Does Conditional Probability Increase with Dependence?

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mathmari
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Hey! :o

Suppose that for the events $A,B$ of an experiment it holds that $P(A|B)>P(A)$ ( $P(A)=P(B)=\frac{2}{3}$ ) then what of the following holds?

  1. $P(B|A)>P(B)$ ( $P(A|B)\geq \frac{1}{2}$ )
  2. $P(B|A)>P(B)$ ( $P(A|B)\leq \frac{1}{3}$ )
  3. $P(B|A)<P(B)$ ( $P(A|B)\geq \frac{1}{3}$ )
  4. $P(B|A)<P(B)$ ( $P(A|B)\geq \frac{1}{6}$ )
I have done the following:

$P(A|B)=\frac{P(BA)}{P(B)}$ and since $P(A|B)>P(A) \Rightarrow \frac{P(BA)}{P(B)}>P(A) \Rightarrow P(BA)>P(B)P(A)$.

Then $P(B|A)=\frac{P(AB)}{P(A)}>\frac{P(B)P(A)}{P(A)}=P(B)$, right? (Wondering)

When $P(A)=P(B)=\frac{2}{3}$, then $P(A|B)>P(A)\Rightarrow P(A|B)>\frac{2}{3}$.

How can we continue?
 
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I like Serena said:
Hey mathmari! (Smile)

Don't we already have enough information to figure out which answers are true or false? (Wondering)

(Thinking)

The first one is correct, or not? (Wondering)
 
In addition to I Like Serena's post, making use of Bayes rule:
$$P(B \ | \ A) = \frac{P(A \ | \ B) P(B)}{P(A)} = P(A \ | \ B) > P(A) = P(B).$$
Hence, first answer is indeed correct.