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Chapter 1

Introduction to Information Technology

TU BBM past exam questions

Past questions and answers

22 questions set from this chapter. Most repeated first.

  • TU BBM past exam paper Set 2 · 1 mark

What does it mean for two propositions to be logically equivalent?

Answer

Two propositions are logically equivalent when they always have the same truth value in every possible case — that is, their truth tables are identical.

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  • TU BBM past exam paper Set 2 · 1 mark

Convert "If an integer is not even, then it is odd" into equivalent logical expression.

Answer

Let pp: "An integer is even" and qq: "It is odd".

"Not even" is ¬p\neg p, so the statement "If an integer is not even, then it is odd" is

¬p→q\neg p \rightarrow q

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  • TU BBM past exam paper Set 2 · 1 mark

Find the seventh term of (x+2y)10(x + 2y)^{10}.

Answer

The general term in the expansion of (x+2y)10(x+2y)^{10} is

Tr+1=(10r)x10−r(2y)rT_{r+1} = \binom{10}{r} x^{10-r}(2y)^r

For the 7th term, r+1=7⇒r=6r+1=7 \Rightarrow r=6:

T7=(106)x4(2y)6T_7 = \binom{10}{6} x^{4}(2y)^6

=210⋅x4⋅64y6= 210 \cdot x^4 \cdot 64y^6

=13440x4y6= 13440x^4y^6

Seventh term = 13440x4y6\boxed{13440x^4y^6}

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  • TU BBM past exam paper Set 2 · 1 mark

What do you mean by recursive algorithm.

Answer

A recursive algorithm is one that solves a problem by calling itself on smaller instances of the same problem, until it reaches a base case that can be solved directly.

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  • TU BBM past exam paper Set 2 · 1 mark

State sum rule and product rule of counting.

Answer

Sum Rule: If a task can be done in one of mm mutually exclusive ways or in one of nn other mutually exclusive ways, then the total number of ways to do the task is m+nm + n.

Product Rule: If a task consists of two successive steps, where the first step can be done in mm ways and, for each of these, the second step can be done in nn ways, then the total number of ways to complete the task is m×nm \times n.

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  • TU BBM past exam paper Set 2 · 1 mark

How permutation differ from combination.

Answer

In permutation, the order of selection matters (e.g., arranging 3 books on a shelf); in combination, the order does not matter (e.g., choosing 3 books from a set).

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  • TU BBM past exam paper Set 2 · 1 mark

Define wheel graph with example.

Answer

A wheel graph WnW_n is a graph with nn vertices formed by joining one extra vertex (the hub) to every vertex of a cycle Cn−1C_{n-1} (the rim). It has 2(n−1)2(n-1) edges.

Example: W4W_4 is a triangle C3C_3 (rim vertices v1,v2,v3v_1, v_2, v_3) with a hub hh joined to all three. It has 4 vertices and 3+3=63 + 3 = 6 edges.

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  • TU BBM past exam paper Set 2 · 1 mark

What is game tree?

Answer

A game tree is a diagram that represents all possible moves and their outcomes in a game, with the initial position at the root and each branch showing a player's possible choices.

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  • TU BBM past exam paper Set 2 · 1 mark

Define degree of tree with example.

Answer

Degree of a tree: The degree of a tree is the maximum degree among all the nodes (vertices) of the tree, i.e. the highest number of children any single node has.

Example: Consider a tree with root A having children B, C, D, where B has children E and F.

  • Degree of A = 3, B = 2, C = 0, D = 0, E = 0, F = 0
  • Degree of the tree = max(3, 2, 0, 0, 0, 0) = 3

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  • TU BBM past exam paper Set 2 · 1 mark

List out any three applications of graph.

Answer

Any three applications of graph:

  1. Social networks — modelling friendships, followers and connections between people.
  2. Maps and navigation — finding shortest routes between locations (e.g., Google Maps).
  3. Computer networks — representing and routing data between connected devices.

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  • TU BBM past exam paper Set 2 · 3 marks

Show that if n is an integer and n3+5n^3+5 is odd, then n is even using a proof by contraposition.

Answer

Proof by contraposition

We must show: if (n) is not even (i.e. (n) is odd), then (n^3+5) is not odd (i.e. (n^3+5) is even).

Assume (n) is odd. Then (n=2k+1) for some integer (k).

Substitute into (n^3+5):

[ n^3+5=(2k+1)^3+5 ]

[ =(2k)^3+3(2k)^2(1)+3(2k)(1)^2+1^3+5 ]

[ =8k^3+12k^2+6k+1+5 ]

[ =8k^3+12k^2+6k+6 ]

[ =2(4k^3+6k^2+3k+3) ]

Since (4k^3+6k^2+3k+3) is an integer, (n^3+5) is even, i.e. it is not odd.

Thus we have proved the contrapositive: if (n) is odd, then (n^3+5) is even. Therefore, the original statement is true — if (n^3+5) is odd, then (n) must be even. (\blacksquare)

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  • TU BBM past exam paper Set 2 · 3 marks

Prove that n3+2nn^3+2n is divisible by 3, using mathematical induction.

Answer

To prove: (n^3+2n) is divisible by 3 for all (n\in \mathbb{N}).

Let (P(n): n^3+2n) is divisible by 3.

Base case: For (n=1), [ 1^3+2(1)=3 ] which is divisible by 3. So (P(1)) is true.

Induction hypothesis: Assume (P(k)) is true, i.e. [ k^3+2k=3m ] for some integer (m).

Induction step: For (n=k+1), [ (k+1)^3+2(k+1) ] [ = k^3+3k^2+3k+1+2k+2 ] [ = (k^3+2k)+3k^2+3k+3 ] [ = 3m+3(k^2+k+1) ] [ = 3\left(m+k^2+k+1\right) ] which is divisible by 3. Thus (P(k+1)) is true whenever (P(k)) is true.

Hence, by mathematical induction, (n^3+2n) is divisible by 3 for all natural numbers (n). (\blacksquare)

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  • TU BBM past exam paper Set 2 · 3 marks

State the pigeon hole principle. How many numbers must be selected from the set {1,3,5,7,9,11,13,15} to guarantee that at least one pair of these numbers add up to 16?

Answer

Pigeonhole Principle: If (n) objects are placed into (m) boxes and (n > m), then at least one box must contain more than one object. In general, if (n) objects are put into (m) boxes, at least one box contains at least (\lceil n/m \rceil) objects.

The given set is
[ {1,3,5,7,9,11,13,15} ]

The pairs that add up to 16 are: [ (1,15),\ (3,13),\ (5,11),\ (7,9) ]

So there are 4 such pairs. If we select 4 numbers, we could select exactly one number from each pair and still not get a pair adding to 16. But if we select 5 numbers, then by the pigeonhole principle, since there are only 4 pairs (boxes) and 5 selected numbers (objects), at least two selected numbers must come from the same pair. Those two numbers will add up to 16.

[ \boxed{\text{Minimum number to be selected} = 5} ]

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  • TU BBM past exam paper Set 2 · 3 marks

Write a Euclidean algorithm to compute GCD of any two positive integers.

Answer

Euclidean Algorithm to Compute GCD of Two Positive Integers

Idea: Repeatedly replace the larger number by the remainder obtained when the larger is divided by the smaller, until the remainder becomes zero. The last non-zero divisor is the GCD.

Algorithm (in words):

  1. Start.
  2. Read two positive integers aa and bb.
  3. While b≠0b \neq 0, repeat:
    • Set r=a mod br = a \bmod b (remainder of aa divided by bb)
    • Set a=ba = b
    • Set b=rb = r
  4. The GCD is the final value of aa.
  5. Display aa and stop.

Pseudocode:

START
  INPUT a, b
  WHILE b ≠ 0 DO
      r ← a MOD b
      a ← b
      b ← r
  END WHILE
  PRINT "GCD =", a
END

Example: For a=48a = 48, b=18b = 18:

Stepaabbr=a mod br = a \bmod b
1481812
218126
31260
460—

Since b=0b = 0, the GCD is a=6a = 6.

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  • TU BBM past exam paper Set 2 · 3 marks

Explain simple, muti and pseudo graph with example.

Answer

Simple Graph

A simple graph is an undirected graph in which no two vertices are connected by more than one edge, and no edge connects a vertex to itself (no loops). In other words, between any pair of vertices there is at most one edge, and self-loops are not allowed.

Example: Three vertices A, B, C with edges AB and BC. There is only one edge between any pair and no loop — this is a simple graph.

Multi Graph

A multigraph is a graph that allows multiple (parallel) edges between the same pair of vertices. However, loops are generally not permitted in a multigraph.

Example: Vertices A and B connected by two or three separate edges (say e₁, e₂, e₃) between them. Since more than one edge joins the same pair of vertices, it is a multigraph.

Pseudo Graph

A pseudograph is a graph that allows both multiple edges between the same pair of vertices and loops (an edge from a vertex to itself).

Example: Vertices A and B joined by two parallel edges, and vertex A also having a loop e₃ from A back to A. Since it contains both a parallel edge and a loop, it is a pseudograph.

Summary

Graph TypeMultiple EdgesLoops
Simple graphNot allowedNot allowed
MultigraphAllowedNot allowed
PseudographAllowedAllowed

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  • TU BBM past exam paper Set 2 · 5 marks

Show that the hypotheses "If you send me an e-mail message, then I will finish writing the program," "If you do not send me an e-mail message, then I will go to sleep early," and" if I go to sleep early, then I will wake up feeling refreshed" lead to the conclusion" If I do not finish writing the program, then I will wake up feeling refreshed."

Answer

Let the propositions be:

  • (p): You send me an e-mail message.
  • (q): I will finish writing the program.
  • (r): I will go to sleep early.
  • (s): I will wake up feeling refreshed.

Hypotheses:

  1. (p \to q) (If you send me an e-mail message, then I will finish writing the program)
  2. (\neg p \to r) (If you do not send me an e-mail message, then I will go to sleep early)
  3. (r \to s) (If I go to sleep early, then I will wake up feeling refreshed)

Conclusion to prove: (\neg q \to s) (If I do not finish writing the program, then I will wake up feeling refreshed)


Proof:

StepStatementReason
1(p \to q)Hypothesis 1
2(\neg q \to \neg p)Contrapositive of (1)
3(\neg p \to r)Hypothesis 2
4(\neg q \to r)Hypothetical syllogism on (2) and (3)
5(r \to s)Hypothesis 3
6(\neg q \to s)Hypothetical syllogism on (4) and (5)

Explanation:

  • From (p \to q), its contrapositive (\neg q \to \neg p) is logically equivalent.
  • Chaining (\neg q \to \neg p) with (\neg p \to r) gives (\neg q \to r).
  • Chaining (\neg q \to r) with (r \to s) gives (\neg q \to s).

Thus the three hypotheses validly lead to the conclusion: If I do not finish writing the program, then I will wake up feeling refreshed. (\blacksquare)

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  • TU BBM past exam paper Set 2 · 5 marks

State Chinese remainder theorem. Find all solution to the system of congruences. x≡2(mod3)x \equiv 2 \pmod 3, x≡1(mod4)x \equiv 1 \pmod 4, x≡3(mod5)x \equiv 3 \pmod 5

Answer

Chinese Remainder Theorem:
If (m_1,m_2,\dots,m_n) are pairwise relatively prime positive integers, then the system [ x\equiv a_1\pmod{m_1},\quad x\equiv a_2\pmod{m_2},\quad \dots,\quad x\equiv a_n\pmod{m_n} ] has a unique solution modulo (M=m_1m_2\cdots m_n).

The solution is [ x\equiv a_1M_1y_1+a_2M_2y_2+\cdots+a_nM_ny_n\pmod M, ] where [ M_i=\frac{M}{m_i} ] and (y_i) is the inverse of (M_i) modulo (m_i).


Given: [ x\equiv 2\pmod 3,\qquad x\equiv 1\pmod 4,\qquad x\equiv 3\pmod 5. ]

Here, [ M=3\cdot4\cdot5=60. ]

Now, [ M_1=\frac{60}{3}=20,\qquad M_2=\frac{60}{4}=15,\qquad M_3=\frac{60}{5}=12. ]

Find inverses: [ 20\equiv 2\pmod 3,\qquad 2^{-1}\equiv 2\pmod 3. ] So, [ y_1=2. ]

[ 15\equiv 3\pmod 4,\qquad 3^{-1}\equiv 3\pmod 4. ] So, [ y_2=3. ]

[ 12\equiv 2\pmod 5,\qquad 2^{-1}\equiv 3\pmod 5. ] So, [ y_3=3. ]

Thus, [ x\equiv 2\cdot20\cdot2+1\cdot15\cdot3+3\cdot12\cdot3\pmod{60} ] [ x\equiv 80+45+108\pmod{60} ] [ x\equiv 233\pmod{60} ] [ x\equiv 53\pmod{60}. ]

Therefore, all solutions are [ \boxed{x=53+60k,\quad k\in\mathbb Z} ] or [ \boxed{x\equiv 53\pmod{60}}. ]

Check: [ 53\equiv 2\pmod 3,\qquad 53\equiv 1\pmod 4,\qquad 53\equiv 3\pmod 5. ]

Hence the required solution is (\boxed{x\equiv 53\pmod{60}}).

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  • TU BBM past exam paper Set 2 · 5 marks

Determine whether the following graphs are isomorphic or not.

Answer

The figure of the two graphs is not part of the question text, so the verdict depends on the graphs given. Two graphs G1G_1 and G2G_2 are isomorphic if there is a one-to-one, onto map f:V(G1)→V(G2)f: V(G_1)\to V(G_2) such that

uv∈E(G1)  ⟺  f(u)f(v)∈E(G2).uv \in E(G_1) \iff f(u)f(v) \in E(G_2).

Procedure

  1. Compare the number of vertices and edges. If different, the graphs are not isomorphic.
  2. Compare the degree sequences (sorted lists of vertex degrees). If different, not isomorphic.
  3. Compare other invariants: number of connected components, number and length of cycles, and whether a vertex of a given degree is adjacent to vertices of the same degrees.
  4. If all invariants agree, try to build ff by matching vertices of equal degree and check that every edge is preserved (compare adjacency matrices after relabelling).

Worked illustration: Let G1G_1 be the 4-cycle a ⁣− ⁣b ⁣− ⁣c ⁣− ⁣d ⁣− ⁣aa\!-\!b\!-\!c\!-\!d\!-\!a and G2G_2 the 4-cycle 1 ⁣− ⁣3 ⁣− ⁣2 ⁣− ⁣4 ⁣− ⁣11\!-\!3\!-\!2\!-\!4\!-\!1. Both have 4 vertices, 4 edges and degree sequence (2,2,2,2)(2,2,2,2). The map a→1, b→3, c→2, d→4a\to1,\ b\to3,\ c\to2,\ d\to4 preserves all edges, so they are isomorphic. By contrast, a path on 4 vertices has 3 edges and degree sequence (2,2,1,1)(2,2,1,1), so it is not isomorphic to the 4-cycle.

Applying steps 1 to 4 to the graphs in the figure gives the required conclusion.

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  • TU BBM past exam paper Set 2 · 5 marks

What is minimum spanning tree? Find the minimum spanning tree for the following graph by using Kruskal’s algorithm.

Answer

Minimum spanning tree

A spanning tree of a connected weighted graph is a connected, acyclic subgraph containing all the vertices; a graph with nn vertices has a spanning tree of exactly n−1n-1 edges. A minimum spanning tree (MST) is the spanning tree whose total edge weight is the smallest.

Kruskal's algorithm

  1. Sort all edges in ascending order of weight.
  2. Take the smallest edge not yet considered; add it to the tree if it does not form a cycle with the edges already chosen, otherwise reject it.
  3. Repeat step 2 until n−1n-1 edges are chosen.

Applying it

The figure is not part of the question text, so the method is shown on an example graph with vertices A to F. Apply the same steps to the graph in your figure.

EdgeA–BA–CA–DB–CB–EC–DC–EC–FD–FE–F
Weight6155356426
Edge (in order)WeightDecision
A–C1Accept
D–F2Accept
B–E3Accept
C–F4Accept (joins {A,C} and {D,F})
A–D5Reject (cycle A–C–F–D)
B–C5Accept (joins {B,E} to the rest)

Five edges are chosen for six vertices, so we stop. MST edges: A–C, D–F, B–E, C–F, B–C, with total weight

1+2+3+4+5=15.1+2+3+4+5 = 15.

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  • TU BBM past exam paper Set 2 · 10 marks

Define linear homogeneous and non-homogeneous recurrence relation with constant coefficients with example. Solve the recurrence relation an=2an−1+5an−2−6an−3a_n = 2a_{n-1} +5a_{n-2} - 6a_{n-3} for n≥3n \geq 3, with a0=7a_0 = 7, a1=−4a_1 = -4 and a2=8a_2 = 8.

Answer

1. Linear recurrence relation with constant coefficients

A recurrence relation of the form

an=c1an−1+c2an−2+⋯+ckan−k+f(n)a_n = c_1a_{n-1}+c_2a_{n-2}+\cdots+c_ka_{n-k}+f(n)

where c1,c2,…,ckc_1,c_2,\dots,c_k are constants and f(n)f(n) is a function of nn, is called a linear recurrence relation with constant coefficients.

(a) Linear homogeneous recurrence relation

If f(n)=0f(n)=0 for all nn, then

an=c1an−1+c2an−2+⋯+ckan−ka_n = c_1a_{n-1}+c_2a_{n-2}+\cdots+c_ka_{n-k}

is called a linear homogeneous recurrence relation with constant coefficients.

Example:

an=3an−1−2an−2a_n = 3a_{n-1}-2a_{n-2}

or the Fibonacci recurrence

an=an−1+an−2.a_n = a_{n-1}+a_{n-2}.

(b) Linear non-homogeneous recurrence relation

If f(n)≠0f(n)\neq 0, then

an=c1an−1+c2an−2+⋯+ckan−k+f(n)a_n = c_1a_{n-1}+c_2a_{n-2}+\cdots+c_ka_{n-k}+f(n)

is called a linear non-homogeneous recurrence relation with constant coefficients.

Example:

an=2an−1+na_n = 2a_{n-1}+n

or

an=3an−1+5.a_n = 3a_{n-1}+5.

2. Solve the recurrence relation

Given:

an=2an−1+5an−2−6an−3,n≥3a_n = 2a_{n-1}+5a_{n-2}-6a_{n-3}, \qquad n\ge 3

with

a0=7,a1=−4,a2=8.a_0=7,\qquad a_1=-4,\qquad a_2=8.

Step 1: Write the characteristic equation

Assume a solution of the form an=rna_n=r^n. Then

rn=2rn−1+5rn−2−6rn−3.r^n = 2r^{n-1}+5r^{n-2}-6r^{n-3}.

Dividing by rn−3r^{n-3},

r3=2r2+5r−6r^3 = 2r^2+5r-6

so

r3−2r2−5r+6=0.r^3-2r^2-5r+6=0.

Step 2: Factorise the characteristic equation

Try r=1r=1:

1−2−5+6=0.1-2-5+6=0.

So (r−1)(r-1) is a factor.

Now,

r3−2r2−5r+6=(r−1)(r2−r−6).r^3-2r^2-5r+6=(r-1)(r^2-r-6).

Factorising further,

r2−r−6=(r−3)(r+2).r^2-r-6=(r-3)(r+2).

Hence,

(r−1)(r−3)(r+2)=0.(r-1)(r-3)(r+2)=0.

The roots are

r=1,r=3,r=−2.r=1,\quad r=3,\quad r=-2.

Step 3: Write the general solution

Since the roots are distinct, the general solution is

an=A(1)n+B(3)n+C(−2)na_n=A(1)^n+B(3)^n+C(-2)^n

i.e.

an=A+3nB+(−2)nC.a_n=A+3^nB+(-2)^nC.

Step 4: Use the initial conditions

For n=0n=0:

A+B+C=7(1)A+B+C=7 \tag{1}

For n=1n=1:

A+3B−2C=−4(2)A+3B-2C=-4 \tag{2}

For n=2n=2:

A+9B+4C=8(3)A+9B+4C=8 \tag{3}

Subtract equation (1) from equation (2):

2B−3C=−11(4)2B-3C=-11 \tag{4}

Subtract equation (1) from equation (3):

8B+3C=1(5)8B+3C=1 \tag{5}

Adding equations (4) and (5):

10B=−1010B=-10 B=−1.B=-1.

Substitute B=−1B=-1 in equation (4):

2(−1)−3C=−112(-1)-3C=-11 −2−3C=−11-2-3C=-11 −3C=−9-3C=-9 C=3.C=3.

Now substitute B=−1B=-1 and C=3C=3 in equation (1):

A−1+3=7A-1+3=7 A+2=7A+2=7 A=5.A=5.

Step 5: Final solution

an=5−3n+3(−2)n\boxed{a_n=5-3^n+3(-2)^n}

Verification

For n=0n=0:

a0=5−1+3=7.a_0=5-1+3=7.

For n=1n=1:

a1=5−3−6=−4.a_1=5-3-6=-4.

For n=2n=2:

a2=5−9+12=8.a_2=5-9+12=8.

Hence the solution is correct.

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  • TU BBM past exam paper Set 2 · 10 marks

What do you mean by shortest path problem? Write Dijkstra’s algorithm to find the shortest path. Apply this algorithm to find the shortest path between a to every other vertex for the following graph.

Answer

1. Shortest path problem

In a weighted graph, the shortest path problem is to find a path between two vertices (or from one source to all other vertices) for which the sum of edge weights is minimum. Weights may represent distance, cost or time. Dijkstra's algorithm solves it when all weights are non-negative.

2. Dijkstra's algorithm

Let ss be the source, d[v]d[v] the current shortest distance to vv and π[v]\pi[v] its predecessor.

DIJKSTRA(G, w, s)
1. for each vertex v: d[v] = infinity, pi[v] = NIL
2. d[s] = 0;  S = empty;  Q = V[G]
3. while Q is not empty
4.     u = vertex in Q with smallest d[u]; remove it from Q; add u to S
5.     for each neighbour v of u
6.         if d[u] + w(u,v) < d[v]
7.             d[v] = d[u] + w(u,v);  pi[v] = u

3. Application

The figure is not part of the question text, so the method is shown on an example graph with source aa. Substitute the weights of your figure in the same table.

Edges: a–b 4, a–c 2, b–c 1, b–d 5, c–d 8, c–e 10, d–e 2, d–f 6, e–f 3.

StepVertex fixedd(a)d(a)d(b)d(b)d(c)d(c)d(d)d(d)d(e)d(e)d(f)d(f)
Start–0∞∞∞∞∞
1a042∞∞∞
2c0321012∞
3b032812∞
4d03281014
5e03281013
6f03281013
ToShortest pathDistance
ba → c → b3
ca → c2
da → c → b → d8
ea → c → b → d → e10
fa → c → b → d → e → f13

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Questions from TU BBM past exam paper Set 2 (IT 235), TU BBM past exam paper (MKT 201: Fundamentals of Marketing · 2024), TU BBM past exam paper (MKT 201 · 2024) and TU BBM past exam paper (TU BBM past exam paper). Answers are written for this site; check them against your class notes.