Part of ALG-04 — Probability & Distributions

Classical vs Conditional vs Bayes' Comparison

by Notetube Officialcomparison summary250 words10 views
AspectClassicalConditionalBayes'
When to useEqually likely outcomesGiven event occurredReverse conditional
FormulanAn\frac{A}{n}(S)PABP\frac{AB}{P}(B)P(A|BiB_i)PBiP\frac{B_i}{P}(A)
RequiresCounting techniquesIntersection and P(B)Partition and likelihoods
DirectionForwardForward (restricted)Backward (cause from effect)
JEE exampleBall drawingGiven red, P(from bag 1)Defective item, which machine?
Key toolCombinations, permutationsMultiplication ruleTotal probability theorem
DifficultyEasy-MediumMediumMedium-Hard

When classical becomes conditional: "Two balls drawn. Given first is red, find P(second is red)" — the "given" restricts the sample space.

When conditional becomes Bayes': "A red ball is drawn. Find P(it came from Bag I)" — reversing the direction from effect to cause.

Decision rule: If the problem says "given that..." use conditional. If it asks "which source/cause" use Bayes'. If neither, use classical counting.

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