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Computational Complexity [Paperback]

Christos H. Papadimitriou (Author)
3.8 out of 5 stars  See all reviews (17 customer reviews)

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Book Description

0201530821 978-0201530827 December 10, 1993 1
This text offers a comprehensive and accessible treatment of the theory of algorithms and complexity - the elegant body of concepts and methods developed by computer scientists over the past 30 years for studying the performance and limitations of computer algorithms. Among topics covered are: reductions and NP-completeness, cryptography and protocols, randomized algorithms, and approximability of optimization problems, circuit complexity, the "structural" aspects of the P=NP question, parallel computation, the polynomial hierarchy, and many others. Several sophisticated and recent results are presented in a rather simple way, while many more are developed in the form of extensive notes, problems, and hints. The book is surprisingly self-contained, in that it develops all necessary mathematical prerequisites from such diverse fields as computability, logic, number theory, combinatorics and probability.

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Editorial Reviews

From the Back Cover

This new text offers a comprehensive and accessible treatment of the theory of algorithms and complexity - the elegant body of concepts and methods developed by computer scientists over the past 30 years for studying the performance and limitations of computer algorithms. Among topics covered are: reductions and NP-completeness, cryptography and protocols, randomized algorithms, and approximability of optimization problems, circuit complexity, the "structural" aspects of the P=NP question, parallel computation, the polynomial hierarchy, and many others.

Several sophisticated and recent results are presented in a rather simple way, while many more are developed in the form of extensive notes, problems, and hints. The book is surprisingly self-contained, in that it develops all necessary mathematical prerequisites from such diverse field as computability, logic, number theory, combinatorics, and probability.

Features
  • First unified introduction to computational complexity.
  • Integrates computation, applications, and logic throughout.
  • Provides an accessible introduction to logic, including Boolean logic, first-order logic, and second-order logic.
  • Includes extensive exercises including historical notes, references, and challeging problems.


0201530821B04062001


Product Details

  • Paperback: 523 pages
  • Publisher: Addison Wesley; 1 edition (December 10, 1993)
  • Language: English
  • ISBN-10: 0201530821
  • ISBN-13: 978-0201530827
  • Product Dimensions: 9.5 x 6.6 x 1.1 inches
  • Shipping Weight: 1.9 pounds (View shipping rates and policies)
  • Average Customer Review: 3.8 out of 5 stars  See all reviews (17 customer reviews)
  • Amazon Best Sellers Rank: #385,091 in Books (See Top 100 in Books)

More About the Author

Christos Papadimitriou was born and raised in Athens, Greece, and studied in Athens and at Princeton. He has taught Computer Science at Harvard, MIT, Stanford, and, since 1996, at Berkeley, where he is the C. Lester Hogan Professor of Computer Science. In his research he uses mathematics to understand the power and limitations of computers. He is a member of the National Academy of Sciences, the American Academy of Arts and Sciences, and the National Academy of Engineering. He has written several of the standard textbooks in algorithms and computation, and two novels: "Turing" and "Logicomix" (with Apostolos Doxiadis, art by Alecos Papadatos and Annie di Donna). He is working on his third novel, "Independence."



 

Customer Reviews

17 Reviews
5 star:
 (7)
4 star:
 (6)
3 star:
 (1)
2 star:    (0)
1 star:
 (3)
 
 
 
 
 
Average Customer Review
3.8 out of 5 stars (17 customer reviews)
 
 
 
 
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Most Helpful Customer Reviews

38 of 45 people found the following review helpful:
3.0 out of 5 stars Good Information, Poorly Executed, August 22, 2000
By 
Arthur Fischer (Calgary, Alberta) - See all my reviews
This review is from: Computational Complexity (Paperback)
I used this book for a reading course in Complexity Theory. In going through the text, I found that though most topics were introduced in a fairly thorough manner, with enough axamples to make them understabdable, sometimes Papadimitriou would make some fairly simple mistakes. Of course, hese mistakes may be seen as typos in many places, but the sheer volume of them is difficult to attribute to typos alone. The readability of a proof, or a solution to an example is greatly reduced with the presence of inconsistent notations, and plain mathematical garbage.

The set of references and notes listed at the conclusion of most chapters was excellent, but the reader is to beware that some of the references listed are wrong (Cook's Theorem is from the 3rd ACM Symp. on Found. of Comp.Sci., not the 3rd IEEE Symp. on Found. of Comp. Sci., for instance).

These problems make it difficult for the comitted learner to get all the information he/she wants, and greatly detracted from my enjoyment of the text.

Unfortunately, I am unable to direct people to a more consistent text in Complexity Theory suitable for the senior undergrad through graduate levels.

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13 of 14 people found the following review helpful:
5.0 out of 5 stars Excellent coverage of standard complexity topics, July 2, 1997
By A Customer
This review is from: Computational Complexity (Paperback)
By far, the best book on complexity theory that I have ever read. I disagree with another reviewer's assessment of a lack of feasibility issues; that's not the focus of this book, nor should it be the focus of any book on complexity theory.

Papadimitriou's proofs are complete, concise, and understandable, which is more than I can say for most books on the subject. If you are interested in an in-depth coverage of a wide range of topics relating to complexity theory, this book is an excellent starting point. Highly recommended

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14 of 18 people found the following review helpful:
5.0 out of 5 stars Challenging, April 29, 2003
By 
Mugizi R. Rwebangira (Washington, DC United States) - See all my reviews
(REAL NAME)   
This review is from: Computational Complexity (Paperback)
I found this book hard to follow. However, I suspect I did not have the strong background in complexity theory required by it.

This probably should not be the first book you read on this subject.

It is a dense book and will probably reward intense study.

Also I think it is a good reference as it discusses most of the important complexity classes out there.

The only problem is that I think it is slightly outdated by now, being published in 1994 and hence does not contain much discussion of the latest results especially on inapproximability, the PCP theorem and so on.

However, this is THE standard text on complexity theory and many people swear by it, which is why I still give it 5 stars.

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