Randomized Algorithms Approximation Generation And Counting

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Randomized Algorithms: Approximation, Generation, and Counting

Author : Russ Bubley
Publisher : Springer Science & Business Media
Page : 167 pages
File Size : 40,6 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9781447106951

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Randomized Algorithms: Approximation, Generation, and Counting by Russ Bubley Pdf

Randomized Algorithms discusses two problems of fine pedigree: counting and generation, both of which are of fundamental importance to discrete mathematics and probability. When asking questions like "How many are there?" and "What does it look like on average?" of families of combinatorial structures, answers are often difficult to find -- we can be blocked by seemingly intractable algorithms. Randomized Algorithms shows how to get around the problem of intractability with the Markov chain Monte Carlo method, as well as highlighting the method's natural limits. It uses the technique of coupling before introducing "path coupling" a new technique which radically simplifies and improves upon previous methods in the area.

Algorithms for Random Generation and Counting: A Markov Chain Approach

Author : A. Sinclair
Publisher : Springer Science & Business Media
Page : 156 pages
File Size : 54,5 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9781461203230

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Algorithms for Random Generation and Counting: A Markov Chain Approach by A. Sinclair Pdf

This monograph is a slightly revised version of my PhD thesis [86], com pleted in the Department of Computer Science at the University of Edin burgh in June 1988, with an additional chapter summarising more recent developments. Some of the material has appeared in the form of papers [50,88]. The underlying theme of the monograph is the study of two classical problems: counting the elements of a finite set of combinatorial structures, and generating them uniformly at random. In their exact form, these prob lems appear to be intractable for many important structures, so interest has focused on finding efficient randomised algorithms that solve them ap proxim~ly, with a small probability of error. For most natural structures the two problems are intimately connected at this level of approximation, so it is natural to study them together. At the heart of the monograph is a single algorithmic paradigm: sim ulate a Markov chain whose states are combinatorial structures and which converges to a known probability distribution over them. This technique has applications not only in combinatorial counting and generation, but also in several other areas such as statistical physics and combinatorial optimi sation. The efficiency of the technique in any application depends crucially on the rate of convergence of the Markov chain.

Algorithms for Random Generation and Counting

Author : Alistair Sinclair
Publisher : Unknown
Page : 146 pages
File Size : 54,9 Mb
Release : 1993
Category : Algorithms
ISBN : 3764336587

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Algorithms for Random Generation and Counting by Alistair Sinclair Pdf

Mathematics and Computer Science III

Author : Michael Drmota,Philippe Flajolet,Danièle Gardy,Bernhard Gittenberger
Publisher : Birkhäuser
Page : 542 pages
File Size : 41,7 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9783034879156

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Mathematics and Computer Science III by Michael Drmota,Philippe Flajolet,Danièle Gardy,Bernhard Gittenberger Pdf

Mathematics and Computer Science III contains invited and contributed papers on combinatorics, random graphs and networks, algorithms analysis and trees, branching processes, constituting the Proceedings of the Third International Colloquium on Mathematics and Computer Science, held in Vienna in September 2004. It addresses a large public in applied mathematics, discrete mathematics and computer science, including researchers, teachers, graduate students and engineers.

Fundamentals of Computation Theory

Author : Maciej Liskiewicz,Rüdiger Reischuk
Publisher : Springer Science & Business Media
Page : 590 pages
File Size : 53,9 Mb
Release : 2005-08-04
Category : Computers
ISBN : 9783540281931

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Fundamentals of Computation Theory by Maciej Liskiewicz,Rüdiger Reischuk Pdf

This book constitutes the refereed proceedings of the 15th International Symposium Fundamentals of Computation Theory, FCT 2005, held in Lübeck, Germany in August 2005. The 46 revised full papers presented together with 3 invited papers were carefully reviewed and selected from 105 submissions. The papers are organized in topical sections on circuits, automata, complexity, approximability, computational and structural complexity, graphs and complexity, computational game theory, visual cryptography and computational geometry, query complexity, distributed systems, automata and formal languages, semantics, approximation algorithms, average case complexity, algorithms, graph algorithms, and pattern matching.

Surveys in Combinatorics, 1999

Author : J. D. Lamb,Donald Arthur Preece
Publisher : Cambridge University Press
Page : 312 pages
File Size : 50,8 Mb
Release : 1999-07
Category : Mathematics
ISBN : 0521653762

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Surveys in Combinatorics, 1999 by J. D. Lamb,Donald Arthur Preece Pdf

This volume, first published in 1999, is a valuable resource on combinatorics for graduate students and researchers.

Combinatorial and Algorithmic Aspects of Networking

Author : Pawel Pralat,Jeannette Janssen
Publisher : Springer
Page : 152 pages
File Size : 42,9 Mb
Release : 2007-12-15
Category : Computers
ISBN : 9783540772941

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Combinatorial and Algorithmic Aspects of Networking by Pawel Pralat,Jeannette Janssen Pdf

This book constitutes the thoroughly refereed post-conference proceedings of the 4th Workshop on Combinatorial and Algorithmic Aspects of Networking, CAAN 2007, held in Halifax, Canada, in August 2007, co-located with the 10th Workshop on Algorithms and Data Structures, WADS 2007. The main focus is on strategies for searching in networks, and for cleaning networks of unwanted intruders, on different routing strategies, and on scheduling and load balancing.

Pattern Recognition

Author : Karina Mariela Figueroa Mora,Juan Anzurez Marín,Jaime Cerda,Jesús Ariel Carrasco-Ochoa,José Francisco Martínez-Trinidad,José Arturo Olvera-López
Publisher : Springer Nature
Page : 348 pages
File Size : 54,6 Mb
Release : 2020-06-17
Category : Computers
ISBN : 9783030490768

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Pattern Recognition by Karina Mariela Figueroa Mora,Juan Anzurez Marín,Jaime Cerda,Jesús Ariel Carrasco-Ochoa,José Francisco Martínez-Trinidad,José Arturo Olvera-López Pdf

This book constitutes the proceedings of the 12th Mexican Conference on Pattern Recognition, MCPR 2020, which was due to be held in Morelia, Mexico, in June 2020. The conference was held virtually due to the COVID-19 pandemic. The 31 papers presented in this volume were carefully reviewed and selected from 67 submissions. They were organized in the following topical sections: pattern recognition techniques; image processing and analysis; computer vision; industrial and medical applications of pattern recognition; natural language processing and recognition; artificial intelligence techniques and recognition.

Randomized Algorithms

Author : Rajeev Motwani,Prabhakar Raghavan
Publisher : Cambridge University Press
Page : 496 pages
File Size : 52,6 Mb
Release : 1995-08-25
Category : Computers
ISBN : 9781139643139

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Randomized Algorithms by Rajeev Motwani,Prabhakar Raghavan Pdf

For many applications a randomized algorithm is either the simplest algorithm available, or the fastest, or both. This tutorial presents the basic concepts in the design and analysis of randomized algorithms. The first part of the book presents tools from probability theory and probabilistic analysis that are recurrent in algorithmic applications. Algorithmic examples are given to illustrate the use of each tool in a concrete setting. In the second part of the book, each of the seven chapters focuses on one important area of application of randomized algorithms: data structures; geometric algorithms; graph algorithms; number theory; enumeration; parallel algorithms; and on-line algorithms. A comprehensive and representative selection of the algorithms in these areas is also given. This book should prove invaluable as a reference for researchers and professional programmers, as well as for students.

Advances in Artificial Intelligence and Soft Computing

Author : Grigori Sidorov,Sofía N. Galicia-Haro
Publisher : Springer
Page : 575 pages
File Size : 54,8 Mb
Release : 2015-11-19
Category : Computers
ISBN : 9783319270609

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Advances in Artificial Intelligence and Soft Computing by Grigori Sidorov,Sofía N. Galicia-Haro Pdf

The two volume set LNAI 9413 + LNAI 9414 constitutes the proceedings of the 14th Mexican International Conference on Artificial Intelligence, MICAI 2015, held in Cuernavaca, Morelos, Mexico, in October 2015. The total of 98 papers presented in these proceedings was carefully reviewed and selected from 297 submissions. They were organized in topical sections named: natural language processing; logic and multi-agent systems; bioinspired algorithms; neural networks; evolutionary algorithms; fuzzy logic; machine learning and data mining; natural language processing applications; educational applications; biomedical applications; image processing and computer vision; search and optimization; forecasting; and intelligent applications.

Mathematical Foundations of Computer Science 2015

Author : Giuseppe F. Italiano,Giovanni Pighizzini,Donald T. Sannella
Publisher : Springer
Page : 615 pages
File Size : 45,5 Mb
Release : 2015-08-10
Category : Computers
ISBN : 9783662480540

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Mathematical Foundations of Computer Science 2015 by Giuseppe F. Italiano,Giovanni Pighizzini,Donald T. Sannella Pdf

This two volume set LNCS 9234 and 9235 constitutes the refereed conference proceedings of the 40th International Symposium on Mathematical Foundations of Computer Science, MFCS 2015, held in Milan, Italy, in August 2015. The 82 revised full papers presented together with 5 invited talks were carefully selected from 201 submissions. The papers feature high-quality research in all branches of theoretical computer science. They have been organized in the following topical main sections: logic, semantics, automata, and theory of programming (volume 1) and algorithms, complexity, and games (volume 2).

Combinatorial Algorithms

Author : Veli Mäkinen,Simon J. Puglisi,Leena Salmela
Publisher : Springer
Page : 462 pages
File Size : 47,9 Mb
Release : 2016-08-08
Category : Computers
ISBN : 9783319445434

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Combinatorial Algorithms by Veli Mäkinen,Simon J. Puglisi,Leena Salmela Pdf

This book constitutes the proceedings of the 27th International Workshop on Combinatorial Algorithms, IWOCA 2016, held in Helsinki, Finland, in August 2016. The 35 papers presented in this volume were carefully reviewed and selected from 87 submissions. They were organized in topical sessions named: computational complexity; computational geometry; networks; enumeration; online algorithms; algorithmic graph theory; dynamic programming; combinatorial algorithms; graph algorithms; combinatorics; and probabilistics.

Pattern Recognition

Author : Jesús Ariel Carrasco-Ochoa,Jose Francisco Martinez-Trinidad,Joaquin Salas Rodriguez,Gabriella Sanniti di Baja
Publisher : Springer
Page : 399 pages
File Size : 45,9 Mb
Release : 2013-06-05
Category : Computers
ISBN : 9783642389894

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Pattern Recognition by Jesús Ariel Carrasco-Ochoa,Jose Francisco Martinez-Trinidad,Joaquin Salas Rodriguez,Gabriella Sanniti di Baja Pdf

This book constitutes the refereed proceedings of the 5th Mexican Conference on Pattern Recognition, MCPR 2013, held in Huatulco, Mexico, in June 2013. The 36 revised full papers and two keynotes presented were carefully reviewed and selected from 81 submissions and are organized in topical sections on computer vision; image processing; pattern recognition and artificial intelligence; neural networks; document processing.

Algorithms and Computation

Author : Toshihide Ibaraki,Naoki Katoh,Hirotaka Ono
Publisher : Springer Science & Business Media
Page : 764 pages
File Size : 54,5 Mb
Release : 2003-12-03
Category : Computers
ISBN : 9783540206958

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Algorithms and Computation by Toshihide Ibaraki,Naoki Katoh,Hirotaka Ono Pdf

This book constitutes the refereed proceedings of the 14th International Symposium on Algorithms and Computation, ISAAC 2003, held in Kyoto, Japan, in December 2003. The 73 revised full papers presented were carefully reviewed and selected from 207 submissions. The papers are organized in topical sections on computational geometry, graph and combinatorial algorithms, computational complexity, quantum computing, combinatorial optimization, scheduling, computational biology, distributed and parallel algorithms, data structures, combinatorial and network optimization, computational complexity and cryptography, game theory and randomized algorithms, and algebraic and arithmetic computation.

Advances in Pattern Recognition

Author : José Francisco Martínez-Trinidad,Jesús Ariel Carrasco-Ochoa,Josef Kittler
Publisher : Springer
Page : 384 pages
File Size : 44,6 Mb
Release : 2010-12-22
Category : Computers
ISBN : 9783642159923

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Advances in Pattern Recognition by José Francisco Martínez-Trinidad,Jesús Ariel Carrasco-Ochoa,Josef Kittler Pdf

Annotation. This book constitutes the thoroughly refereed proceedings of the Second Mexican Conference on Pattern Recognition, MCPR 2010, held in Puebly, Mexico, in September 2010. The 39 revised papers were carefully reviewed and selected from 89 submissions and are organized in topical sections on computer vision and robotics, image processing, neural networks and signal processing, pattern recognition, data mining, natural language and document processing.