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Optimization Techniques and Applications with Examples (Hardcover)
Loot Price: R2,959
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Optimization Techniques and Applications with Examples (Hardcover)
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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 techniques
Contains both traditional optimization techniques and the most
current algorithms and swarm intelligence-based techniques Presents
a balance of theory, algorithms, and implementation Includes 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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