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Scientific Computing with Python - Second Edition

You're reading from  Scientific Computing with Python - Second Edition

Product type Book
Published in Jul 2021
Publisher Packt
ISBN-13 9781838822323
Pages 392 pages
Edition 2nd Edition
Languages
Authors (3):
Claus Führer Claus Führer
Profile icon Claus Führer
Jan Erik Solem Jan Erik Solem
Olivier Verdier Olivier Verdier
View More author details

Table of Contents (23) Chapters

Preface Getting Started Variables and Basic Types Container Types Linear Algebra - Arrays Advanced Array Concepts Plotting Functions Classes Iterating Series and Dataframes - Working with Pandas Communication by a Graphical User Interface Error and Exception Handling Namespaces, Scopes, and Modules Input and Output Testing Symbolic Computations - SymPy Interacting with the Operating System Python for Parallel Computing Comprehensive Examples About Packt Other Books You May Enjoy References

Functions of several variables

A more intricate example of broadcasting arises when building functions of several variables. Suppose, for instance, that we were given two functions of one variable, and , and that we want to construct a new function, , according to the formula:

 This is clearly a valid mathematical definition. We would like to express this definition as the sum of two functions in two variables defined as

,

and now we may simply write:

The situation is similar to that arising when adding a column matrix and a row matrix:

C = arange(2).reshape(-1,1) # column
R = arange(2).reshape(1,-1) # row
C + R                       # valid addition: array([[0.,1.],[1.,2.]])

This is especially useful when sampling functions of two variables, as shown in Section 5.5.3: Typical examples.

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