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(Ebook) Algorithms Illuminated Part 4 Algorithms for NP Hard Problems 1st Edition by Tim Roughgarden ISBN 9780999282960 0999282964

  • SKU: EBN-11729378
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Authors:Tim Roughgarden
Pages:274 pages.
Year:2020
Editon:1
Publisher:Soundlikeyourself Publishing, LLC
Language:english
File Size:11.77 MB
Format:pdf
ISBNS:9780999282960, 0999282964
Categories: Ebooks

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(Ebook) Algorithms Illuminated Part 4 Algorithms for NP Hard Problems 1st Edition by Tim Roughgarden ISBN 9780999282960 0999282964

(Ebook) Algorithms Illuminated Part 4 Algorithms for NP Hard Problems 1st Edition by Tim Roughgarden - Ebook PDF Instant Download/Delivery: 9780999282960 ,0999282964
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Product details:

ISBN 10: 0999282964
ISBN 13: 9780999282960
Author: Tim Roughgarden

Fourth book in a series that provides an accessible, no-nonsense, and programming language-agnostic introduction to algorithms. Includes hints or solutions to all quizzes and problems, and a series of YouTube videos by the author accompanies the book. Part 4 covers algorithmic tools for tackling NP-hard problems (heuristic algorithms, local search, dynamic programming, MIP and SAT solvers) and techniques for quickly recognizing NP-hard problems in the wild.

(Ebook) Algorithms Illuminated Part 4 Algorithms for NP Hard Problems 1st Edition Table of contents:

What Is NP-Hardness?
MST vs. TSP: An Algorithmic Mystery
Possible Levels of Expertise
Easy and Hard Problems
Algorithmic Strategies for NP-Hard Problems
Proving NP-Hardness: A Simple Recipe
Rookie Mistakes and Acceptable Inaccuracies
Problems
Compromising on Correctness: Efficient Inexact Algorithms
Makespan Minimization
Maximum Coverage
Influence Maximization
The 2-OPT Heuristic Algorithm for the TSP
Principles of Local Search
Problems
Compromising on Speed: Exact Inefficient Algorithms
The Bellman-Held-Karp Algorithm for the TSP
Finding Long Paths by Color Coding
Problem-Specific Algorithms vs. Magic Boxes
Mixed Integer Programming Solvers
Satisfiability Solvers
Problems
Proving Problems NP-Hard
Reductions Revisited
3-SAT and the Cook-Levin Theorem
The Big Picture
A Template for Reductions
Independent Set Is NP-Hard
Directed Hamiltonian Path Is NP-Hard
The TSP Is NP-Hard
Subset Sum Is NP-Hard
Problems
P, NP, and All That
Amassing Evidence of Intractability
Decision, Search, and Optimization
NP: Problems with Easily Recognized Solutions
The P=NP Conjecture
The Exponential Time Hypothesis
NP-Completeness
Problems
Case Study: The FCC Incentive Auction
Repurposing Wireless Spectrum
Greedy Heuristics for Buying Back Licenses
Feasibility Checking
Implementation as a Descending Clock Auction
The Final Outcome
Problems
Epilogue: A Field Guide to Algorithm Design
Hints and Solutions
Index

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Tags: Tim Roughgarden, Algorithms Illuminated, Algorithms, NP Hard Problems

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