnadu State Board New Syllabus Samcheer Kalvi 11th Business Maths Guide Pdf Chapter 9 Correlation and Regression Analysis Ex 9.2 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Business Maths Solutions Chapter 9 Correlation and Regression Analysis Ex 9.2

Samacheer Kalvi 11th Business Maths Correlation and Regression Analysis Ex 9.2 Text Book Back Questions and Answers

Question 1.
From the data given below:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q1
Find
(a) The two regression equations
(b) The coefficient of correlation between marks in Economics and statistics
(c) The most likely marks in Statistics when the marks in Economics is 30.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q1.1
(a) Regression equation of X on Y.
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q1.2
Regression equation of Y on X.
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q1.3
(b) Coefficient of correlation \(r=\pm \sqrt{b_{x y} \times b_{y x}}\)
= \(\sqrt{(-0.234)(-0.664)}\)
= -0.394
(c) When X = 30, Y = ?
Y = -0.664(30) + 59.248
= -19.92 + 59.248
= 39.328.

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2

Question 2.
The heights (in cm.) of a group of fathers and sons are given below.
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q2
Find the lines of regression and estimate the height of son when the height of the father is 164 cm.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q2.1
\(\overline{\mathrm{Y}}=\frac{1690}{10}=169\)
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q2.2
Regression equation of X on Y
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q2.4
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q2.3
Regression equation of Y on X
\(\mathrm{Y}-\overline{\mathrm{Y}}=b_{\mathrm{yx}}(\mathrm{X}-\overline{\mathrm{X}})\)
Y – 169 = 0.610 (X – 168.6)
Y – 169 = 0.610X – 102.846
Y = 0.610X – 102.846 + 169
Y = 0.160X + 66.154 ………(1)
To get son’s height (Y) when the father height is X = 164 cm.
Put X = 164 cm in equation (1) we get
Son’s height = 0.610 × 164 + 66.154
= 100.04 + 66.154 cm
= 169.19 cm.

Question 3.
The following data give the height in inches (X) and the weight in lb. (Y) of a random sample of 10 students from a large group of students of age 17 years:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q3
Estimate weight of the student of a height 69 inches.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q3.1
\(\overline{\mathrm{Y}}=\frac{1169}{10}=116.9\)
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q3.2
Regression equation of Y on X
\(Y-\bar{Y}=b_{y x}(X-\bar{X})\)
Y – 117 = 2.3479 (X – 65.2)
Y – 117 = 2.3479X – (2.3479)(65.2)
Y = 2.3479X – 153.08308 + 117
Y = 2.3479 – 36.08308
When the height X = 69 inches
Weight, Y = 2.3479(69) – 36.08308
= 162.0051 – 36.08308
= 125.92202
= 125.92 lb

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2

Question 4.
Obtain the two regression lines from the following data N = 20, ΣX = 80, ΣY = 40, ΣX2 = 1680, ΣY2 = 320 and ΣXY = 480.
Solution:
ΣX = 80, ΣY = 40, ΣX2 = 1680, ΣY2 = 320, ΣXY = 480, N = 20
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q4
Regression line of Y on X
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q4.1
Regression line of X on Y
\(\mathbf{X}-\overline{\mathbf{X}}=b_{x y}(\mathbf{Y}-\overline{\mathbf{Y}})\)
X – 4 = 1.33(Y – 2)
X = 1.33Y – 2.66 + 4
X = 1.33Y + 1.34

Question 5.
Given the following data, what will be the possible yield when the rainfall is 29″
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q5
The coefficient of correlation between rainfall and production is 0.8.
Solution:
\(\overline{\mathrm{X}}\) = 25, σx = 3, \(\overline{\mathrm{Y}}\) = 40, σy = 6, r = 0.8
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q5.1
To find the yield when the rainfall is 29″ is,
Put X = 29 in the above equation we get yield,
Y = 1.6 × 29 = 46.4 units/acre

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2

Question 6.
The following data relate to advertisement expenditure (in lakh of rupees) and their corresponding sales (in crores of rupees)
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q6
Estimate the sales corresponding to advertising expenditure of ₹ 30 lakh.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q6.1
N = 7, ΣX = 338, ΣY = 361, ΣX2 = 17094, ΣY2 = 19773, ΣXY = 18160.
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q6.2
Regression equation of Y on X
\(Y-\bar{Y}=b_{y x}(X-\bar{X})\)
Y – 51.57 = 0.942(X – 48.29)
Y – 51.57 = 0.942X – 0.942 × 48.29
Y – 51.57 = 0.942X – 45.48918
Y = 0.942X + 51.57 – 48.29
Y = 0.942X + 6.081
To find the sales, when the advertising is X = ₹ 30 lakh in the above equation we get,
Y = 0.942(30) + 6.081
= 28.26 + 6.081
= 34.341
= ₹ 34.34 crores

Question 7.
You are given the following data:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q7
If the Correlation coefficient between X and Y is 0.66, then find
(i) the two regression coefficients,
(ii) the most likely value of Y when X = 10.
Solution:
\(\overline{\mathrm{X}}\) = 36, \(\overline{\mathrm{Y}}\) = 85, σx = 11, σy = 8, r = 0.66
(i) The two regression coefficients are,
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q7.1
(ii) Regression equation of X on Y:
\(X-\bar{X}=b_{x y}(Y-\bar{Y})\)
X – 36 = 0.91(Y – 85)
X – 36 = 0.91Y – 77.35
X = 0.91Y – 77.35 + 36
X = 0.91Y – 41.35
Regression line of Y on X:
\(Y-\bar{Y}=b_{y x}(X-\bar{X})\)
Y – 85 = 0.48(X – 36)
Y = 0.48X – 17.28 + 85
Y = 0.48X + 67.72
The most likely value of Y when X = 10 is
Y = 0.48(10) + 67.72 = 72.52.

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2

Question 8.
Find the equation of the regression line of Y on X, if the observations (Xi, Yi) are the following (1, 4) (2, 8) (3, 2) ( 4, 12) ( 5, 10) ( 6, 14) ( 7, 16) ( 8, 6) (9, 18).
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q8
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q8.1
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q8.2
Regression line of Y on X:
\(Y-\bar{Y}=b_{y x}(X-\bar{X})\)
Y – 10 = 1.33(X – 5)
Y = 1.33X – 6.65 + 10
Y = 1.33X + 3.35

Question 9.
A survey was conducted to study the relationship between expenditure on accommodation (X) and expenditure on Food and Entertainment (Y) and the following results were obtained:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q9
Write down the regression equation and estimate the expenditure on Food and Entertainment, if the expenditure on accommodation is ₹ 200.
Solution:
\(\overline{\mathrm{X}}\) = 178, \(\overline{\mathrm{Y}}\) = 47.8, σx = 63.15, σy = 22.98, r = 0.43
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q9.1
Regression line of Y on X:
\(\mathrm{Y}-\overline{\mathrm{Y}}=b_{y x}(\mathrm{X}-\overline{\mathrm{X}})\)
Y – 47.8 = 0.1565(X – 178)
Y = 0.1565X – 27.857 + 47.8
Y = 0.1565X + 19.94
When the expenditure on accommodation is ₹ 200 the expenditure on food and entertainments is,
Y = 0.1565X + 19.94
Y = 0.1565(200) + 19.94
= 31.3 + 19.94
= ₹ 51.24.

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2

Question 10.
For 5 observations of pairs of (X, Y) of variables X and Y the following results are obtained.
ΣX = 15, ΣY = 25, ΣX2 = 55, ΣY2 = 135, ΣXY = 83. Find the equation of the lines of regression and estimate the values of X and Y if Y = 8; X = 12.
Solution:
N = 5, ΣX = 15, ΣY = 25, ΣX2 = 55, ΣY2 = 135, ΣXY = 83, \(\overline{\mathrm{X}}=\frac{15}{5}\) = 3, \(\overrightarrow{\mathrm{Y}}=\frac{25}{5}\) = 5.
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q10
Regression line of Y on X:
\(Y-\bar{Y}=b_{x y}(X-\bar{X})\)
Y – 5 = 0.8(X – 3)
Y = 0.8X – 2.4 + 5
Y = 0.8X + 2.6.
WhenX = 12, Y = 0.8X + 2.6
Y = (0.8)12 + 2.6
= 9.6 + 2.6
= 12.2
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2 Q10.1
Regression line of X on Y:
\(X-\bar{X}=b_{x y}(Y-\bar{Y})\)
X – 3 = 0.8(Y – 5)
X = 0.8Y – 4 + 3
X = 0.8Y – 1
When Y = 8, X = 0.8Y – 1
X = (0.8)8 – 1
= 6.4 – 1
= 5.4

Question 11.
The two regression lines were found to be 4X – 5Y + 33 = 0 and 20X – 9Y – 107 = 0. Find the mean values and coefficient of correlation between X and Y.
Solution:
To get mean values we must solve the given lines.
4X – 5Y = -33 ……(1)
20X – 9Y = 107 …….(2)
(1) × 5 ⇒ 20X – 25Y = -165
20X – 9Y = 107
Subtracting (1) and (2), -16Y = -272
Y = \(\frac{272}{16}\) = 17
i.e., \(\overline{\mathrm{Y}}\) = 17
Using Y = 17 in (1) we get, 4X – 85 = -33
4X = 85 – 33
4X = 52
X = 13
i.e., \(\overline{\mathrm{X}}\) = 13
Mean values are \(\overline{\mathrm{X}}\) = 13, \(\overline{\mathrm{Y}}\) = 17,
Let regression line of Y on X be
4X – 5Y + 33 = 0
5Y = 4X + 33
Y = \(\frac{1}{5}\) (4X + 33)
Y = \(\frac{4}{5} X+\frac{33}{5}\)
Y = 0.8X + 6.6
∴ byx = 0.8
Let regression line of X on Y be
20X – 9Y – 107 = 0
20X = 9Y + 107
X = \(\frac{1}{20}\) (9Y + 107)
X = \(\frac{9}{20} Y+\frac{107}{20}\)
X = 0.45Y + 5.35
∴ bxy = 0.45
Coefficient of correlation between X and Y is
\(r=\pm \sqrt{b_{y x} \times b_{x y}}\)
\(r=\pm \sqrt{0.8 \times 0.45}\)
= ±0.6
= 0.6
Both byx and bxy is positive take positive sign.

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.2

Question 12.
The equations of two lines of regression obtained in a correlation analysis are the following 2X = 8 – 3Y and 2Y = 5 – X . Obtain the value of the regression coefficients and correlation coefficient.
Solution:
Let regression line of Y on X be,
2Y = 5 – X
Y = -0.5X + 2.5
byx = -0.5
i.e., byx= \(-\frac{1}{2}\)
Let regression line of X on Y be
2X = 8 – 3Y
X = -1.5Y + 4
bxy = -1.5
i.e., bxy = \(-\frac{3}{2}\)
Correlation coefficient \(r=\pm \sqrt{b_{x y} \times b_{y x}}\)
= \(\pm \sqrt{1.5 \times 0.5}\)
= -0.866
Both bxy and byx is negative so take negative sign.

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1

Tamilnadu State Board New Syllabus Samcheer Kalvi 11th Business Maths Guide Pdf Chapter 9 Correlation and Regression Analysis Ex 9.1 Text Book Back Questions and Answers, Notes.

Tamilnadu Samacheer Kalvi 11th Business Maths Solutions Chapter 9 Correlation and Regression Analysis Ex 9.1

Samacheer Kalvi 11th Business Maths Correlation and Regression Analysis Ex 9.1 Text Book Back Questions and Answers

Question 1.
Calculate the correlation co-efficient for the following data:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q1
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q1.1
Coefficient of correlation
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q1.2

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1

Question 2.
Find the coefficient of correlation for the following:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q2
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q2.1
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q2.2
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q2.3

Question 3.
Calculate the coefficient of correlation for the ages of husbands and their respective wives:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q3
Solution:
Without deviation:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q3.1
N = 10
Coefficient of correlation
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q3.2
= \(\frac{1783}{45 \times 39.76}\)
= 0.9965
Note: We can do the above problem using deviations taken from arithmetic means of X and Y. i.e., using
r = \(\frac{\Sigma \mathrm{XY}}{\sqrt{\Sigma \mathrm{X}^{2} \Sigma \mathrm{Y}^{2}}}\)

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1

Question 4.
Calculate the coefficient of correlation between X and Y series from the following data:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q4
The summation of product deviations of X and Y series from their respective arithmetic means is 122.
Solution:
N = 15, \(\overline{\mathrm{X}}\) = 25, \(\overline{\mathrm{Y}}\) = 18, x = X – \(\overline{\mathrm{X}}\), y = Y – \(\overline{\mathrm{Y}}\), Σx2 = 136, Σy2 = 138, Σxy = 122
Correlation coefficient
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q4.1

Question 5.
Calculate the correlation coefficient for the following data:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q5
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q5.1
N = 10, ΣX = 310, ΣY = 340, Σx2 = 870, Σy2 = 720, Σxy = 178
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q5.2
Correlation coefficient
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q5.3

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1

Question 6.
Find the coefficient of correlation for the following:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q6
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q6.1
N = 8, ΣX = 600, ΣY = 724, Σdx2 = 1172, Σdy2 = 3372, Σdxdy = -146
Correlation coefficient
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q6.2

Question 7.
An examination of 11 applicants for an accountant post was taken by a finance company. The marks obtained by the applicants in the reasoning and aptitude tests are given below.
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q7
Calculate Spearman’s rank correlation coefficient from the data given above.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q7.1
N = 11, Σd2 = 22
Rank correlation
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q7.2

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1

Question 8.
The following are the ranks obtained by 10 students in commerce and accountancy are given below:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q8
To what extent is the knowledge of students in the two subjects related?
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q8.1
N = 11, Σd2 = 128
Rank correlation
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q8.2

Question 9.
A random sample of recent repair jobs was selected and the estimated cost and actual cost were recorded.
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q9
Calculate the value of spearman’s correlation coefficient.
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q9.1
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q9.2
N = 8, Σd2 = 8
Rank correlation
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q9.3

Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1

Question 10.
The rank of 10 students of the same batch in two subjects A and B are given below. Calculate the rank correlation coefficient.
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q10
Solution:
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q10.1
N = 10, Σd2 = 226
Rank correlation
Samacheer Kalvi 11th Business Maths Guide Chapter 9 Correlation and Regression Analysis Ex 9.1 Q10.2