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Dr James Mountstephens
Introductions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
About The Course  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Course Delivery ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Lectures ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Textbook ,[object Object],[object Object],[object Object]
Dr James Mountstephens 1: Introduction
Contents ,[object Object],[object Object],[object Object],[object Object]
What is an Algorithm? ,[object Object],[object Object],“ computer”  problem algorithm input output solution
What is an Algorithm? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is an Algorithm? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is an Algorithm? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example Problem: Greatest Common Divisor ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example: Euclid’s Algorithm for GCD ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],m  mod  n  is  the remainder  of  m/n
Two Descriptions of Euclid’s algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],Step 1  If  n = 0, return m and stop; otherwise go to Step 2 Step 2  Divide m by n and assign the value of the remainder to r Step 3  Assign the value of n to m and the value of r to n.  Go to   Step 1. ,[object Object]
Other Algorithms for GCD ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Other Algorithms for GCD ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Other Algorithms for GCD ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],48 180 gcd = 12
Other Algorithms for GCD ,[object Object],[object Object],[object Object],[object Object]
Other Algorithms for GCD ,[object Object],[object Object],[object Object],[object Object],[object Object],Prime Factorisation Input:  Integer x   ≥  2,  Output:  List F of prime factors of  x P  ← Sieve(x) while n > 1  do   while n mod P[i] = 0 do F  ← F + P[i] x  ← x / P[i]   i   ← i + 1 Sieve of Eratosthenes Input:  Integer  x  ≥  2 Output:  List of primes less than or equal to  x for  p  ← 2 to  x  do  A [ p ] ←  p for  p  ← 2 to  x  do   if  A [ p ]    0    j  ←  p *   p while  j  ≤  x  do A [ j ]  ← 0   j  ←  j   + p ,[object Object],[object Object]
Fundamentals of Algorithmic Problem Solving ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Algorithm Design Techniques ,[object Object],[object Object],[object Object],[object Object],[object Object]
Analysing an Algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Important Problem Types ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Sorting Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Sorting Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Sorting Problems SelectionSort(A[0..n-1]) //Input: An array A[0..n-1] of orderable elements //Output: Array A[0..n-1] sorted in ascending order for i  ←  0 to n – 2 do min  ←  i for j  ←  i + 1 to n – 1 do if A[j] < A[min]  min  ←  j swap A[i] and A[min] ,[object Object]
Searching Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Searching Problems ,[object Object],[object Object],[object Object],Binary Search // Input: sorted array a_i < … < a_j and key x; m   (i+j)/2; while i < j and x != a_m do if x < a_m then j    m-1 else  i    m+1; if x = a_m then output a_m;
String Processing Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Graph Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],1 2 3 4
Graph Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Combinatorial Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Combinatorial Problems ,[object Object],[object Object]
Geometric Problems ,[object Object],[object Object],[object Object],[object Object]
Numerical Problems ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Fundamental Data Structures ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Linear Data Structures ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Linear Data Structures ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Stacks and Queues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Priority Queues and Heaps ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],9 6 8 5 2 3 9 6 5 8 2 3
Graphs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Complete, undirected graph Incomplete, directed graph Both graphs here are dense 1 2 3 4 1 2 3 4
Graph Representation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],0 1 1 1 0 0 0 1 0 0 0 1 0 0 0 0 Incomplete, directed graph G Adjacency Matrix for G Adjacency Linked List for G 2 3 4 4 4 1 2 3 4
Weighted Graphs ,[object Object],[object Object],6 8 5 7 9 1 2 3 4
Graph Properties -- Paths and Connectivity ,[object Object],[object Object],[object Object],[object Object],Simple Path from 4 to 3 (4,1,2,3) Path Length 3 Path from 4 to 3 (4,1,2,5,4,1,2,3) Path Length 7 1 2 4 5 3 1 2 4 5 3
Graph Properties -- Paths and Connectivity ,[object Object],[object Object],[object Object],[object Object],Connected Graph G1 Non-Connected Graph G2 1 2 4 5 3 1 2 4 5 3
Graph Properties -- Acyclicity ,[object Object],[object Object],[object Object],[object Object],[object Object],Directed Acyclic Graph Cycle (1,2,5,4,1) 1 2 3 4 1 2 4 5 3
Trees ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Free Tree Free Tree that is also a forest 1 3 2 4 5 1 3 2 4 5 6 7
Rooted Trees ,[object Object],[object Object],[object Object],Free Tree Rooted Tree with 2 levels 1 3 2 4 5 1 3 2 4 5
Rooted Trees ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],1 3 2 4 5 7 6 8 9
Rooted Trees ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],1 3 2 4 5 7 6 8 9
Ordered Trees ,[object Object],[object Object],[object Object],[object Object],Binary Tree L R L 9 6 8 5 2 3
Ordered Trees ,[object Object],[object Object],[object Object],[object Object],6 3 9 2 5 8
Sets and Dictionaries ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Kk20503 1 introduction

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  • 7. Dr James Mountstephens 1: Introduction
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