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2018 | OriginalPaper | Buchkapitel

46. Trees and Forests

verfasst von : Andréa Cynthia Santos, Christophe Duhamel, Rafael Andrade

Erschienen in: Handbook of Heuristics

Verlag: Springer International Publishing

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Abstract

Trees and forests have been a fascinating research topic in Operations Research (OR)/Management Science (MS) throughout the years because they are involved in numerous difficult problems, have interesting theoretical properties, and cover a large number of practical applications. A tree is a finite undirected connected simple graph with no cycles, while a set of independent trees is called a forest. A spanning tree is a tree covering all nodes of a graph. In this chapter, key components for solving difficult tree and forest problems, as well as insights to develop efficient heuristics relying on such structures, are surveyed. They are usually combined to obtain very efficient metaheuristic algorithms, hybrid methods, and matheuristics. Some emerging topics and trends in trees and forests are pointed out. This is followed by two case studies: a Lagrangian-based heuristic for the minimum degree-constrained spanning tree problem and an evolutionary algorithm for a generalization of the bounded-diameter minimum spanning tree problem. Both problems find applications in network design, telecommunication, and transportation fields, among others.

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Literatur
1.
Zurück zum Zitat Achuthan NR, Caccetta L, Caccetta PA, Geelen JF (1994) Computational methods for the diameter restricted minimum weight spanning tree problem. Australas J Comb 10:51–71 Achuthan NR, Caccetta L, Caccetta PA, Geelen JF (1994) Computational methods for the diameter restricted minimum weight spanning tree problem. Australas J Comb 10:51–71
2.
Zurück zum Zitat Ahuja RK, Magnanti TL, Orlin JB (1993) Network flows – theory, algorithms and applications. Prentice Hall, Upper Saddle River Ahuja RK, Magnanti TL, Orlin JB (1993) Network flows – theory, algorithms and applications. Prentice Hall, Upper Saddle River
3.
Zurück zum Zitat Álvarez-Miranda E, Ljubić I, Toth P (2013) Exact approaches for solving robust prize-collecting Steiner tree problems. Eur J Ope Res 229(3):599–612 Álvarez-Miranda E, Ljubić I, Toth P (2013) Exact approaches for solving robust prize-collecting Steiner tree problems. Eur J Ope Res 229(3):599–612
4.
Zurück zum Zitat Andrade R, Freitas AT (2013) Disjunctive combinatorial branch in a subgradient tree algorithm for the DCMST problem with VNS-Lagrangian bounds. Electron Notes Discrete Math 41(0):5–12 Andrade R, Freitas AT (2013) Disjunctive combinatorial branch in a subgradient tree algorithm for the DCMST problem with VNS-Lagrangian bounds. Electron Notes Discrete Math 41(0):5–12
5.
Zurück zum Zitat Andrade R, Lucena A, Maculan N (2006) Using Lagrangian dual information to generate degree constrained spanning trees. Discrete Appl Math 154(5):703–717 Andrade R, Lucena A, Maculan N (2006) Using Lagrangian dual information to generate degree constrained spanning trees. Discrete Appl Math 154(5):703–717
6.
Zurück zum Zitat Arroyo JEC, Vieira PS, Vianna DS (2008) A GRASP algorithm for the multi-criteria minimum spanning tree problem. Ann Oper Res 159:125–133 Arroyo JEC, Vieira PS, Vianna DS (2008) A GRASP algorithm for the multi-criteria minimum spanning tree problem. Ann Oper Res 159:125–133
7.
Zurück zum Zitat Barahona F, Anbil R (2000) The volume algorithm: producing primal solutions with the subgradient method. Math Program 87:385–399 Barahona F, Anbil R (2000) The volume algorithm: producing primal solutions with the subgradient method. Math Program 87:385–399
8.
Zurück zum Zitat Bean JC (1994) Genetic algorithms and random keys for sequencing and optimization. ORSA J Comput 6(2):154–160 Bean JC (1994) Genetic algorithms and random keys for sequencing and optimization. ORSA J Comput 6(2):154–160
9.
Zurück zum Zitat Beasley JE (1993) Lagrangean relaxation. In: Reeves C (ed) Modern heuristic techniques for combinatorial problems. Wiley, New York, pp 243–303 Beasley JE (1993) Lagrangean relaxation. In: Reeves C (ed) Modern heuristic techniques for combinatorial problems. Wiley, New York, pp 243–303
10.
Zurück zum Zitat Camerini PM, Galbiati G, Maffioli F (1980) Complexity of spanning tree problems: part I. Eur J Oper Res 5(5):346–352 Camerini PM, Galbiati G, Maffioli F (1980) Complexity of spanning tree problems: part I. Eur J Oper Res 5(5):346–352
11.
Zurück zum Zitat Carrano EG, Fonseca CM, Takahashi RHC, Pimenta LCA, Neto OM (2007) A preliminary comparison of tree encoding schemes for evolutionary algorithms. In: IEEE international conference on systems, man and cybernetics, ISIC, Montreal, pp 1969–1974 Carrano EG, Fonseca CM, Takahashi RHC, Pimenta LCA, Neto OM (2007) A preliminary comparison of tree encoding schemes for evolutionary algorithms. In: IEEE international conference on systems, man and cybernetics, ISIC, Montreal, pp 1969–1974
12.
Zurück zum Zitat Cayley A (1889) A theorem on trees. Q J Pure Appl Math 23:376–378MATH Cayley A (1889) A theorem on trees. Q J Pure Appl Math 23:376–378MATH
13.
Zurück zum Zitat Cerrone C, Cerulli R, Raiconi A (2014) Relations, models and a memetic approach for three degree-dependent spanning tree problems. Eur J Oper Res 232(3):442–453MathSciNetCrossRef Cerrone C, Cerulli R, Raiconi A (2014) Relations, models and a memetic approach for three degree-dependent spanning tree problems. Eur J Oper Res 232(3):442–453MathSciNetCrossRef
14.
Zurück zum Zitat Cormen TH, Leiserson CE, Rivest R, Stein C (2009) Introduction to algorithms, 3rd edn. The MIT Press, CambridgeMATH Cormen TH, Leiserson CE, Rivest R, Stein C (2009) Introduction to algorithms, 3rd edn. The MIT Press, CambridgeMATH
15.
Zurück zum Zitat da Cunha AS, Lucena A (2007) Lower and upper bounds for the degree-constrained minimum spanning tree problem. Networks 50(1):55–66MathSciNetCrossRef da Cunha AS, Lucena A (2007) Lower and upper bounds for the degree-constrained minimum spanning tree problem. Networks 50(1):55–66MathSciNetCrossRef
16.
Zurück zum Zitat da Cunha AS, Lucena A, Maculan N, Resende MGC (2009) A relax-and-cut algorithm for the prize-collecting Steiner problem in graphs. Discrete Appl Math 157(6):1198–1217MathSciNetCrossRef da Cunha AS, Lucena A, Maculan N, Resende MGC (2009) A relax-and-cut algorithm for the prize-collecting Steiner problem in graphs. Discrete Appl Math 157(6):1198–1217MathSciNetCrossRef
17.
Zurück zum Zitat de Sousa EG, Santos AC, Aloise DJ (2015) An exact method for solving the bi-objective minimum diameter-cost spanning tree problem. RAIRO Oper Rech 49:143–160MathSciNetCrossRef de Sousa EG, Santos AC, Aloise DJ (2015) An exact method for solving the bi-objective minimum diameter-cost spanning tree problem. RAIRO Oper Rech 49:143–160MathSciNetCrossRef
18.
Zurück zum Zitat de Souza MC, Duhamel C, Ribeiro CC (2003) A GRASP heuristic for the capacitated minimum spanning tree problem using a memory-based local search strategy. In: Resende M, de Sousa J (eds) Metaheuristics: computer decision-making. Kluwer, Boston, pp 627–658CrossRef de Souza MC, Duhamel C, Ribeiro CC (2003) A GRASP heuristic for the capacitated minimum spanning tree problem using a memory-based local search strategy. In: Resende M, de Sousa J (eds) Metaheuristics: computer decision-making. Kluwer, Boston, pp 627–658CrossRef
19.
Zurück zum Zitat Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef
20.
Zurück zum Zitat Duhamel C, Gouveia L, Moura P, Souza M (2008) Models and heuristics for a minimum arborescence problem. Networks 51(1):34–47MathSciNetCrossRef Duhamel C, Gouveia L, Moura P, Souza M (2008) Models and heuristics for a minimum arborescence problem. Networks 51(1):34–47MathSciNetCrossRef
21.
Zurück zum Zitat Fisher ML (1981) The Lagrangian relaxation method for solving integer programming problems. Manag Sci 27:1–18MathSciNetCrossRef Fisher ML (1981) The Lagrangian relaxation method for solving integer programming problems. Manag Sci 27:1–18MathSciNetCrossRef
22.
Zurück zum Zitat Garey MR, Johnson DS (1979) Computers and intractability: a guide to the theory of NP-Completeness. W.H. Freeman, New YorkMATH Garey MR, Johnson DS (1979) Computers and intractability: a guide to the theory of NP-Completeness. W.H. Freeman, New YorkMATH
23.
Zurück zum Zitat Gottlieb J, Julstrom BA, Raidl GR, Rothlauf F (2001) Prüfer numbers: a poor representation of spanning trees for evolutionary search. In: Spector L, Goodman ED et al (eds) Proceedings of the genetic and evolutionary computation conference (GECCO-2001). Morgan Kaufmann, San Francisco, pp 343–350 Gottlieb J, Julstrom BA, Raidl GR, Rothlauf F (2001) Prüfer numbers: a poor representation of spanning trees for evolutionary search. In: Spector L, Goodman ED et al (eds) Proceedings of the genetic and evolutionary computation conference (GECCO-2001). Morgan Kaufmann, San Francisco, pp 343–350
24.
Zurück zum Zitat Gouveia L, Leitner M, Ljubić I (2012) On the hop constrained Steiner tree problem with multiple root nodes. In: Ridha Mahjoub A, Markakis V, Milis I, Paschos VangelisTh (eds) Combinatorial optimization. Volume 7422 of lecture notes in computer science. Springer, Berlin/Heidelberg, pp 201–212 Gouveia L, Leitner M, Ljubić I (2012) On the hop constrained Steiner tree problem with multiple root nodes. In: Ridha Mahjoub A, Markakis V, Milis I, Paschos VangelisTh (eds) Combinatorial optimization. Volume 7422 of lecture notes in computer science. Springer, Berlin/Heidelberg, pp 201–212
25.
Zurück zum Zitat Gouveia L, Magnanti TL (2003) Network flow models for designing diameter-constrained minimum-spanning and Steiner trees. Networks 41:159–173MathSciNetCrossRef Gouveia L, Magnanti TL (2003) Network flow models for designing diameter-constrained minimum-spanning and Steiner trees. Networks 41:159–173MathSciNetCrossRef
26.
Zurück zum Zitat Gouveia L, Simonetti L, Uchoa E (2011) Modeling hop-constrained and diameter-constrained minimum spanning tree problems as Steiner tree problems over layered graphs. Math Program 128:123–148MathSciNetCrossRef Gouveia L, Simonetti L, Uchoa E (2011) Modeling hop-constrained and diameter-constrained minimum spanning tree problems as Steiner tree problems over layered graphs. Math Program 128:123–148MathSciNetCrossRef
27.
Zurück zum Zitat Gruber M, Raidl GR (2005) A new 0-1 ILP approach for the bounded diameter minimum spanning tree problem. In: Hansen P, Mladenovic N, Pérez JAM, Batista BM, MorenoVega JM (eds) The 2nd international network optimization conference, Lisbon, vol 1, pp 178–185 Gruber M, Raidl GR (2005) A new 0-1 ILP approach for the bounded diameter minimum spanning tree problem. In: Hansen P, Mladenovic N, Pérez JAM, Batista BM, MorenoVega JM (eds) The 2nd international network optimization conference, Lisbon, vol 1, pp 178–185
28.
Zurück zum Zitat Guignard M (2003) Lagrangean relaxation. In: Cerdá MAL, Jurado IG (eds) Trabajos de Investigación Operativa, vol 11, chapter2. Sociedad de Estadística e Investigatión Operativa, Madrid, pp 151–228 Guignard M (2003) Lagrangean relaxation. In: Cerdá MAL, Jurado IG (eds) Trabajos de Investigación Operativa, vol 11, chapter2. Sociedad de Estadística e Investigatión Operativa, Madrid, pp 151–228
29.
Zurück zum Zitat Held M, Karp RM (1970) The travelling-salesman problem and minimum spanning trees. Oper Res 18:1138–1162CrossRef Held M, Karp RM (1970) The travelling-salesman problem and minimum spanning trees. Oper Res 18:1138–1162CrossRef
30.
Zurück zum Zitat Held M, Karp RM (1971) The travelling-salesman problem and minimum spanning trees: part II. Math Program 1:6–25CrossRef Held M, Karp RM (1971) The travelling-salesman problem and minimum spanning trees: part II. Math Program 1:6–25CrossRef
31.
32.
Zurück zum Zitat Henschel R, Leal-Taixé L, Rosenhahn B (2014) Efficient multiple people tracking using minimum cost arborescences. In: Jiang X, Hornegger J, Koch R (eds) Pattern recognition lecture notes in computer science. Springer, Cham, pp 265–276 Henschel R, Leal-Taixé L, Rosenhahn B (2014) Efficient multiple people tracking using minimum cost arborescences. In: Jiang X, Hornegger J, Koch R (eds) Pattern recognition lecture notes in computer science. Springer, Cham, pp 265–276
33.
Zurück zum Zitat Ho J-M, Lee DT, Chang C-H, Wong K (1991) Minimum diameter spanning trees and related problems. SIAM J Comput 20(5):987–997MathSciNetCrossRef Ho J-M, Lee DT, Chang C-H, Wong K (1991) Minimum diameter spanning trees and related problems. SIAM J Comput 20(5):987–997MathSciNetCrossRef
34.
Zurück zum Zitat Hwang FK, Richards DS, Winter P (1992) The Steiner tree problem. Annals of discrete mathematics, vol 53. Elsevier, Amsterdam Hwang FK, Richards DS, Winter P (1992) The Steiner tree problem. Annals of discrete mathematics, vol 53. Elsevier, Amsterdam
35.
Zurück zum Zitat Kasperski A, Zieliński P (2011) On the approximability of robust spanning tree problems. Theor Comput Sci 412(4–5):365–374MathSciNetCrossRef Kasperski A, Zieliński P (2011) On the approximability of robust spanning tree problems. Theor Comput Sci 412(4–5):365–374MathSciNetCrossRef
36.
Zurück zum Zitat Krishnamoorthy M, Ernst AT, Sharaiha YM (2001) Comparison of algorithms for the degree constrained minimum spanning tree. J Heuristics 7(6):587–611CrossRef Krishnamoorthy M, Ernst AT, Sharaiha YM (2001) Comparison of algorithms for the degree constrained minimum spanning tree. J Heuristics 7(6):587–611CrossRef
37.
Zurück zum Zitat Kruskal JB (1956) On the shortest spanning subtree of a graph and the traveling salesman problem. Am Math Soci 7:48–50MathSciNetCrossRef Kruskal JB (1956) On the shortest spanning subtree of a graph and the traveling salesman problem. Am Math Soci 7:48–50MathSciNetCrossRef
38.
Zurück zum Zitat Leitner M, Ljubic I, Sinnl M (2015) A computational study of exact approaches for the bi-objective prize-collecting Steiner tree problem. INFORMS J Comput 27(1):118–134CrossRef Leitner M, Ljubic I, Sinnl M (2015) A computational study of exact approaches for the bi-objective prize-collecting Steiner tree problem. INFORMS J Comput 27(1):118–134CrossRef
39.
Zurück zum Zitat Li Y, Yu J, Tao D (2014) Genetic algorithm for spanning tree construction in P2P distributed interactive applications. Neurocomputing 140(0):185–192 Li Y, Yu J, Tao D (2014) Genetic algorithm for spanning tree construction in P2P distributed interactive applications. Neurocomputing 140(0):185–192
40.
Zurück zum Zitat Lucena A, Ribeiro C, Santos AC (2010) A hybrid heuristic for the diameter constrained minimum spanning tree problem. J Glob Optim 46:363–381MathSciNetCrossRef Lucena A, Ribeiro C, Santos AC (2010) A hybrid heuristic for the diameter constrained minimum spanning tree problem. J Glob Optim 46:363–381MathSciNetCrossRef
41.
Zurück zum Zitat Magnanti TL, Wolsey LA (1995) Optimal trees. In: Monma CL, Ball MO, Magnanti TL, Nemhauser GL (eds) Network models. Volume 7 of handbooks in operations research and management science. Elsevier, Amsterda, pp 503–615 Magnanti TL, Wolsey LA (1995) Optimal trees. In: Monma CL, Ball MO, Magnanti TL, Nemhauser GL (eds) Network models. Volume 7 of handbooks in operations research and management science. Elsevier, Amsterda, pp 503–615
42.
Zurück zum Zitat Martinez LC, da Cunha AS (2012) A parallel Lagrangian relaxation algorithm for the min-degree constrained minimum spanning tree problem. In: Mahjoub AR, Markakis V, Milis I, Paschos V (eds) Combinatorial optimization. Volume 7422 of lecture notes in computer science. Springer, Berlin/Heidelberg, pp 237–248 Martinez LC, da Cunha AS (2012) A parallel Lagrangian relaxation algorithm for the min-degree constrained minimum spanning tree problem. In: Mahjoub AR, Markakis V, Milis I, Paschos V (eds) Combinatorial optimization. Volume 7422 of lecture notes in computer science. Springer, Berlin/Heidelberg, pp 237–248
43.
Zurück zum Zitat Noronha TF, Ribeiro CC, Santos AC (2010) Solving diameter-constrained minimum spanning tree problems by constraint programming. Int Trans Oper Res 17(5):653–665MathSciNetCrossRef Noronha TF, Ribeiro CC, Santos AC (2010) Solving diameter-constrained minimum spanning tree problems by constraint programming. Int Trans Oper Res 17(5):653–665MathSciNetCrossRef
44.
Zurück zum Zitat Noronha TF, Santos AC, Ribeiro CC (2008) Constraint programming for the diameter constrained minimum spanning tree problem. Electron Notes Discrete Math 30:93–98MathSciNetCrossRef Noronha TF, Santos AC, Ribeiro CC (2008) Constraint programming for the diameter constrained minimum spanning tree problem. Electron Notes Discrete Math 30:93–98MathSciNetCrossRef
45.
Zurück zum Zitat Prüfer H (1918) Neuer beweis eines satzes über permutationen. Archiv für Mathematik und Physik 27:141–144MATH Prüfer H (1918) Neuer beweis eines satzes über permutationen. Archiv für Mathematik und Physik 27:141–144MATH
46.
Zurück zum Zitat Raidl GR, Julstrom BA (2003) Edge sets: an effective evolutionary coding of spanning trees. IEEE Trans Evol Comput 7(3):225–239CrossRef Raidl GR, Julstrom BA (2003) Edge sets: an effective evolutionary coding of spanning trees. IEEE Trans Evol Comput 7(3):225–239CrossRef
47.
Zurück zum Zitat Raidl GR, Julstrom BA (2003) Greedy heuristics and an evolutionary algorithm for the bounded-diameter minimum spanning tree problem. In: Proceedings of the 18th ACM symposium on applied computing, Melbourne, pp 747–752 Raidl GR, Julstrom BA (2003) Greedy heuristics and an evolutionary algorithm for the bounded-diameter minimum spanning tree problem. In: Proceedings of the 18th ACM symposium on applied computing, Melbourne, pp 747–752
48.
Zurück zum Zitat Ramos RM, Alonso S, Sicilia J, Gonzalez C (1998) The problem of the optimal biobjective spanning tree. Eur J Oper Res 111(3):617–628CrossRef Ramos RM, Alonso S, Sicilia J, Gonzalez C (1998) The problem of the optimal biobjective spanning tree. Eur J Oper Res 111(3):617–628CrossRef
49.
Zurück zum Zitat Requejo C, Santos E (2009) Greedy heuristics for the diameter-constrained minimum spanning tree problem. J Math Sci 161:930–943MathSciNetCrossRef Requejo C, Santos E (2009) Greedy heuristics for the diameter-constrained minimum spanning tree problem. J Math Sci 161:930–943MathSciNetCrossRef
50.
Zurück zum Zitat Saha S, Kumar R (2011) Bounded-diameter MST instances with hybridization of multi-objective ea. Int J Comput Appl 18(4):17–25 Saha S, Kumar R (2011) Bounded-diameter MST instances with hybridization of multi-objective ea. Int J Comput Appl 18(4):17–25
51.
Zurück zum Zitat Santos AC, Duhamel C, Belisário LS, Guedes LM (2012) Strategies for designing energy-efficient clusters-based WSN topologies. J Heuristics 18(4):657–675CrossRef Santos AC, Duhamel C, Belisário LS, Guedes LM (2012) Strategies for designing energy-efficient clusters-based WSN topologies. J Heuristics 18(4):657–675CrossRef
52.
Zurück zum Zitat Santos AC, Lima DR, Aloise DJ (2014) Modeling and solving the bi-objective minimum diameter-cost spanning tree problem. J Glob Optim 60(2):195–216MathSciNetCrossRef Santos AC, Lima DR, Aloise DJ (2014) Modeling and solving the bi-objective minimum diameter-cost spanning tree problem. J Glob Optim 60(2):195–216MathSciNetCrossRef
53.
Zurück zum Zitat Santos AC, Lucena A, Ribeiro CC (2004) Solving diameter constrained minimum spanning tree problem in dense graphs. Lect Notes Comput Sci 3059:458–467CrossRef Santos AC, Lucena A, Ribeiro CC (2004) Solving diameter constrained minimum spanning tree problem in dense graphs. Lect Notes Comput Sci 3059:458–467CrossRef
54.
Zurück zum Zitat Shangin RE, Pardalos PM (2014) Heuristics for minimum spanning k-tree problem. Procedia Comput Sci 31(0):1074–1083CrossRef Shangin RE, Pardalos PM (2014) Heuristics for minimum spanning k-tree problem. Procedia Comput Sci 31(0):1074–1083CrossRef
55.
Zurück zum Zitat Silva RMA, Silva DM, Resende MGC, Mateus GR, Gonçalves JF, Festa P (2014) An edge-swap heuristic for generating spanning trees with minimum number of branch vertices. Optim Lett 8(4):1225–1243MathSciNetCrossRef Silva RMA, Silva DM, Resende MGC, Mateus GR, Gonçalves JF, Festa P (2014) An edge-swap heuristic for generating spanning trees with minimum number of branch vertices. Optim Lett 8(4):1225–1243MathSciNetCrossRef
56.
Zurück zum Zitat Sourd F, Spanjaard O (2008) A multiobjective branch-and-bound framework: application to the biobjective spanning tree problem. INFORMS J Comput 20(3):472–484MathSciNetCrossRef Sourd F, Spanjaard O (2008) A multiobjective branch-and-bound framework: application to the biobjective spanning tree problem. INFORMS J Comput 20(3):472–484MathSciNetCrossRef
57.
Zurück zum Zitat Souza MC, Martins P (2008) Skewed VNS enclosing second order algorithm for the degree constrained minimum spanning tree problem. Eur J Oper Res 191(3):677–690CrossRef Souza MC, Martins P (2008) Skewed VNS enclosing second order algorithm for the degree constrained minimum spanning tree problem. Eur J Oper Res 191(3):677–690CrossRef
58.
Zurück zum Zitat Steiner S, Radzik T (2008) Computing all efficient solutions of the biobjective minimum spanning tree problem. Comput Oper Res 35(1):198–211MathSciNetCrossRef Steiner S, Radzik T (2008) Computing all efficient solutions of the biobjective minimum spanning tree problem. Comput Oper Res 35(1):198–211MathSciNetCrossRef
59.
Zurück zum Zitat Zhou G, Gen M (1999) Genetic algorithm approach on multi-criteria minimum spanning tree problem. Eur J Oper Res 114:141–152CrossRef Zhou G, Gen M (1999) Genetic algorithm approach on multi-criteria minimum spanning tree problem. Eur J Oper Res 114:141–152CrossRef
Metadaten
Titel
Trees and Forests
verfasst von
Andréa Cynthia Santos
Christophe Duhamel
Rafael Andrade
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-07124-4_49