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Welcome
ToThe Presentation of
Algorithm Design
Group Name: Study 360°
Group Members
Sohan Ahmed
ID:1589
Md Sallahuddin
ID:1587
SM Tashdeed
ID:1575
Ahsanul Adeeb
ID:1562
Content
•Definition of algorithm
•Criteria to Satisfy
•Convention for writing Pseudocode
•Performance analysis of algorithm
•Asymptotic Notation
1. Big Oh (O)
2. Omega (Ω)
3. Theta (θ)
•Randomized Algorothm
Definition of algorithm
An Algorithm is composed of a finite set of step
each of which may require one or more
operations. It is a finite set of instructions that if
followed, accomplished a particular task
Criteria to Satisfy
•Input : Zero or more quantity are externally supplied.
•Output : At least one quantity is produced.
•Definiteness : Each Instructions is clear an unambiguous
•Finiteness : If we trace out the instructions of an algorithm,
then for all cases, the algorithm terminate often a
finite number of steps.
•Effectiveness :Every instruction must be very basic so that it
can be carried out in principle by a person
Conventions for
Pseudocode
1.Comments begin with // and contain until the end of line
Ex ://………….Sohan is boss…..//
2:Blocks are indicated with matching braces {and}
3:An Identifier begins with a letter, compound data types can be formed with
record here is example
Node=record
{
Datatype_1 data_1
:
Datatype_2 datatype_2
node * link;
}
Performance analysis of
algorithm
>> Algorithm Fibonacci (A,n)
{
F: = 0;
S: = 1;
for i = 0 to n do
{
T = F + S;
F: = S;
S: = T;
}
write (F);
}
TiTtle Sequence Frequency Total steps
Algorithm Fibonacci (A,n) 0 0 0
{ 0 1 1
F: = 0 ; 1 1 0
S: = 1 ; 1 1 1
for i = 0 to n do 1 n+1 n+1
{ 0 1 0
T = F + S; 1 n n
F: = S; 1 n n
S: = T; 1 n n
} 0 1 0
write (F); 1 1 1
} 0 1 0
TIME COMPLEXITY OF FIBONACCI Total = 4n+4
Time Complexity
ASYMPTOTIC NOTATION
1. Big Oh (O)
2. Omega (Ω)
3. Theta (θ)
BIG OH [O]
Big Oh (O): Big Oh O(n) is called worst case of a
algorithm.
an + c = O(n)
If an + c ≤ (a+1)n for all n ≥ c
Example: 3n+2 = O(n)
if. 3n + c ≤ 4n for all n ≥ 2
n = 2 ; 8 ≤ 8
n = 3 ; 11 ≤ 12
OMEGA [Ω]
Omega (Ω) is called best case of an
algorithm
an + c = Ω (n)
Iff an + c ≥ an for all n ≥1
Example : 3n + 2 = Ω (n)
Iff 3n + 2 ≥ 3n for all n ≥ 1
THETA [Θ]
Theta (θ) is called precise case /
average case of an algorithm
an + c = θ(n)
1. Iff an + c ≥ an for all n ≥ c
Randomized Algorithm
Randomized algorithms: make random choices during
run.
Main benefits:
➢Speed: may be faster than any deterministic.
➢Even if not faster, often simpler ( quicksort)
➢Sometimes, randomized idea leads to
deterministic algorithm
Algorothm,

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Algorothm,

  • 1.
  • 3. Group Name: Study 360° Group Members Sohan Ahmed ID:1589 Md Sallahuddin ID:1587 SM Tashdeed ID:1575 Ahsanul Adeeb ID:1562
  • 4. Content •Definition of algorithm •Criteria to Satisfy •Convention for writing Pseudocode •Performance analysis of algorithm •Asymptotic Notation 1. Big Oh (O) 2. Omega (Ω) 3. Theta (θ) •Randomized Algorothm
  • 5. Definition of algorithm An Algorithm is composed of a finite set of step each of which may require one or more operations. It is a finite set of instructions that if followed, accomplished a particular task
  • 6. Criteria to Satisfy •Input : Zero or more quantity are externally supplied. •Output : At least one quantity is produced. •Definiteness : Each Instructions is clear an unambiguous •Finiteness : If we trace out the instructions of an algorithm, then for all cases, the algorithm terminate often a finite number of steps. •Effectiveness :Every instruction must be very basic so that it can be carried out in principle by a person
  • 7. Conventions for Pseudocode 1.Comments begin with // and contain until the end of line Ex ://………….Sohan is boss…..// 2:Blocks are indicated with matching braces {and} 3:An Identifier begins with a letter, compound data types can be formed with record here is example Node=record { Datatype_1 data_1 : Datatype_2 datatype_2 node * link; }
  • 8. Performance analysis of algorithm >> Algorithm Fibonacci (A,n) { F: = 0; S: = 1; for i = 0 to n do { T = F + S; F: = S; S: = T; } write (F); }
  • 9. TiTtle Sequence Frequency Total steps Algorithm Fibonacci (A,n) 0 0 0 { 0 1 1 F: = 0 ; 1 1 0 S: = 1 ; 1 1 1 for i = 0 to n do 1 n+1 n+1 { 0 1 0 T = F + S; 1 n n F: = S; 1 n n S: = T; 1 n n } 0 1 0 write (F); 1 1 1 } 0 1 0 TIME COMPLEXITY OF FIBONACCI Total = 4n+4 Time Complexity
  • 10. ASYMPTOTIC NOTATION 1. Big Oh (O) 2. Omega (Ω) 3. Theta (θ) BIG OH [O] Big Oh (O): Big Oh O(n) is called worst case of a algorithm. an + c = O(n) If an + c ≤ (a+1)n for all n ≥ c Example: 3n+2 = O(n) if. 3n + c ≤ 4n for all n ≥ 2 n = 2 ; 8 ≤ 8 n = 3 ; 11 ≤ 12
  • 11. OMEGA [Ω] Omega (Ω) is called best case of an algorithm an + c = Ω (n) Iff an + c ≥ an for all n ≥1 Example : 3n + 2 = Ω (n) Iff 3n + 2 ≥ 3n for all n ≥ 1 THETA [Θ] Theta (θ) is called precise case / average case of an algorithm an + c = θ(n) 1. Iff an + c ≥ an for all n ≥ c
  • 12. Randomized Algorithm Randomized algorithms: make random choices during run. Main benefits: ➢Speed: may be faster than any deterministic. ➢Even if not faster, often simpler ( quicksort) ➢Sometimes, randomized idea leads to deterministic algorithm