30-nphard - Algorithms Lecture 30: NP-Hard Problems [ Fa10...

Info iconThis preview shows pages 1–2. Sign up to view the full content.

View Full Document Right Arrow Icon

Info iconThis preview has intentionally blurred sections. Sign up to view the full version.

View Full DocumentRight Arrow Icon
This is the end of the preview. Sign up to access the rest of the document.

Unformatted text preview: Algorithms Lecture 30: NP-Hard Problems [ Fa10 ] The wonderful thing about standards is that there are so many of them to choose from. Real Admiral Grace Murray Hopper If a problem has no solution, it may not be a problem, but a fact not to be solved, but to be coped with over time. Shimon Peres 30 NP-Hard Problems 30.1 Efficient Problems A generally-accepted minimum requirement for an algorithm to be considered efficient is that its running time is polynomial: O ( n c ) for some constant c , where n is the size of the input. 1 Researchers recognized early on that not all problems can be solved this quickly, but we had a hard time figuring out exactly which ones could and which ones couldnt. there are several so-called NP-hard problems, which most people believe cannot be solved in polynomial time, even though nobody can prove a super-polynomial lower bound. Circuit satisfiability is a good example of a problem that we dont know how to solve in polynomial time. In this problem, the input is a boolean circuit : a collection of A ND, OR, and NOT gates connected by wires. We will assume that there are no loops in the circuit (so no delay lines or flip-flops). The input to the circuit is a set of m boolean (T RUE / F ALSE) values x 1 ,..., x m . The output is a single boolean value. Given specific input values, we can calculate the output of the circuit in polynomial (actually, linear ) time using depth-first-search, since we can compute the output of a k-input gate in O ( k ) time. x y x x y x y x y x An A ND gate, an O R gate, and a N OT gate. x 1 x 2 x 3 x 4 x 5 A boolean circuit. inputs enter from the left, and the output leaves to the right. The circuit satisfiability problem asks, given a circuit, whether there is an input that makes the circuit output T RUE, or conversely, whether the circuit always outputs F ALSE. Nobody knows how to solve 1 This notion of efficiency was independently formalized by Alan Cobham (The intrinsic computational difficulty of functions. Logic, Methodology, and Philosophy of Science (Proc. Int. Congress) , 2430, 1965), Jack Edmonds (Paths, trees, and flowers. Canadian Journal of Mathematics 17:449467, 1965), and Michael Rabin (Mathematical theory of automata. Proceedings of the 19th ACM Symposium in Applied Mathematics , 153175, 1966), although similar notions were considered more than a decade earlier by Kurt Gdel and John von Neumann. Copyright 2010 Jeff Erickson. Released under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License ( http://creativecommons.org/licenses/by-nc-sa/3.0/ ). Free distribution is strongly encouraged; commercial distribution is expressly forbidden. See http://www.cs.uiuc.edu/~jeffe/teaching/algorithms/ for the most recent revision....
View Full Document

This note was uploaded on 01/22/2012 for the course CS 573 taught by Professor Chekuri,c during the Fall '08 term at University of Illinois, Urbana Champaign.

Page1 / 23

30-nphard - Algorithms Lecture 30: NP-Hard Problems [ Fa10...

This preview shows document pages 1 - 2. Sign up to view the full document.

View Full Document Right Arrow Icon
Ask a homework question - tutors are online