Missionaries and cannibals problem
The missionaries and cannibals problem, and the closely related jealous husbands problem, are classic river-crossing logic puzzles.[1] The missionaries and cannibals problem is a well-known toy problem in artificial intelligence, where it was used by Saul Amarel as an example of problem representation.[2][3]
The problem
[edit]In the missionaries and cannibals problem, three missionaries and three cannibals must cross a river using a boat which can carry at most two people, under the constraint that, for both banks, if there are missionaries present on the bank, they cannot be outnumbered by cannibals (if they were, the cannibals would eat the missionaries). The boat cannot cross the river by itself with no people on board. And, in some variations, one of the cannibals has only one arm and cannot row.[1]
In the jealous husbands problem, the missionaries and cannibals become three married couples, with the constraint that no woman can be in the presence of another man unless her husband is also present. Under this constraint, there cannot be both women and men present on a bank with women outnumbering men, since if there were, these women would be without their husbands. Therefore, upon changing men to missionaries and women to cannibals, any solution to the jealous husbands problem will also become a solution to the missionaries and cannibals problem.[1]
Solving
[edit]A system for solving the Missionaries and Cannibals problem whereby the current state is represented by a simple vector ⟨m, c, b⟩. The vector's elements represent the number of missionaries, cannibals, and whether the boat is on the wrong side, respectively. Since the boat and all of the missionaries and cannibals start on the wrong side, the vector is initialized to ⟨3,3,1⟩. Actions are represented using vector subtraction/addition to manipulate the state vector. For instance, if a lone cannibal crossed the river, the vector ⟨0,1,1⟩ would be subtracted from the state to yield ⟨3,2,0⟩. The state would reflect that there are still three missionaries and two cannibals on the wrong side, and that the boat is now on the opposite bank. To fully solve the problem, a simple tree is formed with the initial state as the root. The five possible actions (⟨1,0,1⟩, ⟨2,0,1⟩, ⟨0,1,1⟩, ⟨0,2,1⟩, and ⟨1,1,1⟩) are then subtracted from the initial state, with the result forming children nodes of the root. Any node that has more cannibals than missionaries on either bank is in an invalid state, and is therefore removed from further consideration. The valid children nodes generated would be ⟨3,2,0⟩, ⟨3,1,0⟩, and ⟨2,2,0⟩. For each of these remaining nodes, children nodes are generated by adding each of the possible action vectors. The algorithm continues alternating subtraction and addition for each level of the tree until a node is generated with the vector ⟨0,0,0⟩ as its value. This is the goal state, and the path from the root of the tree to this node represents a sequence of actions that solves the problem.
Solution
[edit]The earliest solution known to the jealous husbands problem, using 11 one-way trips, is as follows. The married couples are represented as α (male) and a (female), β and b, and γ and c.[4], p. 291.
The solid red line optionally denotes the cannibal unable to row.
In the right figure, if a wife or cannibal staying on the boat counts as being by herself (circled), a shorter solution is possible.
| Trip number | Starting bank | Travel | Ending bank |
|---|---|---|---|
| (start) | αa βb γc | ||
| 1 | βb γc | αa → | |
| 2 | βb γc | ←α | a |
| 3 | α β γ | bc → | a |
| 4 | α β γ | ← a | b c |
| 5 | αa | βγ → | b c |
| 6 | αa | ← βb | γc |
| 7 | a b | αβ → | γc |
| 8 | a b | ← c | α β γ |
| 9 | b | a c → | α β γ |
| 10 | b | ← β | αa γc |
| 11 | βb → | αa γc | |
| (finish) | αa βb γc |
This is a shortest solution to the problem, but is not the only shortest solution.[4], p. 291.
If however, only one man can get out of the boat at a time and husbands must be on the shore to count as with his wife as opposed to just being in the boat at the shore: move 5 to 6 is impossible, for as soon as γ has stepped out b on the shore won't be with her husband, despite him being just in the boat.
As mentioned previously, this solution to the jealous husbands problem will become a solution to the missionaries and cannibals problem upon replacing men by missionaries and women by cannibals. In this case we may neglect the individual identities of the missionaries and cannibals. The solution just given is still shortest, and is one of four shortest solutions.[5]
If a woman in the boat at the shore (but not on the shore) counts as being by herself (i.e. not in the presence of any men on the shore), then this puzzle can be solved in 9 one-way trips:
| Trip number | Starting bank | Travel | Ending bank |
|---|---|---|---|
| (start) | αa βb γc | ||
| 1 | βb γc | αa → | |
| 2 | βb γc | ← a | α |
| 3 | β γc | ab → | α |
| 4 | β γc | ← b | αa |
| 5 | γc | βb → | αa |
| 6 | γc | ← b | αa β |
| 7 | γ | bc → | αa β |
| 8 | γ | ← c | αa βb |
| 9 | γc → | αa βb | |
| (finish) | αa βb γc |
Variations
[edit]An obvious generalization is to vary the number of jealous couples (or missionaries and cannibals), the capacity of the boat, or both. If the boat holds 2 people, then 2 couples require 5 trips; with 4 or more couples, the problem has no solution.[6] If the boat can hold 3 people, then up to 5 couples can cross; if the boat can hold 4 people, any number of couples can cross.[4], p. 300. A simple graph-theory approach to analyzing and solving these generalizations was given by Fraley, Cooke, and Detrick in 1966.[7]
If an island is added in the middle of the river, then any number of couples can cross using a two-person boat. If crossings from bank to bank are not allowed, then 8n−6 one-way trips are required to ferry n couples across the river;[1], p. 76 if they are allowed, then 4n+1 trips are required if n exceeds 4, although a minimal solution requires only 16 trips if n equals 4.[1], p. 79. If the jealous couples are replaced by missionaries and cannibals, the number of trips required does not change if crossings from bank to bank are not allowed; if they are however the number of trips decreases to 4n−1, assuming that n is at least 3.[1], p. 81.
History
[edit]The first known appearance of the jealous husbands problem is in the medieval text Propositiones ad Acuendos Juvenes, usually attributed to Alcuin (died 804). In Alcuin's formulation the couples are brothers and sisters, but the constraint is still the same—no woman can be in the company of another man unless her brother is present.[1], p. 74. From the 13th to the 15th century, the problem became known throughout Northern Europe, with the couples now being husbands and wives.[4], pp. 291–293. The problem was later put in the form of masters and valets; the formulation with missionaries and cannibals did not appear until the end of the 19th century.[1], p. 81 Varying the number of couples and the size of the boat was considered at the beginning of the 16th century.[4], p. 296. Cadet de Fontenay considered placing an island in the middle of the river in 1879; this variant of the problem, with a two-person boat, was completely solved by Ian Pressman and David Singmaster in 1989.[1]
In 2020, controversy surrounding the racist themes in a cartoon about the problem led the AQA exam board to withdraw a text book containing the problem.[8]
See also
[edit]References
[edit]- ^ a b c d e f g h i Pressman, Ian; Singmaster, David (June 1989). "'The Jealous Husbands' and 'The Missionaries and Cannibals'". The Mathematical Gazette. 73 (464): 73–81. doi:10.2307/3619658. JSTOR 3619658.
- ^ Amarel, Saul (1968). Michie, Donald (ed.). "On representations of problems of reasoning about actions". Machine Intelligence. 3. Amsterdam, London, New York: Elsevier/North-Holland: 131–171. Archived from the original on March 8, 2008.
- ^ Cordeschi, Roberto (2006). "Searching in a Maze, in Search of Knowledge: Issues in Early Artificial Intelligence". In Stock, Oliviero; Schaerf, Marco (eds.). Reasoning, Action and Interaction in AI Theories and Systems: essays dedicated to Luigia Carlucci Aiello. Lecture Notes in Computer Science. Vol. 4155. Berlin/Heidelberg: Springer. pp. 1–23. doi:10.1007/11829263_1. ISBN 978-3-540-37901-0.
- ^ a b c d e Franci, Raffaella (2002). "Jealous Husbands Crossing the River: A Problem from Alcuin to Tartaglia". In Dold-Samplonius, Yvonne; Dauben, Joseph W.; Folkerts, Menso; van Dalen, Benno (eds.). From China to Paris: 2000 Years Transmission of Mathematical Ideas. Stuttgart: Franz Steiner Verla. pp. 289–306. ISBN 3-515-08223-9.
- ^ Lim, Ruby (1992). Shaw, Lynne C.; et al. (eds.). Cannibals and missionaries. APL '92, the International Conference on APL (St Petersburg, July 6–10, 1992). New York: Association for Computing Machinery. pp. 135–142. doi:10.1145/144045.144106. ISBN 0-89791-477-5.
- ^ Peterson, Ivars (December 13, 2003). "Tricky Crossings". Science News. 164 (24). Retrieved March 12, 2011.
- ^ Fraley, Robert; Cooke, Kenneth L.; Detrick, Peter (May 1966). "Graphical Solution of Difficult Crossing Puzzles". Mathematics Magazine. 39 (3): 151–157. doi:10.1080/0025570X.1966.11975705. JSTOR 2689307.
- ^ Woolcock, Nicola (July 18, 2020). "Exam board AQA approved GCSE book with image of cannibals cooking white missionary". The Times. ISSN 0140-0460. Retrieved 2020-07-19.