Description: A guide to modern optimization applications and techniques in newly emerging areas spanning optimization, data science, machine intelligence, engineering, and computer sciences Optimization Techniques and Applications with Examples introduces the fundamentals of all the commonly used techniques in optimization that encompass the broadness and diversity of the methods (traditional and new) and algorithms. The author—a noted expert in the field—covers a wide range of topics including mathematical foundations, optimization formulation, optimality conditions, algorithmic complexity, linear programming, convex optimization, and integer programming. In addition, the book discusses artificial neural network, clustering and classifications, constraint-handling, queueing theory, support vector machine and multi-objective optimization, evolutionary computation, nature-inspired algorithms and many other topics. Designed as a practical resource, all topics are explained in detail with step-by-step examples to show how each method works. The book’s exercises test the acquired knowledge that can be potentially applied to real problem solving. By taking an informal approach to the subject, the author helps readers to rapidly acquire the basic knowledge in optimization, operational research, and applied data mining. This important resource: Offers an accessible and state-of-the-art introduction to the main optimization techniquesContains both traditional optimization techniques and the most current algorithms and swarm intelligence-based techniquesPresents a balance of theory, algorithms, and implementationIncludes more than 100 worked examples with step-by-step explanations Written for upper undergraduates and graduates in a standard course on optimization, operations research and data mining, Optimization Techniques and Applications with Examples is a highly accessible guide to understanding the fundamentals of all the commonly used techniques in optimization.
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EAN: 9781119490548
UPC: 9781119490548
ISBN: 9781119490548
MPN: N/A
Book Title: Optimization Techniques and Applications with Exam
Item Length: 23.1 cm
Item Height: 235 mm
Item Width: 154 mm
Author: Xin-She Yang
Publication Name: Optimization Techniques and Applications with Examples
Format: Hardcover
Language: English
Publisher: John Wiley & Sons AND Sons LTD
Subject: Computer Science, Mathematics
Publication Year: 2018
Type: Textbook
Item Weight: 760 g
Number of Pages: 384 Pages