Probability of Consecutive Data Points Rising and Falling in a Saw-tooth Pattern

In summary, the correct way to calculate the probability of a given number of consecutive data points forming a saw-tooth pattern is to use the equation $\displaystyle p_{n}=2^{2-n}$. The only requirement is that each set of three consecutive data points must form either a mountain or a valley, and that there is 1 mountain, followed by 1 valley, followed by 1 mountain, followed by 1 valley, etc. This can be achieved by setting the probability of each data point being higher or lower than the previous one to $\frac{1}{2}$.
  • #1
InfoQualityDude
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What is the correct way to calculate the probability of a given number of consecutive data points forming a saw-tooth pattern?
The magnitudes of the rise or fall (the size of the moutain and valleys) are not material.
The only requirement is that each set of three consecutive data points must form either a mountain or a valley, and that there is 1 mountain, followed by 1 valley, followed by 1 mountain, followed by 1 valley, etc.
 
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  • #2
Let's suppose to have n random variable $\displaystyle x_{i}\ , i=1,2,...,n$ each of them uniformly distributed from 0 to 1. In this situation You have...

$\displaystyle P\{x_{i+1}<x_{i}\}=P\{x_{i+1}>x_{i}\}=\frac{1}{2}$ (1)

Let's set with $p_{n}$ the probability that the n $x_{i}$ form a 'saw tooth pattern'. It is quite obvious that $p_{2}=1$ so that , if the (1) is true, $p_{n}$ is the solution of the difference equation...

$\displaystyle p_{n+1}=\frac{p_{n}}{2}\ ,\ p_{2}=1$ (1)

... and that solution is $\displaystyle p_{n}=2^{2-n}$...

Kind regards

$\chi$ $\sigma$
 

FAQ: Probability of Consecutive Data Points Rising and Falling in a Saw-tooth Pattern

What is the definition of "probability"?

Probability is the measure of the likelihood that an event will occur. It is expressed as a number between 0 and 1, where 0 indicates impossibility and 1 indicates certainty.

What is a "consecutive data point"?

A consecutive data point refers to a data point that immediately follows another data point without any interruptions or gaps in between.

What does a "saw-tooth pattern" look like?

A saw-tooth pattern is a periodic pattern in which the data points rise and fall in a continuous and repeated fashion, resembling the shape of a saw blade.

How is the probability of consecutive data points rising and falling in a saw-tooth pattern calculated?

The probability is calculated by dividing the number of desired outcomes (in this case, the number of times the data points rise and fall in a saw-tooth pattern) by the total number of possible outcomes.

Can the probability of consecutive data points rising and falling in a saw-tooth pattern be greater than 1 or less than 0?

No, the probability cannot be greater than 1 or less than 0 as it is a measure of likelihood and is always expressed as a number between 0 and 1.

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