The first mistake you mention is exactly the mistake I make when I don’t convert to odds form as I mentioned here.
If I start with P(Marekliberal)=1/2 and him accusing gives me 1 bit of evidence (he’s twice as likely to accuse if he’s liberal) then the temptation is to split the uncertainty in half and update incorrectly to P(Marekliberal|accuse|)=3/4 .
Odds form helps − 1:1 becomes 2:1 after 1 bit of evidence so P(Marekliberal|accuse|)=2/3.
The first mistake you mention is exactly the mistake I make when I don’t convert to odds form as I mentioned here.
If I start with P(Marekliberal)=1/2 and him accusing gives me 1 bit of evidence (he’s twice as likely to accuse if he’s liberal) then the temptation is to split the uncertainty in half and update incorrectly to P(Marekliberal|accuse|)=3/4 .
Odds form helps − 1:1 becomes 2:1 after 1 bit of evidence so P(Marekliberal|accuse|)=2/3.
More formally: