Probability



This site utilizes Google Analytics, Google AdSense, as well as participates in affiliate partnerships with various companies including Amazon. Please view the privacy policy for more details.

Say we have a hungry caterpillar that wants to eat a leaf off of a tree. There are ten trees it can choose from. So, as far as we know, the probability of it choosing a specific tree is ${1 \over 10}=10%=0.10$. Once it chooses a tree, and that tree has 100 branches, then the probability of choosing a specific branch is ${1 \over 100}=1%=0.01$. Finally, once it chooses a branch, and that branch has 25 leaves, then the probability of it choosing a specific leaf is ${1 \over 25}=4%=0.04$. So, before it has chosen a tree, the probability of it choosing a specific leaf is: \(0.10×0.01×0.04=0.00004=0.004%={1 \over 25000}\) This makes sense because there are $10×100×25=25000$ leaves total to choose from.

When you multiply probabilities together, you will end up with a smaller probability unless one probability is $1.00=100%$. For instance, let’s say all the probabilities are $0.90=90%$ and that there are ten probabilities. Then, the resulting probability is:

$$0.90×0.90×0.90×0.90×0.90×0.90×0.90×0.90×0.90×0.90=0.90^{10}≈0.3486784401≈34.86%$$

Also, probabilities are typically only useful if you don’t have all the information. If you had all the information, the probability would either be $0%$ or $100%$. It is typically impossible to know all the information – especially if that information only exists in the future. Additional information can also change what the probability is. Take our caterpillar. Let’s say he’s a maple-loving specie of caterpillar, and half our trees are oak, and half our trees are maple. Now his probability of choosing a specific oak leaf is $0%$, while his probability of choosing a specific maple leaf is: \(0.20×0.01×0.04=0.00008=0.008%={1 \over 12500}\) Also, if we don’t know what type of tree he likes, but somehow we determine there is a $50%$ of him being eaten by a bird before he gets to eat a leaf, then the probability of him eating a specific leaf is: \(0.50 ×0.10×0.01×0.04=0.00002=0.002%={1 \over 50000}\) Also – probability isn’t really like something might or might not happen. Just because we don’t know what kind of tree he prefers, doesn’t mean he doesn’t have a preference. Just because we don’t know a bird is going to eat him, doesn’t mean the bird won’t.

Something else that might affect probability is scope. With all the previous caterpillar examples, I always said “a specific leaf.” Before the bird came into the equation, the probability that he was going to eat a leaf, any leaf, was $100%$. After the bird, it was $50%$.

Leave a Reply

Note that comments won't appear until approved.