People Innovation Excellence

ALGORITHM DESIGN AND ANALYSIS (4 Credits)

Learning Outcomes:

  1. Explain fundamental concept of analysis algorithms.
  2. Apply algorithm techniques and methods.
  3. Solve a problem using specific algorithm.
  4. Compare several algorithm design methods.

Topics:

  1. Analysis of Data Structures: Stack, Queue, Tree, and Binary Tree
  2. Approximation algorithms: Subset-sum
  3. Divide and Conquer: Recurrence
  4. Mathematical induction and recursive function
  5. Review I
  6. Graph algorithms: Strongly connected components
  7. Approximation algorithms: Vertex-cover
  8. Analysis of Data Structures: Graph (Basic Search & Traversal), Priority Queue, and Heap
  9. Divide and Conquer
  10. Greedy methods: Huffman code
  11. Analyzing Algorithms
  12. Dynamic Programming: Rod Cutting
  13. Review II
  14. Characterizing Running Times
  15. Amortized analysis
  16. NP-Completeness Problems
  17. Greedy methods
  18. Approximation algorithms: Traveling salesperson
  19. Graph algorithms: Shortest path
  20. Randomized Algorithm: Hiring Problem
  21. Dynamic Programming: Longest common subsequence
  22. Dynamic Programming: Matrix Chain Multiplication
  23. The Role of Algorithms in Programming
  24. Dynamic Programming: Optimal binary search tree
  25. NP-Completeness
  26. Greedy methods: Activity-selection problem

Published at : Updated

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