What is the PDF of a Sine Wave Cycle?

Click For Summary
SUMMARY

The probability density function (PDF) of a sine wave cycle is analytically expressed as P(x) dx = 1/(π√(1-x²)) dx. This formula was derived through the relationship between the sine function and its inverse, arcsin, which provides the necessary slope to determine the likelihood of obtaining a specific value. The discussion also touches on the concept of deriving PDFs for functions that lack inverses, suggesting a piecewise approach to handle such cases.

PREREQUISITES
  • Understanding of probability density functions (PDFs)
  • Familiarity with trigonometric functions, specifically sine and arcsine
  • Knowledge of calculus, particularly differentiation
  • Basic concepts of random variables (R.V.)
NEXT STEPS
  • Study the derivation of probability density functions for trigonometric functions
  • Explore piecewise functions and their applications in probability theory
  • Learn about the properties of random variables and their distributions
  • Investigate numerical methods for approximating PDFs of complex functions
USEFUL FOR

Mathematicians, statisticians, and anyone interested in probability theory, particularly those working with trigonometric functions and their applications in statistical modeling.

natski
Messages
262
Reaction score
2
Does anybody know what the pdf of a sine wave cycle is? Or perhaps how to derive it? The problem can be done numerically, but surely there is an analytic expression for this function? There is a numerical solution available at http://www.forexmt4.com/_MT4_Systems/Fisher%20-%20The%20Collection/2775-fisher-130fish.pdf, figure 2.

Thanks,

Natski
 
Physics news on Phys.org
Pls clarify which is the rv.
 
Hi ssd. Note sure what you mean by the rv.

Actually I have now solved this problem. The pdf of a sine wave is given by:

\begin{equation}
\textrm{P}(x) \textrm{ d}x= \frac{1}{\pi \sqrt{1-x^2}} \textrm{ d}x
\end{equation}

Cheers,
Natski
 
natski said:
Hi ssd. Note sure what you mean by the rv.

Actually I have now solved this problem. The pdf of a sine wave is given by:

\begin{equation}
\textrm{P}(x) \textrm{ d}x= \frac{1}{\pi \sqrt{1-x^2}} \textrm{ d}x
\end{equation}

Cheers,
Natski
R.V. is "random variable".
 
Last edited by a moderator:
Omegatron said:
Hmmm... From http://en.wikipedia.org/wiki/Differ...ns#Differentiating_the_inverse_sine_function":

\frac{d}{dx} \arcsin x & {}= \frac{1}{\sqrt{1-x^2}}\\

Actually that makes sense. As the slope of the function increases, the likelihood of getting a point at that value increases, so it would seem that the PDF of a function is the derivative of the http://en.wikipedia.org/wiki/Inverse_function" to figure it out, like using only a single cycle of the sine wave, which is what arcsin does.

So for y = x^2, for instance, the inverse function is x = \pm\sqrt{y}, and the derivative of one side of this (since both positive and negative are identical) is 1 \over {2 \sqrt{x}}. Weight it so that the total area under the curve is 1, and it's the PDF.

But what about functions that don't have inverses, and also aren't symmetrical or repetitious? They still have PDFs. Do you just break them up into piecewise functions at each http://en.wikipedia.org/wiki/Stationary_point" , and then sum them)
 
Last edited by a moderator:
Omegatron said:
But what about functions that don't have inverses, and also aren't symmetrical or repetitious? They still have PDFs. Do you just break them up into piecewise functions at each http://en.wikipedia.org/wiki/Stationary_point" , and then sum them)
Yes, I think you would have to do it that way.
 
Last edited by a moderator:

Similar threads

  • · Replies 19 ·
Replies
19
Views
9K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 5 ·
Replies
5
Views
4K
  • · Replies 4 ·
Replies
4
Views
11K
  • · Replies 6 ·
Replies
6
Views
5K
  • · Replies 9 ·
Replies
9
Views
18K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 0 ·
Replies
0
Views
5K
  • · Replies 7 ·
Replies
7
Views
21K
  • · Replies 3 ·
Replies
3
Views
3K