Column-generation in integer linear programming

We present an exact method for integer linear programming problems that combines branch and bound with column generation at each node of the search tree. For the case of models involving binary column vectors only, we propose the use of so-called geometrical cuts to be added to the subproblem in ord...

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Autor principal: Maculan, N.
Otros Autores: De Mendonça Passini, M., De Moura Brito, J.A, Loiseau, I.
Formato: Capítulo de libro
Lenguaje:Inglés
Publicado: 2003
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100 1 |a Maculan, N. 
245 1 0 |a Column-generation in integer linear programming 
260 |c 2003 
270 1 0 |m Programa de Engenharia de Sistemas e Computação - COPPE, Universidade Federal do Rio de JaneiroBrazil; email: maculan@cos.ufrj.br 
506 |2 openaire  |e Política editorial 
504 |a Anbil, R., Forrest, J., Pulleyblank, W., Column generation and the airline crew pairing problem (1998) DOC. Math. J. DMV, pp. 677-686 
504 |a Barnhart, C., Hanne, C., Vance, P.H., Using branch-and-price and cut to solve origin destination integer multicommodity flow problems (2000) Oper. Res., 48, pp. 318-326 
504 |a Barnhart, C., Johnson, E.L., Nemhauser, G.L., Savelsbergh, M.W.P., Vance, P.H., Branch-and-price: Column generation for solving huge integer programs (1998) Oper. Res., 46, pp. 316-329 
504 |a Borndorfer, R., Grotschel, M., Lobel, A., (2001) Scheduling Duties by Adptive Column Generation, , ZIB-Report 01-02 
504 |a Bourjolly, J., Laporte, G., Mercure, H., A combinatorial column generation algorithm for the maximun stable set problem (1997) Oper. Res. Lett. 
504 |a Brito, J.A.M., (1999) Um Modelo de Otimização para Dimensionamento de Uma Rede de Telecomunicações, , Tese de mestrado, COPPE. Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brasil 
504 |a Bramel, J., Simchi-Levi, D., On the effectiveness of set covering formulations for the vehicle routing problem with time windows (1997) Oper. Res., 45, pp. 295-301 
504 |a Butt, S., Ryan, D.M., An optimal solution procedure for the multiple tour maximum collec tion problem using column generation (1999) Comp. Oper. Res., 26, pp. 427-441 
504 |a Chen, Z., Powell, W., A column generation based descomposition algorithm for a parallel machine scheduling problem (1999) EJOR, 116, pp. 220-232 
504 |a Chvátal, V., (1983) Linear Programming, , W.H. Freeman and Company, New York, San Francisco 
504 |a Crama, Y., Van De Klundert, J., Approximation algorithms for integer covering problems via greedy column generation (1994) RAIRO: Oper. Res., 28, pp. 283-302 
504 |a Dakin, R., A tree search algorithm for mixed integer programming problems (1965) Comput. J., 8, pp. 250-255 
504 |a Dantzig, G.B., Upper bounds, secondary constraints and block triangulary in linear programming (1995) Econometrica, 23, pp. 174-183 
504 |a Dantzig, G.B., (1963) Linear Programming and Extensions, , Princeton University Press, New Jersey, USA 
504 |a Dantzig, G.B., Wolfe, P., Decomposition principle for linear programming (1960) Oper. Res., 8, pp. 101-111 
504 |a De Carvalho, J.M.V., Exact solution of cutting stock problems using column generation and branch-and-bound (1998) Int. Trans. Oper. Res., 5, pp. 35-43 
504 |a Delorme, J., (1974) Contributions à la Résolution du Problème de Recouvrement: Méthode de Troncature, , Docteur-ingenieur dissertation. Université Paris VI, Paris, France 
504 |a Desaulniers, G., Desrosiers, J., Solomon, M., (1999) Accelerating Strategies in Column Generation Methods for Vehicle Routing and Crew Scheduling, , Cahiers du Gerad G-99-36 
504 |a Desaulniers, G., Desrosiers, J., Dumas, Y., Solomon, M., (1994) Daily Aircraft Routing and Scheduling, , Cahiers du Gerad G-94-21 
504 |a Desaulniers, G., Desrosiers, J., Solomon, M., (1994) Accelerating Strategies in Column Generation Methods for Vehicle Routing and Crew Scheduling Problems, , Cahiers du Gerad G-99-36 
504 |a Desrochers, M., Desrosiers, J., Solomon, M., A new optimization algorithm for the vehicle routing problem with time windows (1992) Oper. Res., 40, pp. 342-353 
504 |a Desrosiers, J., Dumas, Y., Solomon, M.N., Soumis, F., Time constrained routing and scheduling (1995) Handbooks Oper. Res. Management Sci., 8, pp. 35-139. , edited by M.O. Ball, T.L. Magnanti, C.L. Monma and G.L. Nemhauser, Network Routing. INFORMS - North Holland 
504 |a Desrochers, J., Soumis, F., A column-generation approach to the urban transit crew scheduling problem (1989) Transportation Sci., 23, pp. 1-13 
504 |a Desrosiers, J., Soumis, F., Desrochers, M., Routing with time-windows by column generation (1984) Networks, 14, pp. 545-565 
504 |a EbenChaime, M., Tovey, C., Amnions, J.C., Circuit partitioning via set partitioning and column generation (1996) Oper. Res., 44, pp. 65-76 
504 |a Gamache, M., Soumis, F., Marquis, G., Desrosiers, J., A column generation approach for large-scale aircrew rostering problems (1992) Oper. Res., 48, pp. 247-263 
504 |a Gilmore, P.C., Gomory, R.E., A linear programming approach to the cutting stock problem (1961) Oper. Res., 9, pp. 849-859 
504 |a Gilmore, P.C., Gomory, R.E., A linear programming approach to the cutting stock problem - Part II (1963) Oper. Res., 11, pp. 863-888 
504 |a Hansen, P., Jaumard, B., Poggi De Aragão, M.V., Un algorithme primal de programmation linéaire généralisée pour les programmes mixtes (1991) C. R. Acad. Sci. Paris Sér. I Math., 313, pp. 557-560 
504 |a Jaumard, B., Labit, P., Ribeiro, C., (1999) A Column Generation Aproach to Cell Formation Problems in Cellular Manufacturing, , Cahiers du Gerad G-99-20 
504 |a Jaumard, B., Meyer, C., Vovor, T., (1999) How to Combine a Column and Row Generation Method with a Column or Row Elimination Procedures - Application to a Channel Assiggnment Problem, , Cahiers du Gerad G-99-18 
504 |a Jaumard, B., Meyer, C., Vovor, T., (1999) Column/Row Generation and Elimination Methods, , Cahiers du Gerad G-99-34 
504 |a Johnson, E., Mehrotal, A., Nemhauser, G.L., Min-cut clustering (1993) Math. Programming, 62, pp. 133-152 
504 |a Kroon, L., Fischetti, M., (2001) Crew Scheduling for Netherlands Railways "Destination Customer" 
504 |a Lasdon, L.S., (1970) Optimization Theory for Large Systems, , Macmillan, New York, USA 
504 |a Lobel, A., Vehicle scheduling in public transit and Lagrangian pricing (1998) Management Sci., 44, pp. 1637-1649 
504 |a Marcotte, O., The cutting stock problem and integer rounding (1985) Math. Programming, 13, pp. 82-92 
504 |a Maculan, N., Fampa, M., Michelon, P., (1999) Programação Linear e Inteira, , Notes - COPPE/Universidade Federal do Rio de Janeiro 
504 |a Maculan, N., Michelon, P., Plateau, G., Column generation in linear programming with bounding variable constraints and its applications in integer programming (1992) Pesquisa Operacional, 12, pp. 45-57 
504 |a Maculan, N., Passini, M.M., Brito, J.A.M., Lisser, A., Column generation method for network design (2002) Transportation and Network Analysis Current Trends, pp. 165-179. , edited by M. Gendreau and P. Marcotte. Kluwer Academic Publishers 
504 |a Mehrotra, A., Trick, M., A column generation approach for graph coloring (1996) INFORMS J. Comput., 8, pp. 344-353 
504 |a Minoux, M., Optimal traffic assignment in a SS/TDMA frame: A new approach by set covering and column generation (1986) RAIRO: Oper. Res., 20, pp. 273-286 
504 |a Minoux, M., A class of combinatorial problems with polynomially solvable large scale set covering/partioning relaxations (1987) RAIRO: Oper. Res., 21, pp. 105-136 
504 |a Nemhauser, G.L., Park, S., A polyhedral approach to edge coloring (1991) Oper. Res. Lett., 10, pp. 315-322 
504 |a Nemhauser, G.L., Wolsey, L.A., (1988) Integer and Combinatorial Optimization, , John Wiley & Sons Inc 
504 |a Passini, M.M., (1996) Um Modelo de Otimização Combinatória para O Dimensionamento de Uma Rede Urbana de Telecomunicações, , M.Sc. Thesis. COPPE, Universidade Federal do Rio de Janeiro 
504 |a Ryan, D.M., Foster, B.A., An integer programming approach to scheduling (1981) Computer Scheduling of Public Transport Urban Passenger Vehicle and Crew Scheduling, , North Holland 
504 |a Ribeiro, C., Minoux, M., Penna, M.C., An optimal column-generation-with-ranking algorithm for very large scale partitioning problems in traffic assignment (1989) Eur. J. Oper. Res., 41, pp. 232-239 
504 |a Ribeiro, C., Soumis, F., A column generation approach to the multiple-depot vehicle scheduling problem (1994) Oper. Res., 42, pp. 41-52 
504 |a Savelsbergh, M., A branch-and-price algorithm for the generalized assignment problem (1997) Oper. Res., 46, pp. 831-841 
504 |a Simonetti, L.G., (2003) Geração de Colunas para o Problema de Empacotamento de Árvores de Steiner, , M.Sc. dissertation. Universidade Federal do Rio de Janeiro 
504 |a Sutter, A., Vanderbeck, F., Wolsey, L., Optimal placemente of add/drop multiplexers: Heuristic and exact algorithms (1998) Oper. Res., 46, pp. 719-728 
504 |a Taillard, E.D., A heuristic generation method for the heterogeneous fleet VRP (1999) RAIRO: Oper. Res., 33, pp. 1-14 
504 |a Vanderbeck, F., (1994) Decomposition and Column Generation for Integer Programming, , These de doctorat en Sciences Appliquées. Université Catholique de Louvain, Louvain, Belgique 
504 |a Vance, P.H., Branch-and-price algorithms for the one-dimensional cutting stock problem (1998) Comput. Optim. Appl., 9, pp. 211-228 
504 |a Vance, P.H., Barnhart, C., Johnson, E.L., Nemhauser, G.L., Solving binary cutting stock problems by column generation and branch-and-bound (1994) Comput. Optim. Appl., 3, pp. 111-130 
504 |a Vance, P.H., Barnhart, C., Johnson, E.L., Nemhauser, G.L., Airline crew scheduling: A new formulation and decomposition algorithm (1997) Oper. Res., 45, pp. 188-200 
504 |a Vanderbeck, F., Computational study of a column generation algorithm for bin packing and cut stocking problems (1999) Math. Programming, 86, pp. 565-594 
504 |a Vanderbeck, F., On Dantzig-Wolfe decomposition in integer programming and ways to perform branching in a branch-and-price algorithm (2000) Oper. Res., 48, pp. 111-128 
504 |a Van Den Akker, J.M., Hoogeveen, J.A., Van De Velde, S.L., Parallel machine scheduling by column generation (1999) Oper. Res., 47, pp. 862-872 
504 |a Vanderbeck, F., Wolsey, L., An exact algorithm for IP column generation (1996) Oper. Res. Lett., 19, pp. 151-159 
520 3 |a We present an exact method for integer linear programming problems that combines branch and bound with column generation at each node of the search tree. For the case of models involving binary column vectors only, we propose the use of so-called geometrical cuts to be added to the subproblem in order to eliminate previously generated columns. This scheme could be applied to general integer problems without specific structure. We report computational results on a successful application of this approach to a telecommunications network planning problem. © EDP Sciences 2003.  |l eng 
536 |a Detalles de la financiación: Conselho Nacional de Desenvolvimento Científico e Tecnológico, CNPq 
536 |a Detalles de la financiación: Coordenação de Aperfeiçoamento de Pessoal de Nível Superior 
536 |a Detalles de la financiación: Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro 
536 |a Detalles de la financiación: CONICET 644/98, UBACYT EX036 
536 |a Detalles de la financiación: Fundação Universitária José Bonifácio 
536 |a Detalles de la financiación: Maculan Nelson 1 Marcos de Mendonça Passini 1 José André de Moura Brito 1 Loiseau Irene 2 1 Programa de Engenharia de Sistemas e Computação – COPPE – Universidade Federal do Rio de Janeiro, Brasil. Partially supported by CNPq, CAPES, FUJB, FAPERJ, PRONEX. 2 Departamento de Computación – Facultad de Ciencias Exactas y Naturales – Universidad de Buenos Aires, Argentina; irene@dc.uba.ar.. Partially supported by grants UBACYT EX036, CONICET 644/98. 29 03 2010 15 11 2003 04 2003 37 2 ro/2003/02 67 83 1 2002 © EDP Sciences, 2003 2003 EDP Sciences We present an exact method for integer linear programming problems that combines branch and bound with column generation at each node of the search tree. For the case of models involving binary column vectors only, we propose the use of so-called geometrical cuts to be added to the subproblem in order to eliminate previously generated columns. This scheme could be applied to general integer problems without specific structure. We report computational results on a successful application of this approach to a telecommunications network planning problem. Column-generation integer programming branch-and-price. article origin xml_rich idline RAIRO Oper. Res. 37 (2003) 67-83 cover_date April-June 2003 first_month 04 last_month 06 first_year 2003 last_year 2003 R. Anbil, J. Forrest and W. Pulleyblank, Column generation and the airline crew pairing problem. DOC. Math. J. DMV (1998) 677-686. C. Barnhart , C. Hanne and P.H. Vance , Using branch-and-price and cut to solve origin destination integer multicommodity flow problems. Oper. Res. 48 ( 2000 ) 318 - 326 . C. Barnhart , E.L. Johnson , G.L. Nemhauser , M.W.P. Savelsbergh and P.H. Vance , Branch-and-price: Column generation for solving huge integer programs. Oper. Res. 46 ( 1998 ) 316 - 329 . R. Borndorfer, M. Grotschel and A. Lobel, Scheduling duties by adptive column generation . ZIB-Report 01-02 (2001). J. Bourjolly, G. Laporte and H. Mercure, A combinatorial column generation algorithm for the maximun stable set problem. Oper. Res. Lett. (1997). J.A.M. Brito, Um modelo de otimizaç ao para dimensionamento de uma rede de telecomunicaç oes , Tese de mestrado, COPPE. Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brasil (1999). J. Bramel and D. Simchi-Levi , On the effectiveness of set covering formulations for the vehicle routing problem with time windows. Oper. Res. 45 ( 1997 ) 295 - 301 . S. Butt and D.M. Ryan , An optimal solution procedure for the multiple tour maximum collec tion problem using column generation. Comp. Oper. Res. 26 ( 1999 ) 427 - 441 . Z. Chen and W. Powell , A column generation based descomposition algorithm for a parallel machine scheduling problem. EJOR 116 ( 1999 ) 220 - 232 . V. Chvátal, Linear programming . W.H. Freeman and Company, New York, San Francisco (1983). Y. Crama and J. Van de Klundert , Approximation algorithms for integer covering problems via greedy column generation. RAIRO: Oper. Res. 28 ( 1994 ) 283 - 302 . R. Dakin , A tree search algorithm for mixed integer programming problems. Comput. J. 8 ( 1965 ) 250 - 255 . G.B. Dantzig , Upper bounds, secondary constraints and block triangulary in linear programming. Econometrica 23 ( 1995 ) 174 - 183 . G.B. Dantzig, Linear programming and extensions . Princeton University Press, New Jersey, USA (1963). G.B. Dantzig and P. Wolfe , Decomposition principle for linear programming. Oper. Res. 8 ( 1960 ) 101 - 111 . J.M.V. de Carvalho , Exact solution of cutting stock problems using column generation and branch-and-bound. Int. Trans. Oper. Res. 5 ( 1998 ) 35 - 43 . J. Delorme, Contributions à la résolution du problème de recouvrement : méthode de troncature , Docteur-ingenieur dissertation. Université Paris VI, Paris, France (1974). G. Desaulniers, J. Desrosiers and M. Solomon, Accelerating strategies in Column Generation methods for vehicle routing and crew scheduling . Cahiers du Gerad G-99-36 (1999). G. Desaulniers, J. Desrosiers, Y. Dumas and M. Solomon, Daily Aircraft routing and Scheduling . Cahiers du Gerad G-94-21 (1994). G. Desaulniers, J. Desrosiers and M. Solomon, Accelerating strategies in Column Generation Methods for Vehicle Routing and crew scheduling problems . Cahiers du Gerad G-99-36 (1994). M. Desrochers , J. Desrosiers and M. Solomon , A new optimization algorithm for the vehicle routing problem with time windows. Oper. Res. 40 ( 1992 ) 342 - 353 . J. Desrosiers, Y. Dumas, M.N. Solomon and F. Soumis, Time constrained routing and scheduling , edited by M.O. Ball, T.L. Magnanti, C.L. Monma and G.L. Nemhauser, Network Routing . INFORMS - North Holland, Handbooks Oper. Res. Management Sci. 8 (1995) 35-139. J. Desrochers and F. Soumis , A column-generation approach to the urban transit crew scheduling problem. Transportation Sci. 23 ( 1989 ) 1 - 13 . J. Desrosiers , F. Soumis and M. Desrochers , Routing with time-windows by column generation. Networks 14 ( 1984 ) 545 - 565 . M. EbenChaime , C. Tovey and J.C. Ammons , Circuit partitioning via set partitioning and column generation. Oper. Res. 44 ( 1996 ) 65 - 76 . M. Gamache , F. Soumis , G. Marquis and J. Desrosiers , A column generation approach for large-scale aircrew rostering problems. Oper. Res. 48 ( 1992 ) 247 - 263 . P.C. Gilmore and R.E. Gomory , A linear programming approach to the cutting stock problem. Oper. Res. 9 ( 1961 ) 849 - 859 . P.C. Gilmore and R.E. Gomory , A linear programming approach to the cutting stock problem - Part II. Oper. Res. 11 ( 1963 ) 863 - 888 . P. Hansen , B. Jaumard and M.V. Poggi de Arag ao, Un algorithme primal de programmation linéaire généralisée pour les programmes mixtes. C. R. Acad. Sci. Paris Sér. I Math. 313 ( 1991 ) 557 - 560 . B. Jaumard, P. Labit and C. Ribeiro, A Column Generation Aproach to Cell Formation Problems in Cellular Manufacturing . Cahiers du Gerad G-99-20 (1999). B. Jaumard, C. Meyer and T. Vovor, How to combine a column and row generation method with a column or row elimination procedures - Application to a channel Assiggnment problem . Cahiers du Gerad G-99-18 (1999). B. Jaumard, C. Meyer and T. Vovor, Column/Row Generation and Elimination Methods . Cahiers du Gerad G-99-34 (1999). E. Johnson , A. Mehrotal and G.L. Nemhauser , Min-cut clustering. Math. Programming 62 ( 1993 ) 133 - 152 . L. Kroon and M. Fischetti, Crew Scheduling for Netherlands Railways ``Destination Customer" (2001). L.S. Lasdon, Optimization Theory for Large Systems . Macmillan, New York, USA (1970). A. Lobel , Vehicle scheduling in public transit and Lagrangian pricing. Management Sci. 44 ( 1998 ) 1637 - 1649 . O. Marcotte , The cutting stock problem and integer rounding. Math. Programming 13 ( 1985 ) 82 - 92 . N. Maculan, M. Fampa and P. Michelon, Programaç ao linear e inteira . Notes - COPPE/Universidade Federal do Rio de Janeiro (1999). N. Maculan , P. Michelon and G. Plateau , Column generation in linear programming with bounding variable constraints and its applications in integer programming. Pesquisa Operacional 12 ( 1992 ) 45 - 57 . N. Maculan, M.M. Passini, J.A.M. Brito and A. Lisser, Column generation method for network design, Transportation and Network Analysis Current Trends , edited by M. Gendreau and P. Marcotte. Kluwer Academic Publishers (2002) 165-179. A. Mehrotra and M. Trick , A column generation approach for graph coloring. INFORMS J. Comput. 8 ( 1996 ) 344 - 353 . M. Minoux , Optimal traffic assignment in a SS/TDMA frame: A new approach by set covering and column generation. RAIRO: Oper. Res. 20 ( 1986 ) 273 - 286 . M. Minoux , A class of combinatorial problems with polynomially solvable large scale set covering/partioning relaxations. RAIRO: Oper. Res. 21 ( 1987 ) 105 - 136 . G.L. Nemhauser and S. Park , A polyhedral approach to edge coloring. Oper. Res. Lett. 10 ( 1991 ) 315 - 322 . G.L. Nemhauser and L.A. Wolsey, Integer and Combinatorial Optimization . John Wiley & Sons Inc. (1988). M.M. Passini, Um modelo de otimizaç ao combinatória para o dimensionamento de uma rede urbana de telecomunicaç oes , M.Sc. Thesis. COPPE, Universidade Federal do Rio de Janeiro (1996). D.M. Ryan and B.A. Foster, An integer programming approach to scheduling, in Computer Scheduling of Public Transport Urban Passenger Vehicle and Crew Scheduling . North Holland (1981). C. Ribeiro , M. Minoux and M.C. Penna , An optimal column-generation-with-ranking algorithm for very large scale partitioning problems in traffic assignment. Eur. J. Oper. Res. 41 ( 1989 ) 232 - 239 . C. Ribeiro and F. Soumis , A column generation approach to the multiple-depot vehicle scheduling problem. Oper. Res. 42 ( 1994 ) 41 - 52 . M. Savelsbergh , A branch-and-price algorithm for the generalized assignment problem. Oper. Res. 46 ( 1997 ) 831 - 841 . L.G. Simonetti, Geraç ao de colunas para o problema de empacotamento de árvores de Steiner , M.Sc. dissertation. Universidade Federal do Rio de Janeiro (2003). A. Sutter , F. Vanderbeck and L. Wolsey , Optimal placemente of add/drop multiplexers: Heuristic and exact algorithms. Oper. Res. 46 ( 1998 ) 719 - 728 . E.D. Taillard , A heuristic generation method for the heterogeneous fleet VRP. RAIRO: Oper. Res. 33 ( 1999 ) 1 - 14 . F. Vanderbeck, Decomposition and Column Generation for Integer Programming , Thèse de doctorat en Sciences Appliquées. Université Catholique de Louvain, Louvain, Belgique (1994). P.H. Vance , Branch-and-price algorithms for the one-dimensional cutting stock problem. Comput. Optim. Appl. 9 ( 1998 ) 211 - 228 . P.H. Vance , C. Barnhart , E.L. Johnson and G.L. Nemhauser , Solving binary cutting stock problems by column generation and branch-and-bound. Comput. Optim. Appl. 3 ( 1994 ) 111 - 130 . P.H. Vance , C. Barnhart , E.L. Johnson and G.L. Nemhauser , Airline crew scheduling: A new formulation and decomposition algorithm. Oper. Res. 45 ( 1997 ) 
593 |a Programa de Engenharia de Sistemas e Computação - COPPE, Universidade Federal do Rio de Janeiro, Brazil 
593 |a Departamento de Computación, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Argentina 
690 1 0 |a BRANCH-AND-PRICE 
690 1 0 |a COLUMN-GENERATION 
690 1 0 |a INTEGER PROGRAMMING 
690 1 0 |a BINARY SEQUENCES 
690 1 0 |a COMPUTATIONAL GEOMETRY 
690 1 0 |a COMPUTATIONAL METHODS 
690 1 0 |a INTEGER PROGRAMMING 
690 1 0 |a PROBLEM SOLVING 
690 1 0 |a TELECOMMUNICATION NETWORKS 
690 1 0 |a VECTORS 
690 1 0 |a BINARY COLUMN VECTORS 
690 1 0 |a COLUMN GENERATION 
690 1 0 |a INTEGER LINEAR PROGRAMMING 
690 1 0 |a INTEGER PROBLEMS 
690 1 0 |a LINEAR PROGRAMMING 
700 1 |a De Mendonça Passini, M. 
700 1 |a De Moura Brito, J.A. 
700 1 |a Loiseau, I. 
773 0 |d 2003  |g v. 37  |h pp. 67-83  |k n. 2  |p RAIRO Oper. Res.  |x 03990559  |t RAIRO - Operations Research 
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