In the Monty Hall game, suppose that whenever the car is behind the door initially chosen by the contestant (so that Monty Hall may open either one of the remaining two doors), he chooses to open the door labeled with the smaller number. Is the probability of winning upon switching still 2/3 or is it 1/2? My considerations suggest that not only is it still 2/3, but also it is 2/3 no matter how Monty chooses a door to open when he does have a choice. Am I wrong?
If computer simulations (Monte Carlo) confirm or contradict the assertion that it is still 2/3, I would like to know. I am not in a position to carry out simulations myself.
Available applets demonstrate the 2/3 probability but they may be programmed to make Monty choose either door with probability 1/2.
Your Monty Hall variant is known as the 'Monty Crawl' or 'Lazy Monty' (the door with the lower number is closer to Monty) scenario. With that additional assumption it depends on what door was opened. For example, let's take the problem description from the Wikipedia page on the Monty Hall problem:
In this case, it should be clear that door 2 contains the prize if Monty is indeed lazy (if door 2 would have had a goat, Lazy Monty would have opened up door 2). So in this scenario you should definitely switch, as you have a 100% chance of getting the car by picking door 2.
OK, but what if we had:
Well, now it doesn't matter whether you switch or not. It turns out to be 50-50
To see the math for the latter (simulations are fine, but math is better :P )
Let $Pi$ be the event of you picking door $i$, $Gi$ the event of Monty revealing a goat behind door $i$, and $Ci$ the event of the car being behind doors $i$
So what we want to know is: Given $P1$ and $G2$, what is the chance of the car being behind door $1$ ... and what is the chance of it being behind door $3$? That is, what are $P(C1|G2,P1)$ and $P(C3|G2,P1)$?
Well, let's first point out that:
$$P(G2|C3, P1) = 1$$ (Monty is forced to open door $2$ if you pick door $1$ and the car is behind door $3$)
$$P(G2|C1,P1)=1$$ (Monty could open door $2$ or $3$, but since Monty is lazy, Monty will definitely open up door $2$ ... this is of course where this Lazy Monty variant differs from the original Monty Hall problems, where we set $P(G2|C1,P1)=P(G3|C1,P1)=\frac{1}{2}$. With Lazy Monty, we have $P(G3|C1,P1) = 0$ )
Of course we also have $$P(G2|C2 , P1) = 0$$ (it is impossible for Monty to reveal a goat behind door $2$ if it has a car)
OK, so: $$P(G2|P1) = P(G2|P1,C1)*P(C1) + P(G2|P1,C2)*P(C2) + P(G2|P1,C3)*P(C3)$$
$$= 1 * \frac{1}{3} + 0 * \frac{1}{3} + 1 * \frac{1}{3} = \frac{2}{3}$$
So: $$P(C3 | G2 , P1) = \frac{P(G2|C3 , P1) * P(C3|P1)}{P(G2|P1)} = \frac{1 * \frac{1}{3}}{\frac{2}{3}} = \frac{1}{2}$$
Sanity check: $$P(C1 | G2 , P1) = \frac{P(G2|C1 , P1) * P(C1|P1)}{P(G2|P1)} = \frac{1 * \frac{1}{3}}{\frac{2}{3}} = \frac{1}{2}$$
So yeah, in that scenario it does not matter whether you switch or not.
You can use these same formulas to explore what happens when Monty prefers a certain door with a certain likelihood (e.g. $P(G2|C1,P1)=\frac{3}{4}$ and $P(G3|C1,P1)=\frac{1}{4}$), but I'll leave that up to you.