Mathematics and Computation provides a broad, conceptual overview of computational complexity theory鈥攖he mathematical study of efficient computation. With important practical applications to computer science and industry, computational complexity theory has evolved into a highly interdisciplinary field, with strong links to most mathematical areas and to a growing number of scientific endeavors.
Avi Wigderson takes a sweeping survey of complexity theory, emphasizing the field鈥檚 insights and challenges. He explains the ideas and motivations leading to key models, notions, and results. In particular, he looks at algorithms and complexity, computations and proofs, randomness and interaction, quantum and arithmetic computation, and cryptography and learning, all as parts of a cohesive whole with numerous cross-influences. Wigderson illustrates the immense breadth of the field, its beauty and richness, and its diverse and growing interactions with other areas of mathematics. He ends with a comprehensive look at the theory of computation, its methodology and aspirations, and the unique and fundamental ways in which it has shaped and will further shape science, technology, and society. For further reading, an extensive bibliography is provided for all topics covered.
Mathematics and Computation is useful for undergraduate and graduate students in mathematics, computer science, and related fields, as well as researchers and teachers in these fields. Many parts require little background, and serve as an invitation to newcomers seeking an introduction to the theory of computation.
- Comprehensive coverage of computational complexity theory, and beyond
- High-level, intuitive exposition, which brings conceptual clarity to this central and dynamic scientific discipline
- Historical accounts of the evolution and motivations of central concepts and models
- A broad view of the theory of computation’s influence on science, technology, and society
- Extensive bibliography
Awards and Recognition
- Avi Wigderson, Co-Winner of the Abel Prize, Norwegian Academy of Science and Letters
Avi Wigderson is the Herbert H. Maass Professor in the School of Mathematics at the Institute for Advanced Study in Princeton. He is a recipient of the Turing Award, the highest distinction in computer science, and the Abel Prize, widely considered to be the highest recognition of impact in mathematics.
"Avi Wigderson's new 440-page book, Mathematics and Computation: A Theory Revolutionizing Technology and Science (av福利社, October 2019), lays out a commanding overview of the theory of computing and argues for its central role in human thought."鈥擜llyn Jackson, Communications of the ACM
"This must-read book provides a high-level, enjoyable overview of numerous parts of mathematics that are related to computation in general, and computational complexity in particular."鈥Choice
"A delightful, lucid, and personal guide that perfectly captures the spirit of the field, and does full justice to both its depth and breadth."鈥擫eslie Valiant, Harvard University
"A compelling in-depth account of modern complexity theory and related mathematics by one of its principal architects. A must multiread for mathematicians and scientists, students and experts alike." 鈥擯eter Sarnak, Princeton University and Institute for Advanced Study
鈥淭his book is a real gem. Avi Wigderson has woven together very big and deep ideas from the field, such as pseudorandomness and hardness of computation, in a way that is accessible to a general scientific audience.鈥濃擳oniann Pitassi, University of Toronto
"A beautiful, broad view of theoretical computer science, by a giant in the field. A must-read."鈥擱yan O'Donnell, Carnegie Mellon University
鈥淭his wonderful exposition of modern complexity theory distills complex arguments down to their main insights, and deftly explains the interconnections between entire subfields. This book will have a major impact on the way we teach complexity theory, and the way that graduate students in the field learn it.鈥濃擜nkur Moitra, Massachusetts Institute of Technology
鈥Mathematics and Computation presents a panoramic view of the theory of computation, starting from its origins in the 1930s to modern directions and developments, with an emphasis on the latter. With impressive breadth and depth, this book covers an amazing amount of ground.鈥濃擬ark Braverman, Princeton University
"This is a remarkable book. It surveys the entire current scope of theoretical computer science, in a way only Avi Wigderson, our field鈥檚 consummate generalist, could do. It also sets out Wigderson鈥檚 vision for the future and his sociological thoughts about theoretical computer science and its interactions with neighboring fields. I recommend it to anyone looking for a panoramic view of the subject."鈥擲cott Aaronson, University of Texas, Austin