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Transcript of References - link.springer.com3A978-3... · References Aarts, E. and Lenstra, J. K (1997): Local...

Page 1: References - link.springer.com3A978-3... · References Aarts, E. and Lenstra, J. K (1997): Local Search in Combinatorial Optimization. Wiley, New York. Abu-Sbeih, M. Z. (1990): On

References

Aarts, E. and Lenstra, J. K (1997): Local Search in Combinatorial Optimization. Wiley, New York.

Abu-Sbeih, M. Z. (1990): On the number of spanning trees of Kn and Km,n' Discr. Math. 84, 205-207.

Aho, A. V., Hopcroft, J. E. and Ullman, J. D. (1974): The Design and Analysis of Computer Algorithms. Addison Wesley, Reading, Mass.

Aho, A. V., Hopcroft, J. E. and Ullman, J. D. (1983): Data Structures and Algo­rithms. Addison Wesley, Reading, Mass.

Ahuja, R. K, Goldberg, A. V., Orlin, J. B. and Tarjan, R. E. (1992): Finding minimum-cost flows by double scaling. Math. Progr. 53, 243-266.

Ahuja, R. K, Kodialam, M., Mishra, A. K and Orlin, J. B. (1992): Computa­tional testing of maximum flow algorithms. Sloan working paper, Sloan School of Management, MIT.

Ahuja, R. K, Magnanti, T. L. and Orlin, J. B. (1989): Network flows. In: Handbooks in Operations Research and Management Science, Vol 1: Optimization (Eds. G. L. Nemhauser, A. H. G. Rinnooy Kan and M. J. Todd). North Holland, Amster­dam, pp. 211-369.

Ahuja, R. K, Magnanti, T. L. and Orlin, J. B. (1991): Some recent advances in network flows. SIAM Review 33, 175-219.

Ahuja, R. K, Magnanti, T. L. and Orlin, J. B. (1993): Network Flows: Theory, Algorithms and Applications. Prentice Hall, Englewood Cliffs, N.J.

Ahuja, R. K, Mehlhorn, K, Orlin, J. B. and Tarjan, R. E. (1990): Faster algorithms for the shortest path problem. J. ACM 37, 213-223.

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Ahuja, R. K and Orlin, J. B. (1992): The scaling network simplex algorithm. Oper. Res. 40, Supp!. 1, pp. S 5 - S 13.

Ahuja, R. K and Orlin, J. B. (1995): A capacity scaling algorithm for the con­strained maximum flow problem. Networks 25, 89-98.

Ahuja, R. K, Orlin, J. B., Stein, C. and Tarjan, R. E. (1994): Improved algorithm for bipartite network flow. SIAM J. Computing 23, 906-933.

Ahuja, R. K, Orlin, J. B. and Tarjan, R. E. (1989): Improved time bounds for the maximum flow problem. SIAM J. Compo 18, 939-954.

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and Comput. Geom. 3, 103-122.

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Index

3-SAT, 53, 468 4CC,239

accessibility axiom, 150 accessible, 27 accessible set system, 150 active vertex, 194, 290 acyclic digraph, 50, 74, 78, 227, 346 acyclic graph, 7 adjacency list, 40 adjacency matrix, 41 adjacent, 2, 460 admissible cell, 223 admissible edge, 294 admissible graph, 294 admissible operations, 291 admissible PUSH, 194, 291 admissible RELABEL, 194, 291 admissible vector, 401 Algebraic Assignment Problem, 399 algorithm, 35, 36, 44-49

E-approximative, 435-441 dual Greedy, 146 efficient, 48 farthest insertion, 442

- FIFO preflow push, 199 - good, 48 - Greedy, 130 - highest label preflow push, 201 - Hungarian, 391-400 - insertion, 441 - labelling, 159, 268 - local search, 444 - minimum mean cycle-canceling, 298 - MKM, 182-184 - nearest insertion, 443 - Network Simplex, 187 - polynomial, 48 - primal-dual, 404 - strongly polynomial, 272 - tree, 437

- weakly polynomial, 272 Algorithm of - Bellman and Ford, 83 - Boruvka, 113 - Busacker and Gowen, 273-276,

326-330 - Christofides, 438 - Dijkstra, 79-83 - Dinic, 178, 189 - Edmonds, 380 - Edmonds and Karp, 161--171, 298 - Floyd and Warshall, 87-92 - Ford and Fulkerson, 159, 268 - Goldberg and Tarjan, 192-204,

285-297 - Gusfield, 309 - Hierholzer, 37, 42-43 - Klein, 269-271, 297-302 - Kruskal, 111 - Malhotra, Kumar and Mahaswari,

182-184 Minty, 268 Moore, see BFS

- Pape and Conradt, 366 - Prim, 109 - Tarjan, 343 alphabet, 43 alternating path, 359 alternating tree, 364 ancestor, 336 and, 45 antichain, 228 anti parallel, 26 approximation scheme, 440 E-approximative algorithm, 435-441 arbitrarily traceable, 38 arborescence, 27 - spanning, 73, 123-127, 336 arc, 26 arc disjoint paths, 209, 464

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578 Index

arc separator, 209 articulation point, 338 assignment (of values to variables), 45 Assignment Problem, 226, 255 assignment relaxation, 426, 460 associated digraph, 26 Asymmetric Travelling Salesman

Problem, 453 Asymmetric TSP, 425 ATSP,425 AUGMENT, 177, 383, 394 augmenting path, 157, 359 Augmenting Path Theorem, 157, 361 automorphism, 25 automorphism group, 25, 248 - regular, 248 auxiliary network, 171 - layered, 174 AUXNET,176

back edge, 336, 345 backward edge - in a directed path, 27 - in a flow network, 157 base, 371 basis, 133, 150 Basis Completion Theorem, 134 BELLFORD, 84 Bellman's equations, 72, 93 BFS,67-72 biconnected component, see block BIPART,71 bipartite graph, 70, 105, 191, 213, 225,

235, 240, 370, 387, 389-400 - complete, 2 - regular, 214 - symmetric, 387 BIPMATCH, 370 block, 338-344 block-cutpoint graph, 340 BLOCK01FLOW, 189 BLOCKCUT,343 BLOCKFLOW, 178 blocking flow, 173-186, 189 BLOCKMKM, 182 BLOSSOM, 382 blossom, 365-379 bond space, 266 BORUVKA,113 Bottleneck Assignment Problem, 226,

400 Bottleneck Problem, 116, 153 branch and bound, 453-460

branching, 27 breadth first search, see BFS break,29 bridge, 22, 27, 264

cancelled cycle, 299 canonical, 32 capacitated network, 155 capacity - in a digraph, 253 - in a flow network, 155 - of a cut, 156, 261 - of a path, 116 - residual, 193, 279 capacity constraints, 253 capacity increase, 326-330 Caterer Problem, 256 Cayley graph, 248 cell - admissible, 223 cell (of a matrix), 223 center, 91 certificate, 54 chain, 228 k-change neighbourhood, 444 Chinese Postman Problem, 408-412,

462 chord, 241 Christofides Algorithm, 438 chromatic index, 245, 463 chromatic number, 239, 463 circuit, 135 circulation, 253, 278 - c-optimal, 280 - c-tight, 282 - elementary, 264, 267 - feasible, 253, 278 - legal, 253 - minimum cost, 254 - optimal, 254, 278 Circulation Theorem, 262 clause, 53 clique, 59, 463 clique partition number, 240, 465 closed set, 134 closed trail,. 5 closed walk, 5 closure, 16 - hereditary, 152 - transitive, 89 closure congruence axiom, 152 Co-NP,54 cobasis, 137

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cocircuit, 137, 267 cocycle, 107 - directed, 267 co cycle space, 266 COLOUR, 242 colouring, 239 - edge, 245 common system of representatives, 221 common transversal, 222 COMP,481 comparability graph, 239 comparable, 239 complementary graph, 5 complementary slackness conditions,

280 complete bipartite graph, 2 complete digraph, 26 complete graph, 2 complete matching, 214 complete orientation, 26 complete time-sharing, 322 complexity, 47 component - biconnected, see block - connected, 6, 68, 249, 335 - odd, 355 - strong, 347-351 condensation, 351 Conjecture -- of Berge, 241 - of Hadwiger, 244 - of Hajas, 245 - of Lovasz, 252 - of van der Waerden, 225 - Four Colour, 239 - Steiner Ratio, 118 - Strong Perfect Graph, 242 conjunctive normal form, 53 connected - m-fold edge, 351 connected component, 6, 68, 249, 335 - strong, 347-351 connected digraph, 27 - strongly, 27, 347-351 connected graph, 6, 68 - 2-connected, 338-344 - k-connected, 212, 331-334 connected vertices, 6 connectivity, 212, 331-334 Connector Problem, 99 CONTRACT, 382 contractible, 24 contraction, 24, 371

- elementary, 24 convex function, 276 convex hull, 225 Cook's Theorem, 55 cost

Index 579

- for capacity increase, 326-330 - of a circulation, 253 - of a flow, 255 - of a matching, 390 - of a pseudoflow, 278 - reduced, 279 cost curve, 276 cost function - for capacity increase, 326-330 - for circulations, 253 cotree, 138 cover (a matching covers a set), 221,

387 CPP, see Chinese Postman Problem,

409,462 critical edge, 162 critical path, 76 critical path method, 75 critical subfamily, 218 critical task, 76 cross edge, 345 crossing cuts, 312 current edge, 198, 295 current vertex, 295 cut - in a digraph, 261 - in a flow network, 156 - in a graph, 107 - minimal, 156 cut point, 338 cut tree, 322-326 cuts - crossing, 312 - non-crossing, 312 CUTTREE, 323 cycle, 5 - cancelled, 299 - directed, 27 - Eulerian, 13 - Hamiltonian, 15, 55 - - directed, 56 - of minimum cycle mean, 282-285,

298-302 - of negative length, 92-93, 270, 279,

281 - shortest, 72 cycle mean - minimum, 282

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580 Index

cycle space, 265 cyclic graph, 250 cyclomatic number, 264

dag, see acyclic digraph de Bruijn sequence, 43 deBruijn sequence, 126 decision problem, 53 Decomposition Theorem, 224 deficiency, 218 deficiency version - of the I-Factor Theorem, 357 - of the Marriage Theorem, 218 degree, 4 degree matrix, 104 degree sequence, 12 DELETEMIN,82 demand, 234 dense, 48 dependent set, 133 depth first search, see DFS descendant, 336 determinism, 36 DFS, 334-337, 348 DFSM,348 DHC, see Directed Hamiltonian Cycle

Problem DHP, see Directed Hamiltonian Path

Problem diagonal, 223-226 - non-zero, 223 - positive, 223 diameter, 91, 463 digraph, 26-29, 50-52, 101-105,

123-127, 155,227-231,253,345-351 - acyclic, 50-52, 74, 78, 227, 346 - associated, 26 - complete, 26 - condensation, 351 - connected, 27 - layered, 174 - pseudo-symmetric, 27 - strongly connected, 27, 347-351 - transitive, 89 - transitive reduction, 90 DIJKSTRA,79 DIJKSTRAPQ,82 Dilworth number, 228 dioid, 94 directed cocycle, 267 directed cycle, 27 directed Euler tour, 27 directed graph, see digraph

directed Hamiltonian cycle, 56 Directed Hamiltonian Cycle Problem,

56 directed Hamiltonian path, 144, 145 Directed Hamiltonian Path Problem,

145 directed multigraph, 26 directed path, 27 directed trail, 27, 28 directed tree, see arborescence Discrete Metric Realization, 464 dissection, 227 distance, 7, 63-70 distance matrix, 66, 87 dominant requirement tree, 316 dominating network, 320 doubly stochastic matrix, 224 dual Greedy Algorithm, 146 dual linear program, 403 Dual Linear Programming Problem,

403 dual matroid, 137-138, 146 DUALGREEDY, 147 Duality Theorem, 403 dynamic flow, 304

easy problem, 48, 53 edge, 2, 26 - c-fixed, 288 - admissible, 294 - anti parallel, 26 - back, 336, 345 - backward, 27 - connected, 351 - critical, 162 - cross, 345 - current, 198, 295 - forward, 26, 345 - list, 39 - most vital, 161 - originating, 202 - parallel, 13 - residual, 193, 279 - saturated, 157 - set, 2 - tree, 336, 345 - void, 157 m-fold edge connected, 351 edge chromatic number, 245 edge colouring, 245 edge connectivity, 351 effectiveness, 36 efficiency, 36

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efficient, 48 elementary circulation, 264, 267 elementary contraction, 24 elementary flow, 161 end vertex, 2, 5, 26 EPM,421 equality subgraph, 392 equi-matchable, 355 equivalent flow tree, 307 Euclidean Steiner Problem, 117 EULER, 43, 46 Euler tour, 13, 42-43 - directed, 27 Euler's Formula, 22 Eulerian cycle, 13 Eulerian graph, 13, 42-43 Eulerian multigraph, 13 - spanning, 436 Eulerian trail, 13 evaluation problem, 53 even path, 418 even vertex, 364 exact neighbourhood, 448 Exact Perfect Matching, 421 excentricity, 91 exchange axiom, 133, 134 - strong, 151 exposed vertex, 357 extensibility axiom, 152

face, 22 factor, 4 - 1-,4 - 2-, 215 - ~-, 215 - 1-,388 - k-,4 - triangle, 215 I-Factor Theorem, 356 - deficiency version, 357 I-factor, 388 factorization, 4 - 1-, 4 - 2-, 215 - oriented, 29-32 FAREFINE, 296 FARIN,442 Farthest Insertion Algorithm, 442 feasibility condition, 155 feasible circulation, 253, 278 feasible flow, 234 feasible network, 307 feasible node weighting, 391

Index 581

feasible set, 150 FIFO Preflow Push Algorithm, 199 FIFOFLOW, 199 finiteness of description, 36 first improvement, 445 t:-fixed, 288 float, 76 flow, 155 - -1-, 188 - blocking, 173-186, 189 - dynamic, 304 - elementary, 161 - feasible, 234 - maximal, 156 - multicommodity, 304, 322 - optimal, 255, 273, 303 flow conservation condition, 155 flow excess, 193 flow function, 305 flow network, 155 - layered, 174-186, 189 flow potential, 181 flow with gain or loss, 304 FLOWTREE, 309 FLOYD,87 for ... do, 45 FORDFULK, 159 forest, 8, 102 - minimal spanning, 106 forward edge - in a DFS, 345 - in a directed path, 26 - in a flow network, 157, 211 Four Colour Conjecture, 239 free matroid, 131

generalized dihedral group, 251 generating set, 134, 137 geometric graph, 21 Geometric Steiner Tree Problem, 117 girth, 22 GOLDBERG, 194 good algorithm, 48 Gozinto graph, 98 graph, 2 - 2-connected, 338-344 - m-fold edge connected, 351 - acyclic, 7 - admissible, 294 - arbitrarily traceable, 38 - bipartite, 70, 105, 191, 213, 225, 235,

240, 370, 387, 389-400 - - symmetric, 387

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582 Index

- block-cutpoint, 340 Cayley, 248

- comparability, 239 - complementary, 5 -- complete K n , 2 - complete bipartite Km,n, 2 - connected, 6, 68 - contractible, 24

contraction, 371 - cyclic, 250

dense, 48 - directed, see digraph

edge connected, 351 - equality, 392 - equi-matchable, 355 - Eulerian, 13, 42-43 - geometric, 21 - Gozinto, 98 - Hamiltonian, 16 - homeomorphic, 24 - interval, 240 - isomorphic, 21 - k-connected, 212, 331-334 - line, 14 - mixed, 28 - orientable, 27 - perfect, 241 - Petersen, 24 - planar, 22-25 - plane, 22 - randomly matchable, 362

regular, 4 regular bipartite, 214

- residual, 193, 279 - separable, 338 - sparse, 48 - strongly regular, 5, 41 - symmetric, 192 -- triangular Tn, 5 - triangulated, 241 - underlying, 26 - unicyclic, 100 - uniform, 316 Graph Partitioning, 464 graphic matroid, 131 greedoid, 151 GREEDY, 130, 150 Greedy Algorithm, 130 - dual of the Greedy Algorithm, 146

Hadwiger's Conjecture, 244 Hajas' Conjecture, 245 Hamiltonian cycle, 15, 55

- directed, 56 Hamiltonian Cycle Problem, 464 Hamiltonian graph, 16 Hamiltonian path, 56, 145 - directed, 144, 145 Hamiltonian Path Problem, 56, 465 hard problem, 48 Harem Theorem, 222 Hasse diagram, 90 HC, see Hamiltonian cycle head, 26 head-partition matroid, 131 heap, 82 hereditary closure, 152 heuristics, 441-443 Highest Label Preflow Push Algorithm,

201 Hitchcock Problem, 303 HLFLOW, 201 home-away-pattern, 29 homeomorphic, 24 HP, see Hamiltonian Path Problem hull - convex, 225 HUNGARIAN, 393 Hungarian Algorithm, 391-400 hyperplane, 134

if ... then . .. else, 44 ILP, see Integer Linear Programming

Problem incidence list, 40 incidence map, 13 incidence matrix, 101 incident, 2, 26 increasing the capacities, 326-330 indegree, 27 indegree matrix, 124 independence number, 227 independence system, 130 independent set - in a matroid, 130 - of vertices, 59, 227, 465 independent set of cells, 223 induced subgraph, 3, 465 inf-section, 116 INMATCH,363 inner vertex, 364 insertion algorithm, 441 instance, 36 integer linear program, 401 Integer Linear Programming Problem,

401

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Integer Programming, 465 Integral Flow Theorem, 158 intermediate node, 235, 303 intersection - of matroids, 143-145 interval graph, 240 intractable problem, 48 isolated vertex, 6 isomorphic, 21 isotonic, 133 iteration, 45

k-connected, 212, 331-334 KAPPA,333 Kirkman's School Girl Problem, 216 KLEIN, 269 Knapsack Problem, 65 Knight's Problem, 18 Konigsberger Briickenproblem, 1 KRUSKAL, 111, 112

labelling - valid, 193 labelling algorithm, 159, 268 Lagrange relaxation, 435 Laplacian matrix, 104 lattice, 407 layered auxiliary network, 174 layered digraph, 174 layered flow network, 174-186, 189 leaf, 8, 10 league schedules, 31-33 legal circulation, 253 LEGCIRC, 260 Lemma - Painting, 266 Lemma of - Konig, 224 - Minty, 266 - Sperner, 230 length, 5, 63 level, 69 line (of a matrix), 223 line graph, 14 linear program, 400 - -I, 401 - dual, 403 - integer, 401 Linear Programming Problem, see LP linear span, 407 list of edges, 39 literal, 53 local search algorithm, 444

Index 583

long trajectory, 203 Longest Cycle Problem, 465 Longest Path Problem, 465 loop, 13, 45 low point, 340 lower rank, 139 LP,400 - dual, 403 LP relaxation, 430 LPD, see Dual Linear Programming

Problem

m-fold edge connected, 351 MIT, 428 Marriage Theorem, 217 - deficiency version, 218 MATCH, 502 Matching, 466 matching, 131, 213 - complete, 214 - covering a set, 221, 387 - maximal, 213 - maximal weighted, 389 - of maximal cardinality, 213 - optimal, 390 - perfect, 214, 355 - product-optimal, 400 - stable, 421 - symmetric, 387 - which cannot be extended, 213 matching matroid, 387 matching polytope, 407 mate, 363 matric matroid, 133 matrix - -1-, 224, 226, 237 - adjacency, 41 - degree, 104 - distance, 66, 87 - doubly stochastic, 224 - incidence, 101 - indegree, 124 - Laplacian, 104 - permutation, 224 - quasi-inverse, 96 - reduced, 454 - totally unimodular, 103 Matrix Tree Theorem, 103 matroid, 130 - dual, 137-138, 146 - free, 131 - graphic, 131 - head-partition, 131

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584 Index

~ matching, 387 ~ matric, 133 ~~ partition, 220 ~ representable, 133 - restriction, 387 ~ tail~partition, 131

transversal, 219 uniform, 131

- vectorial, 133 matroid embedding axiom, 152 Matroid Intersection Problem, 145, 466 Max Cut Problem, 466 Max~Flow Min-Cut Theorem, 158 Max-Flow Problem, 254 MAXOIFLOW, 525 MAXFLOW, 177 maximal flow, 156 maximal matching, 213 maximal spanning tree, 115~ 117 maximal weighted matching, 389 MAXLEGFLOW, 512 MAXMATCH, 381 maze, 337 mean weight (of a cycle), 282 MEANCYCLE, 285, 516 MERGE, 111 metric space, 65 Metric Travelling Salesman Problem,

425 Min Cut, 466 minimal cut, 156 minimal network, 307 minimal point, 182 minimal potential, 182 minimal spanning forest, 106 minimal spanning tree, 106~115, 428,

437,467 minimal Steiner tree, 118, 441 Minimum k-Connected Subgraph, 467 minimum cost circulation, 254 Minimum Cost Flow Problem, 255 minimum cycle mean, 282~285, 298 minimum mean cycle-canceling

algorithm, 298 Minimum Spanning Tree Problem, 467 MINTREE, 108 MINTY, 268 Minty's Painting Lemma, 266 MIP, see Matroid Intersection Problem mixed graph, 28 mixed multigraph, 28 MKM-Algorithm, 182~ 184 MMCC, 298

monotonous subsequence, 229 most vital edge, 161 MST relaxation, 427 multi-terminal network flow, 322 multicommodity flow, 304, 322 multigraph, 13 ~ directed, 26 ~ Eulerian, 13 ~ mixed, 28 ~ orientable, 27 ~ spanning Eulerian, 436 ~ strongly connected, 28 ~ underlying, 26

Nearest Insertion Algorithm, 443 NEGACYCLE, 92 neighbour, 2 neighbourhood, 444 ~ k-change, 444 ~ exact, 448 network, 63 ~ -1-, 188 ~ auxiliary, 171 ~ capacitated, 155 ~ dominating, 320 ~ feasible, 307 ~ flow, 155 ~ layered, 174~186, 189 ~ layered auxiliary, 174 ~ minimal, 307 ~ symmetrical, 305 ~ synthesis, 305~330 Network Flow, 467 Network Reliability, 467 Network Simplex Algorithm, 187 node ~ intermediate, 235, 303 ~ pseudo, 371 non-crossing cuts, 312 non-extendable matching, 213 non-saturating PUSH, 292 non-zero diagonal, 223 nonsaturating PUSH, 197 NP,54 NP-complete problem, 49, 55 NP-hard problem, 56

objective function, 400 odd component, 355 odd path, 418 odd vertex, 364 2-0PT,446 OPTCIRC, 286

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OPTFLOW, 274 E-optimal, 280 k-optimal, 444 optimal circulation, 254, 278 optimal flow, 255, 273, 303 optimal matching, 390 optimal pseudoflow, 278 optimal realization, 66 optimal tour, 20, 423 optimization problem, 53 optimum communication spanning tree,

123 optimum requirement tree, 123, 324 OPTMATCH, 390, 536 of,45 ordered abelian group, 399 orientable, 27 orientation, 26 - complete, 26 - transitive, 239 oriented I-factorization, 29-32 originating edge, 202 out-of-kilter-Algorithm, 272 outdegree, 27 outer vertex, 364

P, 54 Painting Lemma, 266 parallel class, 231 parallel edges, 13 parallelism, 231 Parametric Budget Problem, 327 partial difference set, 252 partial SDR, 218 partial transversal, 218 partially ordered set, 50, 228-231 partition matroid, 220 path, 5 - alternating, 359 - arc disjoint, 209 - augmenting, 157, 359 - critical, 76 - directed, 27 - Eulerian, 13 - even, 418

Hamiltonian, 56, 145 - odd, 418 - reliable, 467 - shortest, 64 - vertex disjoint, 209 path algebra, 94 PATHNR,525 penalty, 431

penalty function, 431 perfect graph, 241

Index 585

Perfect Graph Theorem, 241 perfect matching, 214, 355 perfect matching polytope, 407 permanent (of a matrix), 225 Permanent Evaluation, 467 permutation matrix, 224 Petersen graph, 24 phase, 175, 362; 394 planar graph, 22-25 plane graph, 22 Platonic solids, 22 point - cut, 338 - minimal, 182 - Steiner, 117 Polyhedral Combinatorics, 462 polyhedron formula, 22 polynomial algorithm, 48 polynomial problem, 53 polytope, 402 poset, see partially ordered set positive diagonal, 223 post-optimization, 444 POTENTIAL, 282, 515 potential, 198, 266, 279 - minimal, 182 potential difference, 266 preflow, 193 price function, 279 PRIM, 109 Primal-Dual Algorithm, 404 priority, 82 priority queue, 82 Problem - Algebraic Assignment, 399 - Assignment, 226, 255 - Asymmetric Travelling Salesman,

425, 453 - Bottleneck, 116, 153 - Bottleneck Assignment, 226, 400 - Caterer, 256 - Chinese Postman, 408, 462 - Connector, 99 - Directed Hamiltonian Cycle, 56 - Directed Hamiltonian Path, 145 - Euclidean Steiner, 117 - Exact Perfect Matching, 421 - Hitchcock, 303 - Integer Linear Programming, 401 - Konigsberger Briickenproblem, 1 - Kirkman's School Girls, 216

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586 Index

- Knight's, 18 - Linear Programming, 400 - Matroid Intersection, 145, 466 - Max Cut, 466 - Max-Flow, 254 - Metric Travelling Salesman, 425 - Minimum Cost Flow, 255 - Parametric Budget, 327 - Restricted Hamiltonian Cycle, 449 - Restricted Perfect Matching, 421 - Shortest Path, 256 - Stable Marriage, 421 - Steiner Network, 118 - Supply and Demand, 234-237 - Transportation, 303 - Transshipment, 303 - Travelling Salesman, 19, 423 - TSP Suboptimality, 452 - Zero-One Linear Programming, 401 problem - decision, 53 - easy, 48, 53 - evaluation, 53 - hard, 48 - intractable, 48 - NP-complete, 49, 55 - NP-hard, 56 - optimization, 53 - polynomial, 53 problem class, 36 product-optimal matching, 400 program, 35 project evaluation and review

technique, 75 project schedule, 75-78 Priifer code, 10 pseudo node, 371 pseudo-symmetric, 27 pseudoflow, 278 - c-optimal, 280 - c-tight, 282 - optimal, 278 pseudograph, 13 PULL,183 PUSH, 182, 194, 291 - admissible, 194, 291 - non-saturating, 197, 292 - saturating, 197, 292 - special, 202

quasi-inverse, 96 queue, 67

ramification, 44

randomly matchable graph, 362 RANK,78 rank - in a digraph, 78 - in a matroid, 133 -- lower, 139 -- upper, 139 rank quotient, 139 rate of growth, 47 reduced cost, 279 reduced matrix, 454 reduction - transitive, 90 REFINE, 285-297 regular automorphism group, 248 regular bipartite graph, 214 regular graph, 4 RELABEL, 194, 291 - admissible, 194, 291 relaxation, 426 - I-tree, 428-429 - assignment, 426, 460 - Lagrange, 435 - LP,430 - MST, 427 reliable path, 467 repeat ... until, 45 representable, 133 RESIDUAL, 279, 515 residual capacity, 193, 279 residual edge, 193, 279 residual graph, 193, 279 resolution, 4 Restricted Hamiltonian Cycle, 449 Restricted Perfect Matching, 421 restriction of a matroid, 387 return arc, 254 RHC, see Restricted Hamiltonian Cycle root, 27 RPM, 421

SAT, 53, see Satisfiability Satisfiability, 468 saturated edge, 157 saturated vertex, 357 saturating PUSH, 197, 292 scatter number, 223 sceleton, 461 schedule - league, 31-33 - project, 75-78 - tournament, 29-33 - train, 84-87

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SDR,217 - partial, 218 separable graph, 338 separator - arc, 209 - vertex, 209, 211 set - closed, 134 - dependent, 133 - feasible, 150 - generating, 134, 137 - independent, 59, 130, 227, 465 - of edges, 2 - partial difference, 252 - partially ordered, 50, 228-231 - stable, 59, 227 set system, 150 - accessible, 150 short trajectory, 203 Shortest Cycle Problem, 72, 468 shortest path, 64 Shortest Path Problem, 256, 468 shortest path tree, see SP-tree sink, 155 slack, 76 source, 155 SP-tree, 73, 93 space complexity, 47 span, 134 - linear, 407 span operator, 134 spanning arborescence, 73, 123-127,

336 spanning Eulerian multigraph, 436 spanning forest - minimal, 106 spanning subgraph, 3 Spanning Tree, 468 spanning tree, 70, 103, 448, 468 - maximal, 115-117 - minimal, 106-115, 428, 437 spanning tree with restrictions, 121-123 sparse, 48 special PUSH operation, 202 Sperner's Lemma, 230 SPTREE,486 SRG, see strongly regular graph Stable Marriage Problem, 421 stable matching, 421 stable roommates problem, 422 stable set, 59, 227 stack, 342 star, 12

start vertex, 5, 26 steepest descent, 445 STEINER, 119

Index 587

Steiner Network Problem, 118, 468 Steiner point, 117 Steiner points, 118 Steiner Ratio Conjecture, 118 Steiner tree, 117-120, 469 - minimal, 118, 441 stem, 377 step (in an algorithm), 47 strong component, 347-351 Strong Duality Theorem, 403 strong exchange axiom, 151 strong extensibility axiom, 153 Strong Perfect Graph Conjecture, 242 STRONGCOMP, 348 strongly connected, 27, 28, 347-351 strongly polynomial, 272 strongly regular graph, 5, 41 subdivision, 23 subfamily - critical, 218 subgradient, 435 sub gradient optimization, 431 subgraph, 3 - equality, 392 - induced, 3 - spanning, 3 submodular, 133 suboptimal, 452 subtour elimination constraints, 430 supply, 234 Supply and Demand Problem, 234-237 Supply-Demand-Theorem, 235 support, 161 symmetric bipartite graph, 387 symmetric graph, 192 symmetric matching, 387 symmetrical network, 305 synthesis of networks, 305-330 system of distinct representatives, see

SDR system of representatives, 217 - common, 221

tail, 26 tail-partition matroid, 131 term rank, 223 termination, 36 Theorem - I-Factor, 356 - Augmenting Path, 157, 361

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588 Index

- Basis Completion, 134 - Circulation, 262 - Decomposition, 224 - Harem, 222 - Integral Flow, 158 - Marriage, 217 - Matrix Tree, 103 - Max-Flow Min-Cut, 158 - Perfect Graph, 241 - Strong Duality, 403 - Supply-Demand, 235 - Total Dual Integrality, 404 Theorem of - Baranyai, 231 - Birkhoff, 225 - Brooks, 243 - Cauchy and Binet, 104 - Cook, 55 - Dilworth, 228 - Euler, 14 - Ford and Fulkerson, 157-158 - Gale and Ryser, 236 - Gallai and Milgram, 229 - Konig and Egervary, 214 - Kuratowski, 24 - Menger, 209-212 - Phillip Hall, 214 - Redei, 229 - Robbins, 27 - Stern and Lenz, 250 - Tutte,355 - Vizing, 245 - Whitney, 331 TIGHT, 285, 517 c-tight, 282 time complexity, 47 time cycle, 84 topological sorting, 50 TOPSORT,51 Total Dual Integrality Theorem, 404 totally dual integral, 404 totally unimodular, 103 tour, 20, 423 - k-optimal, 444 - Euler, 13 - optimal, 20, 423 - suboptimal, 452 tournament, 229 - schedules, 29-33 TRACE, 42, 46 trail, 5, 26 - closed, 5 - directed, 27, 28

- Eulerian, 13 train schedule, 84-87 trajectory, 202 - long, 203 - short, 203 transitive closure, 89 transitive digraph, 89 transitive orientation, 239 transitive reduction, 90 Transportation Problem, 303 transshipment node, 235 Transshipment Problem, 303 transversal, 217 - common, 222 - partial, 218 transversal index, 218 transversal matroid, 219 Travelling Salesman Problem, 19, 469,

see TSP tree, 8, 27, 99 - 1-, 428

alternating, 364 cut, 322-326 directed, see arborescence dominant requirement, 316 equivalent flow, 307 maximal spanning, 115-11 7 minimal spanning, 106-115, 428, 437, 467

- shortest path, 73 - SP-, 73, 93 - spanning, 70, 103, 448, 468 - - with restrictions, 121-123 - Steiner, 117-120, 469 - - minimal, 118, 441 - uniform, 316 I-tree relaxation, 428-429 Tree Algorithm, 437 tree edge, 336, 345 tree graph, 115 triangle factor, 215 triangle inequality, 66 triangular graph, 5 triangulated, 241 TSP, see Travelling Salesman Problem,

469 - asymmetric, 425 - metric, 425 LlTSP,425 TSP Sub optimality, 452

underlying graph, 26 underlying multigraph, 26

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unicyclic graph, 100 uniform graph, 316 uniform matroid, 131 uniform tree, 316 upper rank, 139

valid labelling, 193 value (of a flow), 156 van der Waerden's Conjecture, 225 VC,57 vectorial matroid, 133 vertex, 2, 26 - accessible, 27 - active, 194, 290 - current, 295 - end, 2, 5, 26 - even, 364 - exposed, 357 - inner, 364 - isolated, 6 - odd, 364 - of a polytope, 402 - outer, 364 - saturated, 357 - start, 5, 26 Vertex Cover, 469 vertex cover, 56 vertex disjoint paths, 209, 464 vertex separator, 209, 211 vertex set, 2, 26 void edge, 157

walk,5 - closed, 5 weakly polynomial, 272 weight, 19, 106, 130 while . .. do, 45 width (of a matrix)' 223 word,43

zero-one linear program, 401 Zero-One Linear Programming

Problem, 401 zero-one matrix, 224, 226, 237 zero-one-flow, 188 zero-one-network, 188 ZOLP, see Zero-One Linear Program­

ming Problem

Index 589

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