Probability that sheepdog performs at least one task successfuly - Am I doing this problem right?
What is the probability that a sheepdog performs at least $1$ of these tasks successfully?
My approach is to subtract the probability of performing at most $1$ of these tasks successfully from the probability of performing all $4$ tasks successfully.
$P(\text{fetch})=.9, P(\text{drive})=.7, P(\text{herd})=.84, P(\text{separate})=.75$.
The complement of these four probabilities is, $.1,.3,.16,$ and $,.25$, respectively.
So the probability that the sheepdog performs all four tasks successfully is simply, $(.9)(.7)(.84)(.75)$.
The probability that the sheepdog performs at most $1$ task successfully can be split into $4$ cases. Either the sheepdog performs the fetch task (and not the other 3) successfully, performs the drive task, performs the herd task, or performs the separate task.
This would look like:
$(.9)(.3)(.16)(.25)+(.1)(.7)(.16)(.25)+(.1)(.3)(.84)(.25)+(.1)(.3)(.16)(.75)$
Subtracting this from the case in which the sheepdog performs all four tasks would yield:
$(.9)(.7)(.84)(.75)-[(.9)(.3)(.16)(.25)+(.1)(.7)(.16)(.25)+(.1)(.3)(.84)(.25)+(.1)(.3)(.16)(.75)]$.
Is this correct?
The complement of at least $1$ is not at most $1$.
The complement is if none of the task is perform.
Hence just compute $$1-\prod_{i=1}^4 (1-p_i)$$
By sheepdog, I assume you mean 'good sheepdog' as defined in the question. Let $X$ denote the number of things in the list satisfied. If you want the probability the at least one of the 4things listed is satisfied $P(X\geq 1)$, you work it out by solving $ 1-P(X=0)$ This is equal to $1-(0.1)(0.3)(0.16)(0.25) = 0.9988$
Calculating the compliment of the chance of failing in all trials is undoubtedly the 'correct' approach to this problem, as per Siong Thye Goh's answer.
The same result can be calculated by accumulating the additional chance of success from each trial, given that the trial is needed, like this:
Chance this Chance of success Additional Cumulative chance trial needed in this trial success from chance of success this trial in any trial -------------------------------------------------------------------- A = 1.0 - D' B (input data) C = AB D = C + D' -------------------------------------------------------------------- 0 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 0.9 0.9 0.9 0.1 0.7 0.07 0.97 0.03 0.84 0.0252 0.9952 0.0048 0.75 0.0036 0.9988