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Numerical methods using MATLAB

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Contents:

Chapter 1 Introduction to matlab
Introduction
Interface
Getting started
Functions
Other variable types
Saving/loading variable

Chapter 2 Matrix representation, operations and vectorization
Matrix representation
Operations
Indexing
Vectorization
Tips for performance improvement

Chapter 3 Numerical techniques
Differentiation
Integration
Solving equations
Interpolation

Chapter 4 Visualization
Line plots
2D plots
Quiver plots
3D plots
Animations
Movies

Chapter 5 Introduction to simulation
One step simulations
Iterative methods
Simulation of real wordl processes
Example: balls in a 2D box
Event-based simulations

Chapter 6 Monte carlo simulations
Random sampling
Sampling from a given distribution
Statistical performance
Multimensional integrals
Summary

Chapter 7 Optimization
Optimization overview
Implementation
Buil-in functions in matlab
Summary

Chapter 8 Evolutionary computations
The rastrigin function
Particle swarm optimization
The genetic algorithm
Summary

Chapter 9 Regression and model fitting
Regression
Time series analysis
Neural network
Summary

Chapter 10 Differential equations and system dynamics
Differential equations
System dynamics
Summary
Index

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Availability

Detail Information

Series Title

MATLAB solutions series

Call Number

518.0285 GUP n

Publisher

New York : Springer., 2014

Collation

xviii, 138 hal.;ilus.; 24 cm

Language

English

ISBN/ISSN

9781484201558

Classification

518.0285

Content Type

-

Media Type

-

Carrier Type

-

Edition

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Subject(s)

MATLAB (Program Komputer)
Numerical analysis -- Data processing

Specific Detail Info

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Statement of Responsibility

Abhishek K. Gupta

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