Questions tagged [probability]

A probability provides a quantitative description of the likely occurrence of a particular event.

Overview

Probability is conventionally expressed on a scale from $0$ to $1$: a rare or unlikely event has a probability close to $0$ while a common or expected event has a probability close to $1$.

The notion of probability has been shaped by Andrey Kolmogorov and his Axioms of Probability. For a sample space $\Omega$ and a sigma algebra $S$, a probability function $P$ satisfies

  1. $P(A) \geq 0$ for all $A \in S$.
  2. $P(\Omega) = 1$.
  3. When $A_1,A_2,... \in S$ are pairwise disjoint, $P\left( \cup_{i=1}^{\infty} A_i \right) = \sum_{i=1}^{\infty}P(A_i).$

These axioms form a set of useful rules for calculating probabilities.

The probability of an event has been interpreted variously as its long-run relative frequency and as a personal degree of belief (subjective probability).

References

The following threads on math.se contain references to resources about probability:

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If 900 out of 1000 people say a car is blue, what is the probability that it is blue?

This initially arose in connection some work we are doing to a model to classify natural text, but I've simplified it... Perhaps too much. You have a blue car (by some objective scientific measure - it is blue). You show it to 1000 people. 900 say…
Pat Molloy
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Does the reciprocal of a probability represent anything?

I was wondering if the reciprocal of P(X = 1) represents anything in particular?
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Help me calculate how many people will come to my wedding! Can I attribute a percentage to each person and add them?

I am planning my wedding. I wish to estimate how many people will come to my wedding. I have created a list of people and the chance that they will attend in percentage. For example Dad 100% Mom 100% Bob 50% Marc 10% Jacob 25% Joseph 30% I…
Behacad
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Do negative probabilities/probability amplitudes have applications outside quantum mechanics?

Quantum Mechanics has generalized probability theory to negative/imaginary numbers, mostly to explain interference patterns, wave/particle duality and generally weird things like that. It can be seen more abstractly, however, as a noncommutative…
gabgoh
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Probability of being born on a leap day?

Given that today is a leap day, does anyone know the probability of being born on a leap day?
StatsStudent
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Amoeba Interview Question

I was asked this question during an interview for a trading position with a proprietary trading firm. I would very much like to know the answer to this question and the intuition behind it. Amoeba Question: A population of amoebas starts with 1.…
AME
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Explanation for unequal probabilities of numbers drawn in a lottery

Drawing 220 times with replacement from a lottery machine with 12 balls numbered 1 to 12 results in the following distribution: ball no. 1 2 3 4 5 6 7 8 9 10 11 12 frequency 23 18 21 15 24 17 20 16 21 13 19 13 As you can see, the…
user318291
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How can I prove that the cumulative distribution function is right continuous?

I've learned in my probability courses that the cumulative distribution function $F$ of a random variable $X$ is right continuous. Is it possible to prove that?
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Find Probability of one event out of three when all of them can't happen together

STATEMENT Three events E, F , and G cannot occur simultaneously. Further it is known that P(E ∩ F ) = P(F ∩ G) = P(E ∩ G) = 1/3. Can you determine P(E)? I made this diagram: $P(E \cup F \cup G) = P(E) + P(F) + P(G) - P(E \cap F) - P(E \cap G) -…
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Drawing n intervals uniformly randomly, probability that at least one interval overlaps with all others

Randomly draw $n$ intervals from $[0,1]$, where each end point A,B are selected from the uniform distribution between $[0,1]$. What's the probability that at least one interval overlaps with all others?
CuriousMind
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To maximize the chance of correctly guessing the result of a coin flip, should I always choose the most probable outcome?

This is not homework. I am interested in understanding if my logic is correct with this simple stats problem. Let's say I have a 2 sided coin where the probability of flipping a head is $P(H)$ and the probability of flipping a tail is $1-P(H)$.…
turtle
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What is the intuitive meaning behind a random variable being defined as a "lattice"?

In probability theory, a nonnegative random variable $X$ is called a lattice if there exists $d \geq 0$ such that $\sum_{n=0}^{\infty}P(X=nd) = 1$. Is there a geometric interpretation for why this definition is called a lattice?
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Why are mean 0 and standard deviation 1 distributions always used?

My stats has been self taught, but a lot of material I read point to a dataset having mean 0 and standard deviation of 1. If that is the case then: Why is mean 0 and SD 1 a nice property to have? Why does a random variable drawn from this sample…
Jack Kada
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How to equalize the chance of throwing the highest dice? (Riddle)

I just invented the following riddle, doing statistics work. (I actually need the answer!) Riddle: Imagine a dice game with the aim of throwing the highest dice. The dice are special and have infinite sides with numbers ranging from 0 to 1!…
KaPy3141
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Negative probabilities: layman explanations

I was very intrigued by the answer here. I would like to have a more layman explanation of what negative probabilities could mean and their applications, possibly with examples. For instance, what would it mean for an event to have probability -10%,…
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