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If an event can be produced by a number n of different…

“If an event can be produced by a number n of different causes, the probabilities of the existence of these causes, given the event (prises de l'événement), are to each other as the probabilities of the event, given the causes: and the probability of each cause is equal to the probability of the…” quote by Pierre-Simon Laplace
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“If an event can be produced by a number n of different causes, the probabilities of the existence of these causes, given the event (prises de l'événement), are to each other as the probabilities of the event, given the causes: and the probability of each cause is equal to the probability of the event, given that cause, divided by the sum of all the probabilities of the event, given each of the causes.”

Pierre-Simon Laplace

About This Quote

This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation.

When an event has multiple causes, each cause’s probability equals its likelihood given the event divided by the sum of all such likelihoods.

In simple terms: Cause probabilities are proportional to their likelihood given the event.

Key Takeaway

Calculate cause probabilities using Bayes‑like weighting.

Themes

probability causation statistics

Mood

critical inquisitive

Type

theoretical educational

When to use this quote

  • risk assessment
  • medical diagnosis
  • fault analysis

Key Concepts

Bayesian inference conditional probability

Questions to Reflect On

  • What if causes overlap?
  • How to handle unknown causes?
A Different Perspective

Assumes causes are mutually exclusive and exhaustive.

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