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I consider a game to be mathematical if there is interesting mathematics (to a mathematician) involved in

  • the game's structure,
  • optimal strategies,
  • practical strategies,
  • analysis of the game results/performance.

Which popular games are particularly mathematical by this definition?


Motivation: I got into backgammon a bit over 10 years ago after overhearing Rob Kirby say to another mathematician at MSRI that he thought backgammon was a game worth studying. Since then, I have written over 100 articles on the mathematics of backgammon as a columnist for a backgammon magazine. My target audience is backgammon players, not mathematicians, so much of the material I cover is not mathematically interesting to a mathematician. However, I have been able to include topics such as martingale decomposition, deconvolution, divergent series, first passage times, stable distributions, stochastic differential equations, the reflection principle in combinatorics, asymptotic behavior of recurrences, $\chi^2$ statistical analysis, variance reduction in Monte Carlo simulations, etc. I have also made a few videos for a poker instruction site, and I am collaborating on a book on practical applications of mathematics to poker aimed at poker players. I would like to know which other games can be used similarly as a way to popularize mathematics, and which games I am likely to appreciate more as a mathematician than the general population will.

Other examples:

  • go
  • bridge
  • Set.

Non-example: I do not believe chess is mathematical, despite the popular conception that chess and mathematics are related. Game theory says almost nothing about chess. The rules seem mathematically arbitrary. Most of the analysis in chess is mathematically meaningless, since positions are won, drawn, or tied (some minor complications can occur with the 50 move rule), and yet chess players distinguish strong moves from even stronger moves, and usually can't determine the true value of a position.

To me, the most mathematical aspect of chess is that the linear evaluation of piece strength is highly correlated which side can win in the end game. Second, there is a logarithmic rating system in which all chess players say they are underrated by 150 points. (Not all games have good rating systems.) However, these are not enough for me to consider chess to be mathematical. I can't imagine writing many columns on the mathematics of chess aimed at chess players.

Non-example: I would exclude Nim. Nim has a highly mathematical structure and optimal strategy, but I do not consider it a popular game since I don't know people who actually play Nim for fun.


To clarify, I want the games as played to be mathematical. It does not count if there are mathematical puzzles you can describe on the same board. Does being a mathematician help you to learn the game faster, to play the game better, or to analyze the game more accurately? (As opposed to a smart philosopher or engineer...) If mathematics helps significantly in a game people actually play, particularly if interesting mathematics is involved in a surprising way, then it qualifies to be in this collection.

If my criteria seem horribly arbitrary as some have commented, so be it, but this seems in line with questions like Real world applications of math, by arxive subject area? or Cocktail party math. I'm asking for applications of real mathematics to games people actually play. If someone is unconvinced that mathematics says anything they care about, and you find out he plays go, then you can describe something he might appreciate if you understand combinatorial game theory and how this arises naturally in go endgames.

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Yeah, well the rules of mathematics are chessly arbitrary. – fpqc Feb 1 at 11:19
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I think it's a mischaracterization to say chess is nonmathematical; it's just that chess, like so many things one encounters in the real world, is neither elegant nor simple from the point of view of mathematics. That game theory can't tell us much about chess tells us more about the limitations of game theory than about the mathematical nature of chess. That said, your suggested examples are definitely better. – Mark Meckes Feb 1 at 14:29
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This borders on subjective, argumentative, and discussion-y. I hope I'm wrong. – Theo Johnson-Freyd Feb 1 at 16:23
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-1 this is a terrible question. i do not understand why the asker is interested in answers this question, which is essentially 'give a list of games' – Peter McNamara Feb 1 at 16:44
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-1 for arbitrariness. You're welcome to your beliefs about chess and nim, but they're far from universal, and make for a less useful question. – Scott Morrison Feb 1 at 18:36
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22 Answers

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Set is a card game that is very mathematical.

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Set is played with a deck with 81 cards. Each card corresponds to a point in affine 4-space over $\mathbb Z/3$, with 3 possible colors, shadings, shapes, and counts. The players must identify Sets, sets of 3 cards corresponding to collinear points. Sets are also triples of cards which add up to the 0-vector. The three cards pictured form a Set.

A natural question which arises during play is whether there are any Sets among the cards which have been dealt out. There can be 9 cards in a codimension 1 subspace which do not contain a Set, corresponding to a nondegenerate conic in affine 3-space such as $z=x^2+y^2$. There can be at most 20 cards not containing a Set, corresponding to a nondegenerate conic in the projective 3-space containing 10 points.

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Here's an online version for people wanting to see what it's like: setgame.ath.cx – Zev Chonoles Feb 1 at 13:19
Does this satisfy the "popular" criterion? I haven't exactly seen many Set clubs around. – Douglas S. Stones Feb 2 at 5:58
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It is at least popular enough that Set decks can be found in big-box bookstores like Borders or Barnes & Noble. – Matt Noonan Feb 2 at 6:31
I've seen people playing Set in public places a few times. – Douglas Zare Feb 2 at 10:31
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Dots and boxes is a pencil-and-paper game with a reasonably deep mathematical theory. The game is often played by schoolchildren.

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One thing interesting about Dots and Boxes is that it can often be well approximated by Nimstring which itsef can be mapped onto Nim. So the theory of Nim is important even if Nim itself isn't that interesting. – sigfpe Feb 1 at 17:38
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FWIW, at a very high level of play on a small board, nim theory is surprisingly irrelevant. Dots and boxes is a very mathematical game, but nim is only one component of it, and there are plenty of expert-level players on a 5x5 board who know nothing at all about nim but who will still wipe the floor with anyone who has read Winning Ways and assumes that they are now an expert. See for example littlegolem.net/jsp/forum/… , a discussion which is visibly (a) mathematics and (b) relevant to dots and boxes, but (c) has nothing to do with Nim. – Kevin Buzzard Feb 2 at 11:34
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Hex is a popular game with some interesting mathematical properties. John Nash gave an easy proof that the first player can force a win, his famous "stealing strategies" argument. His proof gives no indication as to how the optimal strategy actually looks like.

There is also a nice AMM paper by David Gale in which he shows that the fact that Hex can not end in a draw is equivalent to the Brouwer fixed point theorem (for higher dimensions, one needs a higher dimensional version of Hex).

11x11 Hex board

One variant is called Y. Both players attempt to create a group connecting all sides of a triangular board. As with Hex, there are no ties possible. A commercial version adds 3 points of positive curvature, with 5 neighbors instead of 6.

Commercial version of Y

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The ability to embed mathematical problems into chess (like combinatorial game theory into go) should not be underestimated. Papers by Richard Stanley and Noam Elkies demonstrate problems where the objective is to determine the number of ways to perform a given task. They include problems where the answer is

  • A Catalan number, say the 7th or even the 17th. (Problems A and B from Stanley. Problem A from Elkies.)
  • Fibonacci numbers, arbitrarily large. (Problem 4 from Elkies.)
  • The coefficients of the Maclaurin series for tangent, say the 7th or 9th. (Problem D from Stanley. Problems B and 1 from Elkies.)
  • Directly computable from the Selberg integral $\int_0^1 \cdots \int_0^1 \prod_{1\le i\lt j\le 4} (x_i - x_j)^2 dx_1\cdots dx_4 $. (Problem E from Stanley.)

Of course, the answers are this for some mathematical reason, not accidentally. Many of the problems are also elegant from a chess perspective.

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I have seen some problems they have constructed, however, the ones I have seen do not follow the normal objectives of chess, which is quite different from the connections between go and combinatorial game theory. – Douglas Zare Feb 1 at 10:29
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Let me add that I am impressed by their ability to embed interesting problems in a game I still view as not mathematical. – Douglas Zare Feb 1 at 10:37
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The game of Go is mathematical in several ways. Its rules involve connected sets of pieces rather than pieces. Many combinatorial games including infinitesimals can be represented as positions in go endgames, as was described in Mathematical Go: Chilling Gets the Last Point

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Though I love Go, I can't agree that it has a mathematical feel except in the endgame. Set and Sudoku both seem to use the same sort of "proof" process that we're already used to; with the exception of Go endgames and perhaps complex ko fights, I rarely have the familiar "proving / deriving" feeling during a game. – Matt Noonan Feb 1 at 20:52
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I think many of the ideas which you can prove in the go endgame (before infinitesimals) are present but too complicated to prove in much earlier stages. In addition, the connectivity fights in go seem like they should give you that feeling of proving elementary statements. You sometimes want to prove that you can connect one group of stones to another provided that there is no enemy stone added to a particular area. The smaller the area, the less you need to worry about that connection. – Douglas Zare Feb 2 at 1:47
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Believe it or not, Battle Ship is an interesting mathematical game. Well, at least if you play it in high enough dimension: Finding small explicit sets that hit all large enough combinatorial rectangles (ships) has been studied quite a lot and there are still a couple of open problems. See for instance, here.

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Backgammon is a game of skill and chance.

The doubling cube emphasizes absolute evaluations as opposed to relative evaluations, although it makes some some equities not exist, as the relevant series diverge.

Several areas of backgammon, from determining the appropriate doubling strategy to analyzing the race, are well-approximated by random walks with absorbing barriers.

The analysis of backgammon positions and strategies frequently involves Monte Carlo analysis, variance reduction techniques, and statistics.

Backgammon has been a success for artificial intelligence since neural networks have been able to learn to play at or above the level of the best human players from self-play.

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Call a two player deterministic game finite if the game tree has finite depth. Now we can play...

Hypergame: Player one names a finite game $\Gamma$, for which player two will play the first move. Play then proceeds as normal, with the winner of $\Gamma$ winning hypergame.

Question: for the first move, can player one choose $\Gamma = \text{Hypergame}$?

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This game is slightly more interesting if player two gets to choose who goes first in Gamma. As it stands, player one can choose to play the game "first player loses", so player two loses. – A. Rex Feb 1 at 23:56
I hadn't thought about that variation.. it makes the question "What is the optimal strategy for player one?" much more interesting! – Matt Noonan Feb 2 at 1:55
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What about Pool? It contains quite a lot of geometry.

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There's also the famous Rubik's Cube, which is popular and heavily maths-related.

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Blokus is a fairly new game that's gaining popularity (though there are older games with a similar set-up). There are several versions, and the four-player version has some non-cooperative elements to the gameplay.

Each player takes turns to place polyominoes of size 1 squares through five (the monomino, domino, triominoes, tetrominoes, and pentominoes) so that they touch a previously played piece of their own colour, but only at the corners. The overall aim of the game is to try and cover as much area with your own pieces as possible. The countertactics to stop a player doing this involve placing your pieces in a way that will block them from making good moves.

I think this game would fit your criteria. It is relatively unstudied from a mathematical point of view as far as I know. I imagine some familiarity with some of the mathematical work on tessellations of polyominoes would have to give a player at least a marginal advantage in planning a long-term strategy. It probably fits the criteria in other ways too.

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Tic-tac-toe and Gomoku (five-in-a-row) are common games that have fairly mathematical rules. Players alternately choose points from some subset of a lattice and try to form a line segment of a certain length.

The Hales–Jewett theorem is a result from Ramsey theory that essentially says that however long the lines must be, a draw is not possible in a sufficiently large dimension.

Gomoku has been solved, constructively. (The first player wins.)

The game of Connect Four adds the additional element of "gravity". It has also been solved. (The first player wins on the standard board size, but not on some boards of slightly different size.)

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FWIW, it is widely believed by expert players that connect 4 on an 8x8 board is a win for the 2nd player. Some expert players on the internet have played hundreds if not thousands of games over the last year or two and occasionally lose as player 1, but never as player 2. – Kevin Buzzard Feb 2 at 11:35
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My goto-source for this kind information is the link homepages.cwi.nl/~tromp/c4/c4.html which has all boards with width+height <= 15. However, en.wikibooks.org/wiki/… claims that 8x8 is known to be a black (second player) win. – A. Rex Feb 2 at 18:00
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Since you mentioned bridge in the question, but nobody has said anything about it, I'll take a stab. Interestingly, bridge has several more-or-less orthogonal mathematical aspects to it.

  1. The play of the hand necessarily involves calculating or estimating probabilities. These are not so difficult as to be mathematically interesting, but I do think they can be slightly more challenging that counting your outs in poker. In bridge there are often multiple possible ways of combining chances to make your contract, some highly dependent for their success upon the order in which the chances are taken.

  2. Coming up with efficient communication schemes is central to both bidding and defense. I don't really know enough of the theory behind designing bidding systems to comment. But designing an efficient "relay" system probably involves a smidgen of math.

  3. Finally there's more esoteric stuff. For instance, since bridge is not a game of complete information, one doesn't usually expect combinatorial game theory structures to arise. However it can happen that the bidding and play reveal enough information so that everyone knows what cards everyone else has, in which case there is of course complete information. Sometimes this actually brings added complexity though! One manifestation of this is higher order throw-ins, which can be analyzed via nimbers, etc.

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I did have a short stub on bridge, but yours is better, so I'll delete mine. – Douglas Zare Feb 1 at 18:01
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Lights Out is a game which has effectively been reduced to a problem in linear algebra, particularly a routine exercise in Gaussian elimination. A good link can be found here. What's particularly interesting is the fact that operations in the game commute, which allows for the linear algebra approach.

I wonder if there are any non-commutative turn based games which can also be solved mathematically? Certainly, chess is out of the question!

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I gave a talk at MathFest in 2007 on the $n$-dimensional generalization of this game. Just assume your playing the game on a lattice and pressing a light changes all lights touching it. We also generalized the solution to include things like lights out on a torus or a sphere or a mobius band... The point is, all the solutions are similar and the generalization follows fairly easily by reconstructing the "button vectors" which are related to the change of state when pressing a particular button. – B. Bischof Feb 2 at 17:43
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Poker is a family of card games.

Many model games from game theory approximate poker situations, and some of the earliest work on game theory featured model games for betting and bluffing in poker (despite the popular misconception that bluffing is not mathematical) studied by Borel and von Neumann.

Nes Ankeny wrote a book Poker strategy: Winning with game theory in 1981 which gives an interesting mathematical approach to poker. Ankeny was a number theorist who was also a world-class poker player.

Tournament poker often rewards lower places than first. This means the value of chips is nonlinear, and several models have been used to determine the appropriate risk aversion by finding good functions from the distributions of chips to probabilities of finishing in each place. One is diffusion, which led to an application of the Riemann map of an equilateral triangle, although the difficulty of computing this and higher dimensional diffusion led to the widespread adoption of the independent chip model instead: Shuffle all chips, and rank players by their highest chips. Equivalently, remove the chips from play one by one.

Bill Chen and Jerrod Ankenman wrote The Mathematics of Poker aimed more at mathematicians than poker players. They studied model games in which players are dealt numbers from [0,1] instead of cards. They also computed the Nash equilibrium strategies for some situations in NL Texas Hold'em, the most popular variant at the moment. They also addressed a few topics outside of game theory, such as the risk of ruin probability with an unknown but normally distributed true win rate, and with a distribution skewed enough that the Brownian approximation fails, as for tournament play.

When the first few players fold, and we know they are more likely to have folded 8-4 than ace-ace, what can we say about the distributions of hands for the remaining players? Jerrod Ankenman remarked, "the problem of finding the hand distributions of the blinds given that the first n players have folded a specified set of distributions [sets of hands] is NP-hard."

[I merged two answers about poker.]

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See also Alspach's articles: math.sfu.ca/~alspach/pokerdigest.html – Douglas S. Stones Feb 2 at 8:04
Thanks for the references. I'm trying to track down Ankeny's book, since I'm writing a book on practical poker math myself. The Brian Alpach articles I've read are applications of very basic combinatorics, e.g., using inclusion-exclusion to count how often there are k pairs dealt among n players. There is a lot more to poker math than the odds of various deals. – Douglas Zare Feb 2 at 22:08
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My vote is for the game "Clue".

It's a simple game that young children can learn and enjoy. When they first start playing, they use simple elimination. As they progress they can continue to more advanced strategies. They learn to observe what the other players are asking of each other, who's passing and on what guesses.

Clue may not be a game that adults will play on their own, but when it comes to including the little ones, it's fantastic.

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Clay Institute in its lectures on millennium problems list as one of it question "P vs NP Problem" and simple Minesweeper is listed as example for which finding strategy is equivalent to solution of such problem....which was proved by Richard Kaye referenced below. Here is the beginning of minesweeper article:

The connection between the game and the prize problem was explained by Richard Kaye of the University of Birmingham, England ('Minesweeper is NP-complete', Mathematical Intelligencer volume 22 number 4, 2000, pages 9-15). And before anyone gets too excited, you won't win the prize by winning the game. To win the prize, you will have to find a really slick method to answer questions about Minesweeper when it's played on gigantic grids and all the evidence suggests that there isn't a slick method. In fact, if you can prove that there isn't one, you can win the prize that way too.

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For some applications of combinatorial game theory to actual chess endgames, see the article by Elkies at http://arxiv.org/abs/math/9905198. For an article I wrote with Elkies on the mathematical aspects of the knight in chess (but with little significance to the actual game of chess), see http://math.mit.edu/~rstan/papers/knight.pdf.

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Rock-Paper-Scissors remains a popular children's game. It's a simple 0-sum game with a mixed Nash equilibrium.

In practice, even if that is your goal, it's hard to generate a uniformly random choice from {rock,paper,scissors} which is independent from what you and your opponent have chosen before. While the unexploitable strategy is simple in theory, exploiting people is complicated, and can involve statistics and hidden-Markov models.

There is an gambling site which lets you play rock-paper-scissors against an opponent, charging a rake so that the Nash equilibrium strategy will lose on average.

Cryptographic issues arise if you want to be confident that a distant opponent's choice was not made with knowledge of yours.

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In bridge, missing QJxx in a suit, if the Q or J drops on the first round, it is better to finesse if possible on the second round if nothing else is known about the distribution. This is obvious to a mathematician, but the simple conditional probability is so difficult for the average person that bridge teachers have incorporated the principle into the qualitative "Rule of Restricted Choice", which says that if an opponent plays a card that can be from equals (such as the "quack" from QJ), it increases the probability that the other opponent has the second equal card.

In mathematics we often prove uniqueness before existence. The one thing I find appealing about Sudoko is that knowing a solution is unique can help in finding the solution.

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Well, most card games have mathematical implications, of course.

I'm disappointed at your considering chess non-mathematical. Wonder what Noam Elkies would think. :-)

When I was a teenager I would play a lot a board game named here "Risiko!" (I believe that the English name is "Risk"). My impression then was that there were some mathematical aspects that could be considered while planning a strategy.

(added later)

Also Hex should be added to the list of mathematically interesting games.

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We don't play risk anymore at my house because it always ends in either a verbal argument or a physical confrontation. =\. – fpqc Feb 1 at 11:37
You mention card games. In Cryptonomicon book by Neal Stephenson ( great one!) there is a solitaire card game which gives You a cipher called SOLITARE strong enough to be "industry standard" whilst still may be performed without computer (only with a card deck only!). It was analysed by Bruce Schneier and this analysis is part of the book! en.wikipedia.org/wiki/Solitaire_%28cipher%29 – kakaz Mar 2 at 14:24
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Heads or Tails - Is it popular game? There is a lot of mathematics related with this game. For example, it's non-transitive variant - Penney's game.

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Obverse or reverse! – fpqc Feb 1 at 11:36

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