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Shannon number

From Wikipedia, the free encyclopedia
Claude Shannon

The Shannon number, named after the American mathematician Claude Shannon, is a conservative lower bound of the game-tree complexity of chess of 10120, based on an average of about 103 possibilities for a pair of moves consisting of a move for White followed by a move for Black, and a typical game lasting about 40 such pairs of moves.

Shannon's calculation

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Shannon showed a calculation for the lower bound of the game-tree complexity of chess, resulting in about 10120 possible games, to demonstrate the impracticality of solving chess by brute force, in his 1950 paper "Programming a Computer for Playing Chess".[1] (This influential paper introduced the field of computer chess.)

Shannon also estimated the number of possible positions, of the general order of , or roughly . This includes some illegal positions (e.g., pawns on the first rank, both kings in check) and excludes legal positions following captures and promotions.

Number of plies (half-moves) Number of possible positions[2] Number of checkmates[3]
1 20 0
2 400 0
3 8,902 0
4 197,281 8
5 4,865,609 347
6 119,060,324 10,828
7 3,195,901,860 435,767
8 84,998,978,956 9,852,036
9 2,439,530,234,167 400,191,963
10 69,352,859,712,417 8,790,619,155
11 2,097,651,003,696,806 362,290,010,907
12 62,854,969,236,701,747 8,361,091,858,959
13 1,981,066,775,000,396,239 346,742,245,764,219
14 61,885,021,521,585,529,237
15 2,015,099,950,053,364,471,960

After each player has moved a piece 5 times each (10 ply) there are 69,352,859,712,417 possible games that could have been played.

Tighter bounds

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Upper

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Taking Shannon's numbers into account, Victor Allis calculated an upper bound of 5×1052 for the number of positions, and estimated the true number to be about 1050.[4] Later work proved an upper bound of 8.7×1045,[5] and showed an upper bound 4×1037 in the absence of promotions.[6][7]

Lower

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Allis also estimated the game-tree complexity to be at least 10123, "based on an average branching factor of 35 and an average game length of 80". As a comparison, the number of atoms in the observable universe, to which it is often compared, is roughly estimated to be 1080.

Accurate estimates

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John Tromp and Peter Österlund estimated the number of legal chess positions with a 95% confidence level at , based on an efficiently computable bijection between integers and chess positions.[5]

Number of sensible chess games

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As a comparison to the Shannon number, if chess is analyzed for the number of "sensible" games that can be played (not counting ridiculous or obvious game-losing moves such as moving a queen to be immediately captured by a pawn without compensation), then the result is closer to around 1040 games. This is based on having a choice of about three sensible moves at each ply (half-move), and a game length of 80 plies (or, equivalently, 40 moves).[8]

See also

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Notes and references

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  1. ^ Shannon, Claude E. (March 1950). Levy, David (ed.). "XXII. Programming a computer for playing chess" (PDF). Philosophical Magazine. 7. 41 (314). New York, NY: Springer: 256–275. doi:10.1080/14786445008521796. ISBN 978-1-4757-1970-3. ISSN 1941-5982. Archived from the original (PDF) on 2020-05-23.
  2. ^ "A048987". OEIS.
  3. ^ "A079485". OEIS.
  4. ^ Allis, Victor (1994). Searching for Solutions in Games and Artificial Intelligence (PDF). Maastricht, The Netherlands: Ph.D. Thesis, University of Limburg. ISBN 978-90-900748-8-7.
  5. ^ a b Tromp, John (2022). "Chess Position Ranking". GitHub.
  6. ^ Steinerberger, Stefan (August 2015). "On the number of positions in chess without promotion". International Journal of Game Theory. 44 (3): 761–767. doi:10.1007/s00182-014-0453-7. ISSN 0020-7276. S2CID 31972497.
  7. ^ Gourion, Daniel (12 October 2022). "An upper bound for the number of chess diagrams without promotion". ICGA Journal. 44 (2) (version 2 ed.): 44–55. arXiv:2112.09386. doi:10.3233/ICG-220210. Retrieved 2021-12-18.
  8. ^ Grime, James (24 July 2015). How many chess games are possible? (Video). Numberphile – via YouTube. Dr. James Grime talking about the Shannon Number and other chess stuff (films by Brady Haran). MSRI, Mathematical Sciences.
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