Probability of current flowing through circuits

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Discussion Overview

The discussion revolves around the probability of current flowing through circuits, specifically analyzing two proposed solutions to a problem involving independent and dependent probabilities. Participants explore the implications of their approaches and the correctness of their calculations.

Discussion Character

  • Debate/contested
  • Mathematical reasoning

Main Points Raised

  • Some participants present two solutions to the problem, with Solution I factoring probabilities based on independent paths and Solution II using stages of the circuit.
  • One participant argues that Solution I is flawed because the probabilities are not independent, suggesting that the calculations do not hold under that assumption.
  • Another participant defends Solution I, asserting that independence is the basis for their approach and questions the need for additional parentheses in the notation.
  • There is a discussion about the simplification of expressions, with some participants noting potential errors in the assumptions about independence and the implications for the calculations.
  • One participant expresses a preference for Solution II due to its simplicity and ease of use, especially in the context of a midterm exam.

Areas of Agreement / Disagreement

Participants do not reach a consensus on the validity of Solution I, with some agreeing with its approach while others challenge its assumptions regarding independence. The discussion remains unresolved regarding the correctness of the solutions presented.

Contextual Notes

Participants highlight the complexity of the problem, noting that assumptions about independence and the structure of the probability expressions may lead to different interpretations and results.

Jameson
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I have two solutions to the this problem that I've found but they seem strange compared to each other.

Solution I
All possible paths that work must pass through circuit 5, so we can factor out that probability and tack it onto the end because they are all independent.

$$P(A \rightarrow D)=P[(1 \cap 2) \cup (3 \cap 4) \cup (1 \cap 4) \cup (3 \cap 2) \cap 5] $$

The above just shows that it can go through the path 1,2,5 or 3,4,5 or 1,4,5 or 3,2,5. It has to be at least one of them but it can be more. Now using independence and complements this simplifies to:

$$P(A \rightarrow D)=\left(1 - P \left[ (1 \cap 2)' \cap (3 \cap 4)' \cap (1 \cap 4)' \cap (3 \cap 2)' \right]
\right)*p_5=\boxed{\left[1 - (1-p_1p_2)(1-p_3p_4)(1-p_1p_4)(1-p_3p_2)
\right]p_5}$$

Solution II
Using a similar argument but instead of listing the paths I will list the stages. It has to pass through 1 or 3 initially, then 2 or 4 and finally 5.

$$P(A \rightarrow D)=P[(1 \cup 3) \cap (2 \cup 4) \cap 5]$$.

Now using independence and the inclusion-exclusion principle I get the following answer:

$$P(A \rightarrow D) = \boxed{(p_1+p_3-p_1p_3)(p_2+p_4-p_2p_4)p_5}$$

So my main question is do you agree with both of these answers? Any comments? :)
 
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Hi Jameson!

The idea of solution I is fine, but it does not work like that because the probabilities are not independent.
Btw, please add couple of parentheses in the first line - it hurts my eyes to see something that is incorrect.

Solution II is fine.
 
I like Serena said:
Hi Jameson!

The idea of solution I is fine, but it does not work like that because the probabilities are not independent.
Btw, please add couple of parentheses in the first line - it hurts my eyes to see something that is incorrect.

Solution II is fine.

Hi I like Serena! :)

The probabilities are independent actually. That's the only reason I can factor them at all like I did. Is there some way I did it incorrectly?

Where should I add parentheses? I admit it doesn't look the best but I tried to format it as nicely as I could.
 
Jameson said:
Hi I like Serena! :)

The probabilities are independent actually. That's the only reason I can factor them at all like I did. Is there some way I did it incorrectly?

Where should I add parentheses? I admit it doesn't look the best but I tried to format it as nicely as I could.

It should be:
$$P(A \rightarrow D)=P\left[\left(\phantom{\frac{}{}}(1 \cap 2) \cup (3 \cap 4) \cup (1 \cap 4) \cup (3 \cap 2)\right) \cap 5\right]$$
In the following calculation the probabilities are not independent, because 2 appears in both of them.
$$P \left[ (1 \cap 2)' \cap (3 \cap 2)' \right] \ne P \left[ (1 \cap 2)' \right] P\left[ (3 \cap 2)' \right]$$
 
So you're saying the LHS actually simplifies to $$(1-p_1)(1-p_2)(1-p_3)$$ but the RHS will be $$(1-p_1)(1-p_2)^2(1-p_3)$$. If so then that makes sense.

So assuming this idea is correct, $$P(A \rightarrow D)=P\left[\left(\phantom{\frac{}{}}(1 \cap 2) \cup (3 \cap 4) \cup (1 \cap 4) \cup (3 \cap 2)\right) \cap 5\right]$$, then how would you proceed to simplify it?
 
Jameson said:
So you're saying the LHS actually simplifies to $$(1-p_1)(1-p_2)(1-p_3)$$ but the RHS will be $$(1-p_1)(1-p_2)^2(1-p_3)$$. If so then that makes sense.

Not quite. You are forgetting the negations.

So assuming this idea is correct, $$P(A \rightarrow D)=P\left[\left(\phantom{\frac{}{}}(1 \cap 2) \cup (3 \cap 4) \cup (1 \cap 4) \cup (3 \cap 2)\right) \cap 5\right]$$, then how would you proceed to simplify it?

I wouldn't.
It becomes way to complex.
I suspect it would be best to reduce the set expression to one without duplications.
We can assume that you'll simply get the other expression.
 
Ok, I'll just forget that one. Solution II is very short and easy to do so I'll stick with that method. Luckily that's the method I chose to do today on my midterm, haha. :p

Thanks again for all your help.
 

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