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This bookdescribes computational financetools. It covers
fundamental numerical analysis and computational techniques, such
asoption pricing, and givesspecial attention tosimulation and
optimization. Many chapters are organized as case studies
aroundportfolio insurance and risk estimation problems. In
particular, several chapters explain optimization heuristics and
how to use them for portfolio selection and in calibration of
estimation and option pricing models. Such practical examples allow
readers to learn the steps for solving specific problems and apply
these steps to others. At the same time, the applications are
relevant enough to make the book a useful reference. Matlab and R
sample code is provided in the text and can be downloaded from the
book's website.
Shows ways to build and implement tools that help test ideasFocuses
on the application of heuristics; standard methods receive limited
attentionPresents as separate chapters problems from portfolio
optimization, estimation of econometric models, and calibration of
option pricing models"
Computationally-intensive tools play an increasingly important role
in financial decisions. Many financial problems-ranging from asset
allocation to risk management and from option pricing to model
calibration-can be efficiently handled using modern computational
techniques. Numerical Methods and Optimization in Finance presents
such computational techniques, with an emphasis on simulation and
optimization, particularly so-called heuristics. This book treats
quantitative analysis as an essentially computational discipline in
which applications are put into software form and tested
empirically. This revised edition includes two new chapters, a
self-contained tutorial on implementing and using heuristics, and
an explanation of software used for testing portfolio-selection
models. Postgraduate students, researchers in programs on
quantitative and computational finance, and practitioners in banks
and other financial companies can benefit from this second edition
of Numerical Methods and Optimization in Finance.
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