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Reducing Symmetry in Matrix Models Alan Frisch, Ian Miguel, Toby Walsh (York) Pierre Flener, Brahim Hnich, Zeynep Kiziltan, Justin Pearson (Uppsala)
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Index Symmetry in Matrix Models Many CSP Problems can be modelled by a multi-dimensional matrix of decision variables. 0 vs 72 vs 72 vs 60 vs 41 vs 63 vs 54 vs 5Period 3 0 vs 5 1 vs 4 3 vs 7 Week 5 3 vs 4 0 vs 6 1 vs 5 Week 6 1 vs 31 vs 22 vs 54 vs 66 vs 7Period 4 5 vs 65 vs 70 vs 31 vs 72 vs 3Period 2 2 vs 43 vs 64 vs 70 vs 20 vs 1Period 1 Week 7Week 4Week 3Week 2Week 1 Round Robin Tournament Schedule
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Examples of Index Symmetry Balanced Incomplete Block Design –Set of Blocks –Set of objects in each block Rack Configuration –Set of cards (PI) –Set of rack types –Set of occurrences of each rack type
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Examples of Index Symmetry Social Golfers –Set of rounds –Set of groups –Set of golfers Steel Mill Slab Design Printing Template Design Warehouse Location Progressive Party Problem …
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Transforming Value Symmetry to Index Symmetry a, b, c, d are indistinguishable values {b, d}ca 100 010 100 001abcdabcd Now the rows are indistinguishable
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Index Symmetry in One Dimension Indistinguishable Rows ABC DEF GHI 2 Dimensions [A B C] lex [D E F] lex [G H I] N Dimensions flatten([A B C]) lex flatten([D E F]) lex flatten([G H I])
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Index Symmetry in Multiple Dimensions ABC DEF GHI ABC DEF GHI ABC DEF GHI ABC DEF GHI Consistent Inconsistent
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Incompleteness of Double Lex 01 01 10 01 10 10 Swap 2 columns Swap row 1 and 3
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Completeness in Special Cases All variables take distinct values –Push largest value to a particular corner 2 distinct values, one of which has at most one occurrence in each row or column.
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Enforcing Lexicographic Ordering does not imply GAC(V 1 lex V 2 lex … lex V n ) Not pair-wise decomposable Not transitive GAC(V 1 lex V 2 ) and GAC(V 2 lex V 3 ) does not imply GAC(V 1 lex V 3 )
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Complete Solution for 2x3 Matrices 1.ABCDEF ACBDFE 2.ABCDEF BCAEFD 3.ABCDEF BACEDF 4.ABCDEF CABFDE 5.ABCDEF CBAFED 6.ABCDEF DFEACB FED CBA ABCDEF is minimal among the index symmetries 7.ABCDEF EFDBCA 8.ABCDEF EDFBAC 9.ABCDEF FDECAB 10.ABCDEF FEDCBA 11.ABCDEF DEFABC
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Simplifying the Inequalities Columns are lex ordered 1. BE CF 3. AD BE 1st row all permutations of 2 nd 6. ABC DFE 8. ABC EDF 10. ABC FED 11. ABC DEF 9. ABC FDE 7. ABCD EFDB FED CBA
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Illustration Swap 2 rows Rotate columns left Both satisfy 7. ABC EFD Right one satisfies 7. ABCD EFDB (1353 5133) Left one violates 7. ABCD EFDB (1355 1353) FED CBA 315 531 153 531
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Symmetry-Breaking Predicates for Search Problems [J. Crawford, M. Ginsberg, E. Luks, A. Roy, KR ~97].
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Conclusion Many problems have models using a mult- dimensional matrix of decision variables in which there is index symmetry. Constraint toolkits should provide facilities to support this We have laid some foundations towards developing such facilities. Open problems remain.
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