150 likes | 249 Views
Reducing Symmetry in Matrix Models. Alan Frisch, Ian Miguel, Toby Walsh (York) Pierre Flener, Brahim Hnich, Zeynep Kiziltan, Justin Pearson (Uppsala). Week 1. Week 2. Week 3. Week 4. Week 5. Week 6. Week 7. Period 1. 0 vs 1. 0 vs 2. 4 vs 7. 3 vs 6. 3 vs 7. 1 vs 5. 2 vs 4.
E N D
Reducing Symmetry in Matrix Models Alan Frisch, Ian Miguel, Toby Walsh (York) Pierre Flener, Brahim Hnich, Zeynep Kiziltan, Justin Pearson (Uppsala)
Week 1 Week 2 Week 3 Week 4 Week 5 Week 6 Week 7 Period 1 0 vs 1 0 vs 2 4 vs 7 3 vs 6 3 vs 7 1 vs 5 2 vs 4 Period 2 2 vs 3 1 vs 7 0 vs 3 5 vs 7 1 vs 4 0 vs 6 5 vs 6 Period 3 4 vs 5 3 vs 5 1 vs 6 0 vs 4 2 vs 6 2 vs 7 0 vs 7 Period 4 6 vs 7 4 vs 6 2 vs 5 1 vs 2 0 vs 5 3 vs 4 1 vs 3 Index Symmetry in Matrix Models • Many CSP Problems can be modelled by a multi-dimensional matrix of decision variables. Round Robin Tournament Schedule
Examples of Index Symmetry • Balanced Incomplete Block Design • Set of Blocks (I) • Set of objects in each block (I) • Rack Configuration • Set of cards (PI) • Set of rack types • Set of occurrences of each rack type (I)
Examples of Index Symmetry • Social Golfers • Set of rounds (I) • Set of groups(I) • Set of golfers(I) • Steel Mill Slab Design • Printing Template Design • Warehouse Location • Progressive Party Problem • …
Transforming Value Symmetry to Index Symmetry • a, b, c, d are indistinguishable values a b c d 1 0 0 0 0 1 a c {b, d} 0 1 0 0 0 1 Now the rows are indistinguishable
Index Symmetry in One Dimension • Indistinguishable Rows • 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])
Index Symmetry in Multiple Dimensions Consistent Consistent Inconsistent Inconsistent
Incompleteness of Double Lex 0 1 0 1 0 1 Swap 2 columns Swap row 1 and 3 1 0 1 0 1 0
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.
Enforcing Lexicographic Ordering • Not transitive GAC(V1lexV2) and GAC(V2lexV3) does not imply GAC(V1lexV3) • Not pair-wise decomposable does not imply GAC(V1lexV2 lex … lex Vn)
Complete Solution for 2x3 Matrices A B C ABCDEF is minimal among the index symmetries D E F • ABCDEF ACBDFE • ABCDEF BCAEFD • ABCDEF BACEDF • ABCDEF CABFDE • ABCDEF CBAFED • ABCDEF DFEACB • ABCDEF EFDBCA • ABCDEF EDFBAC • ABCDEF FDECAB • ABCDEF FEDCBA • ABCDEF DEFABC
Simplifying the Inequalities A B C D E F Columns are lex ordered 1. BE CF 3. AD BE 1st row all permutations of 2nd 6. ABC DFE 8. ABC EDF 10. ABC FED 11. ABC DEF 9. ABC FDE 7. ABCD EFDB
Illustration A B C D E F 1 3 5 1 3 5 Swap 2 rows Rotate columns left 5 1 3 3 5 1 Both satisfy 7. ABC EFD Right one satisfies 7. ABCD EFDB(1353 5133) Left one violates 7. ABCD EFDB(1355 1353)
Symmetry-Breaking Predicates for Search Problems [J. Crawford, M. Ginsberg, E. Luks, A. Roy, KR ~97].
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.