General info: CS6402
DESIGN AND ANALYSIS OF
ALGORITHMS
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University – Anna university,
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OBJECTIVES: The student
should be made to:
1)
Learn the
algorithm analysis techniques.
2)
Become familiar with the different algorithm
design techniques.
3)
Understand the limitations of Algorithm power.
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UNIT
I- INTRODUCTION
Notion
of an Algorithm – Fundamentals of Algorithmic Problem Solving – Important
Problem Types – Fundamentals of the Analysis of Algorithm Efficiency –
Analysis Framework – Asymptotic Notations and its properties – Mathematical
analysis for Recursive and Non-recursive algorithms.
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UNIT
II-
BRUTE FORCE AND
DIVIDE-AND-CONQUER
Brute
Force - Closest-Pair and Convex-Hull Problems-Exhaustive Search - Traveling
Salesman Problem - Knapsack Problem - Assignment problem. Divide and conquer
methodology – Merge sort – Quick sort – Binary search – Multiplication of
Large Integers – Strassen’s Matrix Multiplication-Closest-Pair and
Convex-Hull Problems.
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UNIT
III -
DYNAMIC PROGRAMMING AND GREEDY TECHNIQUE
Computing
a Binomial Coefficient – Wars hall’s and Floyd’ algorithm – Optimal Binary
Search Trees – Knapsack Problem and Memory functions. Greedy Technique–
Prim’s algorithm- Kruskal's Algorithm Dijkstra's Algorithm-Huffman
Trees.
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UNIT
IV
- ITERATIVE IMPROVEMENT
The
Simplex Method-The Maximum-Flow Problem – Maximum Matching in Bipartite
Graphs- The Stable marriage Problem.
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UNIT
V- COPING
WITH THE LIMITATIONS OF ALGORITHM POWER
Limitations
of Algorithm Power-Lower-Bound Arguments-Decision Trees-P, NP and NP-Complete
Problems--Coping with the Limitations - Backtracking – n-Queens problem –
Hamiltonian Circuit Problem – Subset Sum Problem-Branch and Bound –
Assignment problem – Knapsack Problem – Traveling Salesman Problem- Approximation Algorithms for NP – Hard
Problems – Traveling Salesman problem – Knapsack problem.
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OUTCOMES: At the end of
the course, the student should be able to:
1)
Design
algorithms for various computing problems.
2)
Analyze the time and space complexity of
algorithms.
3)
Critically analyze the different algorithm design
techniques for a given problem.
4)
Modify existing algorithms to improve efficiency.
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TEXT
BOOK: 1.
Anany Levitin, “Introduction to the Design and Analysis of Algorithms”, Third
Edition, Pearson Education, 2012.
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REFERENCES: 1. Thomas
H.Cormen, Charles E.Leiserson, Ronald L. Rivest and Clifford Stein,
“Introduction to Algorithms”, Third Edition, PHI Learning Private Limited,
2012.
2. Alfred V. Aho, John E. Hopcroft and
Jeffrey D. Ullman, “Data Structures and Algorithms”, Pearson Education,
Reprint 2006.
3. Donald E. Knuth, “The Art of Computer
Programming”, Volumes 1& 3 Pearson Education, 2009. Steven S. Skiena,
“The Algorithm Design Manual”, Second Edition, Springer, 2008.
4. http://nptel.ac.in/
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Saturday, 9 June 2018
CS6402 - DESIGN AND ANALYSIS OF ALGORITHMS
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