Ask The Wizard #261

As you can see, the line goes up and down a lot. The thin black line is a least-squared best fit line, which shows a general trend upward. So as the seasons progresses, and temperatures drop, average points scored increases slightly, but that could easily be random variation.
That is about as far as I can take it. For a general opinion about how weather affects sports betting in general, I turned to my friend Jason Been, who is an expert on the topic. Here is what he said:
In most cases, wind is the predominant aspect of weather that most affects a game; but, it is not the only one. In baseball and other outdoor sports, shadows can have an equal affect, especially during early- and late-season baseball afternoon games. Rain or snow isn’t as big of a factor as most people think in football, as it generally affects both the offense and defense equally. An example would be a defensive back against a wide receiver. The rain and snow would slow them down equally, thus giving neither side an edge. Wind can simply eliminate a passing game in football along with kicking. I have seen games where a passing team has been forced to run the ball almost every play due to a strong crosswind. It doesn’t happen often, but on occasion the wind is the ultimate decider of a game.This question was raised and discussed in the forum of my companion site Wizard of Vegas.
- The three participants form a triangle.
- Each has one bullet only.
- A goes first, then B, and C.
- A’s probability of hitting an intended target is 10%.
- B’s probability of hitting an intended target is 60%.
- C’s probability of hitting an intended target is 90%.
- There are no accidental shootings.
- Shooting in the air (deliberately missing) and shooting yourself is allowed, and are always successful.
- If two or three survivors remain after any round, then each is given a new bullet. They will then repeat taking turns shooting, in the same order, skipping anybody who already died.
- All three participants are perfect logicians.
Who should A aim at initially? What is his probability of survival for each initial target?
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Here are my probabilities of A winning according to each initial target. As you can see, A’s probability of winning is maximized by deliberately firing in the air.
Truel Odds
| Strategy | Prob. Win |
| Air | 13.887% |
| A | 0.000% |
| B | 12.560% |
| C | 13.094% |
For the solution, let’s use the notation Pr(X) to denote the probability of group X, and only group X, remains after a round. Let’s use the terminololy Pr(X*) to denote the probability of group X eventually winning the round, after repeating until the game state changes by somebody getting hit. Let Pr(X**) be the probability that player X is the sole survivor. To find the final probabilities, let’s look at the two-player states first. It is obvious that each will shoot at the other.
A vs. B
- Pr(A) = 0.1
- Pr(B) = 0.9×0.6 = 0.54
- Pr(AB) = 0.9×0.4 = 0.36
If both survive then they will repeat until there is one survivor only. So the probabilities of being the final survivor are:
- Pr(A*) = Pr(A)/(1-Pr(AB)) = 0.1/0.64 = 0.15625
- Pr(B*) = Pr(B)/(1-Pr(AB)) = 0.54/0.64 = 0.84375
A vs. C
- Pr(A) = 0.1
- Pr(C) = 0.9×0.9 = 0.81
- Pr(AC) = 0.9×0.1 = 0.09
If both survive then they will repeat until there is one survivor only. So the probabilities of being the final survivor are:
- Pr(A*) = Pr(A)/(1-Pr(AC)) = 0.1/0.91 = 0.10989011
- Pr(C*) = Pr(B)/(1-Pr(AC)) = 0.81/0.91= 0.89010989
B vs. C
- Pr(B) = 0.6
- Pr(C) = 0.4×0.9 = 0.36
- Pr(BC) = 0.$×0.1 = 0.04
If both survive then they will repeat until there is one survivor only. So the probabilities of being the final survivor are:
- Pr(B*) = Pr(A)/(1-Pr(BC)) = 0.6/.96 = 0.625
- Pr(C*) = Pr(B)/(1-Pr(BC)) = 0.36/.96= 0.375
Now we’re ready to analyze the three-player case. Let’s consider the situation where A aims at B.
Three Player — A Aims at B
If A hits B then C will definitely survive, and may or may not hit A. So two possible outcomes of hitting B are AC and C. If A misses B then B will aim at the greater threat C. If B hits C then A and B will survive. If B misses C then C will aim at the greater threat B. If C misses B then all three will survive. If C hits B then A and C will survive. So the possible outcomes are C, AB, AC, and ABC.
- Pr(A) = 0.
- Pr(B) = 0.
- Pr(C) = 0.1 × 0.9 = 0.09. This is achieved by A hitting B, and then C hitting A.
- Pr(AB) = 0.9 × 0.6 = 0.54. This is achieved by A missing B, and then B hitting C.
- Pr(AC) = 0.1 × 0.1 + 0.9 × 0.4 × 0.9 = 0.334. This can be achieved two ways. The first is A hitting B, and then C missing A. The second is A missing B, B missing C, and then C hitting B.
- Pr(BC) = 0.
- Pr(ABC) = 0.9 × 0.4 × 0.1 = 0.036. This is achieved by all three missing.
By the same logic as the two-player cases, we can divide each outcome by (1-Pr(ABC))=0.964 to find the probabilities of each state, assuming that the state of the game did change after the round.
- Pr(C*) = 0.09/0.964 = 0.093361.
- Pr(AB*) = 0.54/0.964 = 0.560166.
- Pr(AC*) = 0.334/0.964 = 0.346473.
From the two-player cases, we know if it comes down to A and B then A will win with probability 0.15625, and B 0.84375. If it comes down to A and C then A will win with probability 0.109890, and C 0.890110.
- Pr(A**) = (0.560165975 × 0.15625) + (0.346473029 × 0.10989011) = 0.125600. A can be the winner two ways: (1) getting to the AB state, and then winning, or (2) getting to the AC state and then winning.
- Pr(B**) = 0.560166 × 0.84375 = 0.472640. B will be the winner if it gets to the AB state, and then B wins.
- Pr(C**) = 0.093361 + (0.346473 × 0.890110) = 0.401760. C can win by A killing B, and then C killing A in the first round, or by it getting to state AC, and then C winning.
So, if A’s strategy is to aim at B at first, then his probability of being the sole survivor is 12.56%.
Three Player — A Aims at C
If A hits C then B will definitely survive, and may or may not hit A. So two possible outcomes of hitting C are AB and B. If A misses C then B will aim at the greater threat C. If B hits C then A and B will survive. If B misses C then C will aim at the greater threat B. If C misses B then all three will survive. If C hits B then A and C will survive. So the possible outcomes are B, AB, AC, and ABC.
- Pr(A) = 0.
- Pr(B) = 0.1 × 0.6 = 0.06.
- Pr(C) = 0.
- Pr(AB) = (0.1 × 0.4) + (0.9 × 0.6) = 0.04+0.54 = 0.58. This can be achieved two ways. The first is A hitting C, and then B missing A. The second is A missing B, and then B hitting C.
- Pr(AC) = 0.9 × 0.4 × 0.9 = 0.324. This is achieved by A missing C, B missing C, and C hitting B.
- Pr(BC) = 0.
- Pr(ABC) = 0.9 × 0.4 × 0.1 = 0.036. This is achieved by all three missing.
By the same logic as the two-player cases, we can divide each outcome by (1-Pr(ABC))=0.964 to find the probabilities of each state, assuming that the state of the game did change after the round.
- Pr(B*) = 0.06/0.964 = 0.062241.
- Pr(AB*) = 0.58/0.964 = 0.601660.
- Pr(AC*) = 0.324/0.964 = 0.336100.
By the same logic as the solution for the A aims at B case:
- Pr(A**) = (0.601660 × 0.15625) + (0.336100 × 0.10989011) = 0.130943.
- Pr(B**) = 0.062241 + 0.601660 × 0.84375 = 0.569891.
- Pr(C**) = 0.336100 × 0.890110 = 0.299166.
So, if A’s strategy is to aim at C at first, then his probability of being the sole survivor is 13.09%.
Three Player — A Misses Deliberately
After A deliberately misses then B will aim at the greater threat C. If B hits C then A and B will survive. If B misses C then C will aim at the greater threat B. If C misses B then all three will survive. If C hits B then A and C will survive. So the possible outcomes are AB, AC, and ABC.
- Pr(A) = 0.
- Pr(B) = 0.
- Pr(C) = 0.
- Pr(AB) = 0.6. This is achieved by B hitting C.
- Pr(AC) = 0.4 × 0.9 = 0.36. This is achieved by B missing C, and then C hitting B.
- Pr(BC) = 0.
- Pr(ABC) = 0.4 × 0.1 = 0.04. This is achieved by all three missing.
By the same logic as the two-player cases, we can divide each outcome by (1-Pr(ABC))=0.96 to find the probabilities of each state, assuming that the state of the game did change after the round.
- Pr(AB*) = 0.6/0.96 = 0.625.
- Pr(AC*) = 0.36/0.96 = 0.375.
By the same logic as the solution for the A aims at B case:
- Pr(A**) = (0.625 × 0.15625) + (0.375 × 0.109890) = 0.138865.
- Pr(B**) = 0.625 × 0.84375 = 0.527344.
- Pr(C**) = 0.375 × 0.890110 = 0.333791.
So, if A’s strategy is to aim at C at first, then his probability of being the sole survivor is 13.89%.
This question was raised and discussed in the forum of my companion site Wizard of Vegas.