Hidden tiger (2): from joint to marginal and conditional; direct/inverse conditional tables

Antonio Sala, UPV

Difficulty: * ,       Relevance: PIC,      Duration: 20:34

*Enlace a Spanish version

Materials:    [ Cód.: Tiger1ENG.mlx ] [ PDF ]

Summary:

This video is the second one of the “hidden tiger” case study, which began in the video [tiger1EN] and is briefly reviewed here.

In the aforementioned video the problem was posed, and a probabilistic model was defined. It was based on a probability of a left/right tiger after closing a certain gate and a conditional probability of which side (left/right) it is heard roaring based on (conditioned to) which side the tiger remained trapped in. With this, the joint probability table was obtained.

In this video, the following probability tables are obtained from the joint probability one:

The first marginal and conditional have the meaning discussed in the first video; The second marginal tells the “accumulated frequency” of left or right roars if the experiment were repeated many times.

The second conditional table has a different meaning; roughly, the arrow of causality goes “backwards”: given an observed effect (roar), the posterior probability of its two possible causes (tiger on the left or tiger on the right) is inferred. This idea is the basis of Bayesian statistical inference. The following video, [tiger3EN], will further detail this last idea.

*Link to my [ whole collection] of videos in English. Link to larger [ Colección completa] in Spanish.

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