Fundamental Algorithmics
Author : Gilles Brassard
Publisher : Prentice Hall
Page : 117 pages
File Size : 48,97 MB
Release : 1998
Category : Algoriths
ISBN : 9780133599510
Data Mining and Analysis
Author : Mohammed J. Zaki
Publisher : Cambridge University Press
Page : 607 pages
File Size : 37,80 MB
Release : 2014-05-12
Category : Computers
ISBN : 0521766338
Book Description
A comprehensive overview of data mining from an algorithmic perspective, integrating related concepts from machine learning and statistics.
Data Mining and Machine Learning
Author : Mohammed J. Zaki
Publisher : Cambridge University Press
Page : 779 pages
File Size : 48,8 MB
Release : 2020-01-30
Category : Business & Economics
ISBN : 1108473989
Book Description
New to the second edition of this advanced text are several chapters on regression, including neural networks and deep learning.
Algorithms
Author : Panos Louridas
Publisher : MIT Press
Page : 314 pages
File Size : 45,33 MB
Release : 2020-08-18
Category : Computers
ISBN : 0262358670
Book Description
In the tradition of Real World Algorithms: A Beginner's Guide, Panos Louridas is back to introduce algorithms in an accessible manner, utilizing various examples to explain not just what algorithms are but how they work. Digital technology runs on algorithms, sets of instructions that describe how to do something efficiently. Application areas range from search engines to tournament scheduling, DNA sequencing, and machine learning. Arguing that every educated person today needs to have some understanding of algorithms and what they do, in this volume in the MIT Press Essential Knowledge series, Panos Louridas offers an introduction to algorithms that is accessible to the nonspecialist reader. Louridas explains not just what algorithms are but also how they work, offering a wide range of examples and keeping mathematics to a minimum.
Introduction to Algorithms, third edition
Author : Thomas H. Cormen
Publisher : MIT Press
Page : 1313 pages
File Size : 10,75 MB
Release : 2009-07-31
Category : Computers
ISBN : 0262258102
Book Description
The latest edition of the essential text and professional reference, with substantial new material on such topics as vEB trees, multithreaded algorithms, dynamic programming, and edge-based flow. Some books on algorithms are rigorous but incomplete; others cover masses of material but lack rigor. Introduction to Algorithms uniquely combines rigor and comprehensiveness. The book covers a broad range of algorithms in depth, yet makes their design and analysis accessible to all levels of readers. Each chapter is relatively self-contained and can be used as a unit of study. The algorithms are described in English and in a pseudocode designed to be readable by anyone who has done a little programming. The explanations have been kept elementary without sacrificing depth of coverage or mathematical rigor. The first edition became a widely used text in universities worldwide as well as the standard reference for professionals. The second edition featured new chapters on the role of algorithms, probabilistic analysis and randomized algorithms, and linear programming. The third edition has been revised and updated throughout. It includes two completely new chapters, on van Emde Boas trees and multithreaded algorithms, substantial additions to the chapter on recurrence (now called “Divide-and-Conquer”), and an appendix on matrices. It features improved treatment of dynamic programming and greedy algorithms and a new notion of edge-based flow in the material on flow networks. Many exercises and problems have been added for this edition. The international paperback edition is no longer available; the hardcover is available worldwide.
The Fundamentals of Search Algorithms
Author : Robert A. Bohm (Computer scientist)
Publisher :
Page : 0 pages
File Size : 22,11 MB
Release : 2021
Category : Algorithms
ISBN : 9781536190076
Book Description
"Heuristic local search algorithms are used to find "good" solutions to the NP-hard combinatorial optimization problems that cannot be solved using analytical methods. Chapter one discusses the characterization and computation of heuristic local search algorithm for the Traveling Salesman Problem (TSP) from the perspective of dynamical systems. The purpose of chapter 2 is to show the practical application of CBIR technology in the security and protection of personal data, access to classified documents and objects, identification of illegal attacks that are part of the social life of the present and future of mankind. Continuous search space problems are difficult problems to solve because the number of solutions is infinite. Moreover, the search space gets more complex as we add constraints to the problem. In this context, chapter 3 aims to show the usage of the differential evolution algorithm for solving continuous search space problems using unconstrained functions and a constrained real-world problem"--
Algorithms, Part II
Author : Robert Sedgewick
Publisher : Addison-Wesley Professional
Page : 973 pages
File Size : 18,58 MB
Release : 2014-02-01
Category : Computers
ISBN : 0133847268
Book Description
This book is Part II of the fourth edition of Robert Sedgewick and Kevin Wayne’s Algorithms, the leading textbook on algorithms today, widely used in colleges and universities worldwide. Part II contains Chapters 4 through 6 of the book. The fourth edition of Algorithms surveys the most important computer algorithms currently in use and provides a full treatment of data structures and algorithms for sorting, searching, graph processing, and string processing -- including fifty algorithms every programmer should know. In this edition, new Java implementations are written in an accessible modular programming style, where all of the code is exposed to the reader and ready to use. The algorithms in this book represent a body of knowledge developed over the last 50 years that has become indispensable, not just for professional programmers and computer science students but for any student with interests in science, mathematics, and engineering, not to mention students who use computation in the liberal arts. The companion web site, algs4.cs.princeton.edu contains An online synopsis Full Java implementations Test data Exercises and answers Dynamic visualizations Lecture slides Programming assignments with checklists Links to related material The MOOC related to this book is accessible via the "Online Course" link at algs4.cs.princeton.edu. The course offers more than 100 video lecture segments that are integrated with the text, extensive online assessments, and the large-scale discussion forums that have proven so valuable. Offered each fall and spring, this course regularly attracts tens of thousands of registrants. Robert Sedgewick and Kevin Wayne are developing a modern approach to disseminating knowledge that fully embraces technology, enabling people all around the world to discover new ways of learning and teaching. By integrating their textbook, online content, and MOOC, all at the state of the art, they have built a unique resource that greatly expands the breadth and depth of the educational experience.
Fundamentals of Natural Computing
Author : Leandro Nunes de Castro
Publisher : CRC Press
Page : 674 pages
File Size : 41,29 MB
Release : 2006-06-02
Category : Computers
ISBN : 1420011448
Book Description
Natural computing brings together nature and computing to develop new computational tools for problem solving; to synthesize natural patterns and behaviors in computers; and to potentially design novel types of computers. Fundamentals of Natural Computing: Basic Concepts, Algorithms, and Applications presents a wide-ranging survey of novel techniqu
Fundamentals of Algorithmics
Author : Gilles Brassard
Publisher : Prentice Hall
Page : 524 pages
File Size : 25,20 MB
Release : 1996
Category : Algorithms
ISBN : 9780130734877
Book Description
This is an introductory-level algorithm text. It includes worked-out examples and detailed proofs. Presents Algorithms by type rather than application.* structures material by techniques employed, not by the application area, so students can progress from the underlying abstract concepts to the concrete application essentials. * begins with a compact, but complete introduction to some necessary math, and also includes a long introduction to proofs by contradiction and mathematical induction. This serves to fill the gaps that many undergraduates have in their mathematical knowledge. * gives a paced, thorough introduction to the analysis of algorithms, and uses coherent notation and unusually detailed treatment of solving recurrences. * includes a chapter on probabilistic algorithms, and an introduction to parallel algorithms, both of which are becoming increasingly important. * approaches the analysis and design of algorithms by type rather than by application.
Spatial Context
Author : Christopher Gold
Publisher : CRC Press
Page : 218 pages
File Size : 24,37 MB
Release : 2018-04-17
Category : Mathematics
ISBN : 1498779107
Book Description
Many disciplines are concerned with manipulating geometric (or spatial) objects in the computer – such as geology, cartography, computer aided design (CAD), etc. – and each of these have developed their own data structures and techniques, often independently. Nevertheless, in many cases the object types and the spatial queries are similar, and this book attempts to find a common theme.
