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For Wednesday No reading Research paper topic due on Blackboard - PowerPoint PPT Presentation

For Wednesday No reading Research paper topic due on Blackboard Homework: Weiss, chapter 9, exercises 15-16 Program 4 Any questions? Research Paper Questions? Exam 2 Graph Searching Depth-first Breadth-first


  1. For Wednesday • No reading • Research paper topic due on Blackboard • Homework: – Weiss, chapter 9, exercises 15-16

  2. Program 4 • Any questions?

  3. Research Paper • Questions?

  4. Exam 2

  5. Graph Searching • Depth-first • Breadth-first • Best-first

  6. Applications of Searching • Connectivity in an undirected graph

  7. Bi-Connectivity

  8. Euler Circuits

  9. Difficulty Levels • Undecidable – Example is halting problem • Intractable – Example is ? • Exponential problems are considered intractable. Why?

  10. Another Class of Intractable Problems • Polynomial problems are considered tractable. • What does NP mean?

  11. Non-deterministic Polynomial • A deterministic machine must always make a single choice. • Suppose you had a non-deterministic computer. • Then you could “pick” all of the different choices at once (or automatically pick the best solution).

  12. The Class NP • Can determine that a solution is the correct solution in polynomial time. • All problems with polynomial time solutions fit into this class. • Some decidable problems do not. Consider problems for which the solution is of exponential length.

  13. The Big Question • Are there problem in NP that are not in P? • Brings us to the class of NP-complete and NP-hard problems. • NP-complete problems are reducible to one another.

  14. Examples • Traveling Salesman • Hamiltonian Cycle • Satisfiability (technically, 3Sat) • Graph coloring • Knapsack • Bin packing

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