conditional probability

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conditional probability

The student calculates the conditional probability using a Venn diagram.

Definition
  1. Noun:
    • The probability that an event will occur given that one or more other events have occurred: It is a measure of the likelihood of an outcome, calculated with the knowledge that another specific event has already happened.
Usage
  • General Use: The term is used primarily in the fields of statistics, probability theory, data science, and mathematics to describe a dependent probability.
  • Formula Context: It is often discussed in relation to its mathematical formula, P(A|B), read as "the probability of A given B."
Examples
  • Noun:
    • The conditional probability of rain, given that the sky is cloudy, is quite high.
    • To solve the problem, you must first calculate the conditional probability of drawing a red card from a deck, given that the first card drawn was a heart.
    • Bayes' theorem is a fundamental rule for manipulating conditional probabilities.
Advanced Usage
  • "Conditional probability distribution": A probability distribution for a sub-population, where one or more variables are fixed.

    • The model requires understanding the conditional probability distribution of customer purchases given their age group.
  • "Law of total probability": A rule that expresses the total probability of an outcome as a weighted average of conditional probabilities.

    • We used the law of total probability, which relies on conditional probabilities, to find the overall chance of system failure.
Variants and Related Words
  • Conditional (adj): Subject to one or more conditions or requirements being met.

    • The offer was conditional on passing a background check.
  • Probability (n): The measure of the likelihood that an event will occur.

    • The probability of flipping a fair coin and getting heads is 0.5.
  • Joint Probability (n): The probability of two (or more) events occurring together.

    • The joint probability of rolling two sixes on a pair of dice is 1/36.
  • Marginal Probability (n): The probability of an event occurring irrespective of the outcome of other variables.

    • The marginal probability of owning a car was calculated from the survey data.
Synonyms
  • Conditional chance: (Less formal) The likelihood of something happening under a specified condition.
  • Dependent probability: Emphasizes that the probability is not independent of prior events.
Related Phrases
  • Given that: A phrase used to introduce the condition in a statement about conditional probability.

    • The probability of A, given that B is true, is written as P(A|B).
  • Bayesian probability: A perspective on probability that interprets it as a degree of belief, heavily utilizing conditional probability via Bayes' theorem.

conditional probability

The student calculates the conditional probability using a Venn diagram.

Noun
  1. the probability that an event will occur given that one or more other events have occurred

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