Conditioning restricts the sample space. For \(P(B)>0\), \(P(A\mid B)=\dfrac{P(A\cap B)}{P(B)}\), so \(P(A\cap B)=P(B)P(A\mid B)\). Divide by the probability of the given event, not the event being asked about.
Example: a bag contains \(3\) red and \(2\) blue balls. Without replacement, \(P(\text{two red})=\dfrac35\times\dfrac24=\dfrac3{10}\). With replacement and independent draws, it is \(\dfrac35\times\dfrac35=\dfrac9{25}\).
To test independence compare \(P(A\cap B)\) with \(P(A)P(B)\), or compare \(P(A\mid B)\) with \(P(A)\). If the relevant probabilities are nonzero, independence also gives \(P(A\mid B^{\prime})=P(A)\).
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