building a statistical model

alexbib

I have near to no knowledge of statistics, and I want to build a statistical model that can help me calculate %chance of an event happening in situations of type:

every try has 25% success rate
after 6 tries, what are the probabilities of having succeeded at least 5times? After 12tries?

or

each shot has 42% success rate
after 5 tries, how what are the probabilities of succeding at least 4times?


How can I calculate probabilities like these?

master_coda

Sounds like you want a binomial model. Given probability of success p and n attempts, the probability of exactly k successes is:

[tex]\binom{n}{k}p^k(1-p)^{n-k}[/tex]

Of course, to figure out the probability of at least k successes, you have to add up these probabilities for every value greater than or equal to k.

alexbib

what does the n above k in brackets mean?

HallsofIvy

[tex]\binom{n}{k}[/tex] is the "binomial coefficient". It is the coefficient of x^ky^n-k in (x+y)ⁿ as well as the k^th term in the n^th line in Pascal's triangle and can be calculated as [tex]\frac{n!}{k!(n-k)!}[/tex].

It is sometimes written _nC_k and our British colleagues seem to refer to it as "n choose k" since it is also the number of different ways one can choose k items from a set of n items.

suyver

And just in case you do not know what [itex]x![/itex] means: it means [itex]x[/itex] factorial:

[tex]x! = 1\times 2\times 3 \times \ldots \times (x-1) \times x[/tex]

alexbib

Ok, thx for explanation!