A method that is easier to understand and does not make use of the
A method that is easier to understand and does not make use of the $\sin$ function is based on the fact that if $X\sim U(0,1)$ and $Y\sim U(0,1)$, then $P[X^2+Y^2 \leq 1] = \pi/4$ (see [[https://en.wikipedia.org/wiki/Monte_Carlo_method]["Monte Carlo method" on Wikipedia]]). The following code uses this approach:
$\sin$ function is based on the fact that if $X \sim U(0,1)$ and $Y \sim U(0,1)$, then $P[X^2 + Y^2 \leq 1] = \pi/4$ (see [[https://en.wikipedia.org/wiki/Monte_Carlo_method]["Monte Carlo Method" on Wikipedia]]). The following code uses this approach:
#+begin_src python :results output file :session :var matplot_lib_filename="figure_pi_mc2.png" :exports both
#+begin_src python :results output file :session :var matplot_lib_filename="figure_pi_mc2.png" :exports both
import matplotlib.pyplot as plt
import matplotlib.pyplot as plt
...
@@ -65,8 +64,7 @@ print(matplot_lib_filename)
...
@@ -65,8 +64,7 @@ print(matplot_lib_filename)
[[file:figure_pi_mc2.png]]
[[file:figure_pi_mc2.png]]
It is then straightforward to obtain a (not really good) approximation
It is then straightforward to obtain a (not really good) approximation
to $\pi$ by counting how many times, on average, $X^2 + Y^2$ is smaller
to $\pi$ by counting how many times, on average, $X^2 + Y^2$ is smaller than 1:
than 1:
#+begin_src python :results value :session :exports both
#+begin_src python :results value :session :exports both