The dartboard paradox is one of those pesky paradoxes that revolves around the concepts of zero and infinity. What makes this paradox extra special is that it involves the notion of probability as well. That’s right. What is a game of darts without calculating probabilities?
In this article, I will first brief you on the conundrum we face with this paradox. Then, I will proceed to analyse what causes this paradox. Finally, we will look at ways of solving or eliminating the dartboard paradox.
The Problem Statement
Imagine that you are to randomly throw darts at a dartboard. You are 100% certain to hit the dartboard. We are now interested in calculating the probability of your hitting any point on the dartboard. This is pretty much the problem outset.
Since you will be throwing darts randomly at the dartboard, the distribution of the hits on the board can be considered random as well. The event of your hitting any particular point on the dartboard does not affect the event of your hitting any other point on the dartboard. Therefore, we could consider the event of hitting any given point on the dartboard an independent event.
Now that the stage is set, let’s look at what the paradox is about.
In probability theory, the sum of the probabilities of all possible events in a set cannot exceed ‘1’. Therefore, logically speaking, the probability of hitting any particular point on the dartboard has to be lesser than one (under the assumed random dart-hit distribution).
The trouble arises when we ask the following question:
How many points are there on the dartboard?
The answer is simple: there are an infinite number of points on the dartboard. The consequence is not so simple: the sum of infinite non-zero probabilities would tend towards infinity as well. But we know from the axioms of probability theory that the sum of the probabilities of all possible events for the dartboard cannot be greater than ‘1’.
What if we assume a probability of zero for most of the points and somehow derive the sum of all independent probabilities to be ‘1’? Well, this would lead to a few contradictions. Firstly, zero probability for specific points goes against our initial condition of a random dart-hit distribution. And by setting some specific probabilities to zero, we could argue that the individual events are no longer independent of each other.
This is essentially the paradox! So, what now?
What Caused the Dartboard Paradox?
The dartboard paradox occurs essentially because we are interested in computing discrete probabilities of the members of an infinite set. But on the other hand, we know that the sum of all probabilities of the members of this set cannot exceed ‘1’.
If we are interested in the discrete probability of hitting any given point on the dartboard, there is simply no other apparent way to proceed.
It is, therefore, reasonable to question our original motivation and initial conditions. Let’s do that.
A Potential Solution
The first thing to note is that a point is a dimensionless quantity. Sure, any point has its two-dimensional location coordinates on the dartboard, but it does not have any area associated with it. On the other hand, the tip of the typical dart occupies an area and not just a point.
Using this realization, we could reframe our original question to compute the discrete probabilities of dart-tip-sized areas on the dartboard instead of points. If we do this, we can be fairly certain that there will be a finite number of such areas on the dartboard. Consequently, we would be able to assign a finite probability for each area such that the total sum of all possible probabilities leads to ‘1’.
Well, this IS a solution, but it requires us to cheat a little bit by reframing our original question. What if we wanted to somehow push on with the original question?
The No-Cheating Solution to the Dartboard Paradox
Considering the dartboard as an infinite point-space, we could employ the concept of infinitesimals to solve our problem. If you are interested in learning more about infinitesimals, I’ve written more about it in this article: What Really Happens When You Invent Infinite Infinities?
The probability of hitting each point in the dartboard would be represented by an infinitesimal number such that the sum of all such probabilities would add up to 1. This looks promising!
But the challenge here is that as soon as we employ infinitesimals, the axioms of conventional probability theory break down. We are then forced to turn to an unconventional branch of mathematics known as Nonstandard Probability Theory (more information under the references at the end of the article).
Such branches are nothing new to mathematics. If it interests you, I have covered how Nonstandard Analysis vindicated the long-banned concept of infinitesimals in the mathematical world in the thrilling story of calculus.
Final Remarks
In the end, it appears that we have two potential ways in which we can solve/eliminate the dartboard paradox. But note that the first method involves redefining our problem statement. Furthermore, if we let the discrete areas shrink down to an infinitesimal size, we end up with the original problem we had with the points.
On the other hand, our second potential solution involves redefining the very notion of probability. So, I’d say that we have a shallow victory here if we can consider it a victory at all.
Strictly speaking, under the conventional notion of probability, there is no real solution to the dartboard paradox without altering our initial question. This just goes to show how limited we are in terms of our logical abstractions.
I hope you found this article interesting and useful. If you’d like to get notified when interesting content gets published here, consider subscribing.
We use cookies on our website to give you the most relevant experience by remembering your preferences and repeat visits. By clicking “Accept”, you consent to the use of ALL the cookies.
This website uses cookies to improve your experience while you navigate through the website. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the website. We also use third-party cookies that help us analyze and understand how you use this website. These cookies will be stored in your browser only with your consent. You also have the option to opt-out of these cookies. But opting out of some of these cookies may affect your browsing experience.
Necessary cookies are absolutely essential for the website to function properly. These cookies ensure basic functionalities and security features of the website, anonymously.
Cookie
Duration
Description
cookielawinfo-checkbox-advertisement
1 year
Set by the GDPR Cookie Consent plugin, this cookie is used to record the user consent for the cookies in the "Advertisement" category .
cookielawinfo-checkbox-analytics
11 months
This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Analytics".
cookielawinfo-checkbox-functional
11 months
The cookie is set by GDPR cookie consent to record the user consent for the cookies in the category "Functional".
cookielawinfo-checkbox-necessary
11 months
This cookie is set by GDPR Cookie Consent plugin. The cookies is used to store the user consent for the cookies in the category "Necessary".
cookielawinfo-checkbox-others
11 months
This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Other.
cookielawinfo-checkbox-performance
11 months
This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Performance".
CookieLawInfoConsent
1 year
Records the default button state of the corresponding category & the status of CCPA. It works only in coordination with the primary cookie.
viewed_cookie_policy
11 months
The cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data.
Functional cookies help to perform certain functionalities like sharing the content of the website on social media platforms, collect feedbacks, and other third-party features.
Performance cookies are used to understand and analyze the key performance indexes of the website which helps in delivering a better user experience for the visitors.
Cookie
Duration
Description
_gat
1 minute
This cookie is installed by Google Universal Analytics to restrain request rate and thus limit the collection of data on high traffic sites.
Analytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.
Cookie
Duration
Description
__gads
1 year 24 days
The __gads cookie, set by Google, is stored under DoubleClick domain and tracks the number of times users see an advert, measures the success of the campaign and calculates its revenue. This cookie can only be read from the domain they are set on and will not track any data while browsing through other sites.
_ga
2 years
The _ga cookie, installed by Google Analytics, calculates visitor, session and campaign data and also keeps track of site usage for the site's analytics report. The cookie stores information anonymously and assigns a randomly generated number to recognize unique visitors.
_ga_R5WSNS3HKS
2 years
This cookie is installed by Google Analytics.
_gat_gtag_UA_131795354_1
1 minute
Set by Google to distinguish users.
_gid
1 day
Installed by Google Analytics, _gid cookie stores information on how visitors use a website, while also creating an analytics report of the website's performance. Some of the data that are collected include the number of visitors, their source, and the pages they visit anonymously.
CONSENT
2 years
YouTube sets this cookie via embedded youtube-videos and registers anonymous statistical data.
Advertisement cookies are used to provide visitors with relevant ads and marketing campaigns. These cookies track visitors across websites and collect information to provide customized ads.
Cookie
Duration
Description
IDE
1 year 24 days
Google DoubleClick IDE cookies are used to store information about how the user uses the website to present them with relevant ads and according to the user profile.
test_cookie
15 minutes
The test_cookie is set by doubleclick.net and is used to determine if the user's browser supports cookies.
VISITOR_INFO1_LIVE
5 months 27 days
A cookie set by YouTube to measure bandwidth that determines whether the user gets the new or old player interface.
YSC
session
YSC cookie is set by Youtube and is used to track the views of embedded videos on Youtube pages.
yt-remote-connected-devices
never
YouTube sets this cookie to store the video preferences of the user using embedded YouTube video.
yt-remote-device-id
never
YouTube sets this cookie to store the video preferences of the user using embedded YouTube video.
Comments