From the winner of the Turing Award and the Abel Prize, an introduction to computational complexity theory, its connections and interactions with mathematics, and its central role in the natural and social sciences, technology, and philosophy Mathematics and Computation provides a broad, conceptual overview of computational complexity theory—the 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’s 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
The first contemporary comprehensive treatment of optimization without derivatives. This text explains how sampling and model techniques are used in derivative-free methods and how they are designed to solve optimization problems. It is designed to be readily accessible to both researchers and those with a modest background in computational mathematics.
Programming is the art of designing efficient algorithms that meet their specifications. There are two factors by which algorithms may be judged - their correctness and their performance. This text discusses the calculational style of programming where programs are derived from their specification by means of formula manipulation.
A very active field of research is emerging at the frontier of statistical physics, theoretical computer science/discrete mathematics, and coding/information theory. This book sets up a common language and pool of concepts, accessible to students and researchers from each of these fields.
New and classical results in computational complexity, including interactive proofs, PCP, derandomization, and quantum computation. Ideal for graduate students.
Foundations of Computation is a free textbook for a one-semester course in theoretical computer science. It has been used for several years in a course at Hobart and William Smith Colleges. The course has no prerequisites other than introductory computer programming. The first half of the course covers material on logic, sets, and functions that would often be taught in a course in discrete mathematics. The second part covers material on automata, formal languages and grammar that would ordinarily be encountered in an upper level course in theoretical computer science.
Derivation and Explanation in the Minimalist Program presents accessible, cutting edge research on an enduring and fundamental question confronting all linguistic inquiry – the respective roles of derivation and representation. Presents accessible, cutting edge research on the respective roles of derivation and representation in syntactic inquiry. Discusses a wide range of phenomena and also includes alternative, representational perspectives. Features papers by M. Brody, C. Collins, S. Epstein, J. Frampton, S. Gutmann, N. Hornstein, R. Kayne, H. Kitahara, J. McCloskey, N. Richards, D. Seely, E. Torrego, J. Uriagereka, C.J.W. Zwart.
Understanding Minimalism, first published in 2005, is an introduction to the Minimalist Program - the model of syntactic theory within generative linguistics. Accessibly written, it presents the basic principles and techniques of the minimalist program, looking firstly at analyses within Government and Binding Theory (the Minimalist Program's predecessor), and gradually introducing minimalist alternatives. Minimalist models of grammar are presented in a step-by-step fashion, and the ways in which they contrast with GB analyses are clearly explained. Spanning a decade of minimalist thinking, this textbook will enable students to develop a feel for the sorts of questions and problems that minimalism invites, and to master the techniques of minimalist analysis. Over 100 exercises are provided, encouraging them to put these skills into practice. Understanding Minimalism will be an invaluable text for intermediate and advanced students of syntactic theory, and will set a solid foundation for further study and research within Chomsky's minimalist framework.
The Derivation of VO and OV takes a new look at the relationship between head-final or OV structures and head-initial or VO ones, in light of recent work by Richard Kayne and others. The various papers in the volume take different positions with respect to whether one type of structure is derived from the other, and if so, which of the two orders is primary. Different options explored include derivation of VO order by head movement from a basic OV structure, derivation of VO by fronting of a phrasal VP remnant containing only the verb, derivation of OV by fronting of a remnant VP which the verb has vacated, and others. Each paper is thoroughly rooted in empirical observations about specific constructions drawn either from the Germanic languages or from others including Finnish, Hungarian, Japanese, and Malagasy. The volume consists of eleven original papers by Sjef Barbiers, Michael Brody, Naoki Fukui & Yuji Takano, Liliane Haegeman, Hubert Haider, Roland Hinterhölzl, Anders Holmberg, Thorbjorg Hróarsdóttir, Matthew Pearson, Peter Svenonius, and Knut Tarald Taraldsen, plus an introduction by the editor.