Abstract
We consider the integer program \(\max \{c x\,|\,Ax=b,x \in {\bf N}^n\}\). A formal parallel between linear programming and continuous integration, and discrete summation, shows that a natural duality for integer programs can be derived from the \({\bf Z}\)-transform and Brion and Vergne’s counting formula. Along the same lines, we also provide a discrete Farkas lemma and show that the existence of a nonnegative integral solution \(x\in{\bf N}^n\) to \(Ax=b\) can be tested via a linear program.
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References
K. Aardal, R. Weismantel and L. A. Wolsey, Non-standard approaches to integer programming, Discrete Appl. Math. 123 (2002), 5–74.
W. W. Adams and P. Loustaunau, An Introduction to Gröbner Bases (American Mathematical Society, Providence, RI, 1994).
F. Bacelli, G. Cohen, G. J. Olsder and J.-P. Quadrat, Synchronization and Linearity (John Wiley & Sons, Chichester, 1992).
A. I. Barvinok, Computing the volume, counting integral points and exponential sums, Discrete Comp. Geom. 10 (1993), 123–141.
A. I. Barvinok and J. E. Pommersheim, An algorithmic theory of lattice points in polyhedra, in New Perspectives in Algebraic Combinatorics, MSRI Publications 38 (1999), 91–147.
C. E. Blair and R. G. Jeroslow, The value function of an integer program, Math. Programming 23 (1982), 237–273.
M. Brion and M. Vergne, Residue formulae, vector partition functions and lattice points in rational polytopes, J. Amer. Math. Soc. 10 (1997), 797–833.
J. B. Conway, Functions of a Complex Variable I, 2nd ed. (Springer, New York, 1978).
D. den Hertog, Interior Point Approach to Linear, Quadratic and Convex Programming (Kluwer Academic Publishers, Dordrecht, 1994).
O. Güler, Barrier functions in interior point methods, Math. Oper. Res. 21 (1996), 860–885.
A. Iosevich, Curvature, combinatorics, and the Fourier transform, Notices Amer. Math. Soc. 48 (2001), 577–583.
A. Khovanskii and A. Pukhlikov, A Riemann-Roch theorem for integrals and sums of quasipolynomials over virtual polytopes, St. Petersburg Math. J. 4 (1993), 789–812.
J. B. Lasserre and E. S. Zeron, A Laplace transform algorithm for the volume of a convex polytope, JACM 48 (2001), 1126–1140.
J. B. Lasserre and E. S. Zeron, An alternative algorithm for counting integral points in a convex polytope, Math. Oper. Res. 30 (2005), 597–614.
J. B. Lasserre, La valeur optimale des programmes entiers, C. R. Acad. Sci. Paris Ser. I Math. 335 (2002), 863–866.
J. B. Lasserre, Generating functions and duality for integer programs, Discrete Optim. 1 (2004), 167–187.
G. L. Litvinov, V. P. Maslov and G. B. Shpiz, Linear functionals on idempotent spaces: An algebraic approach, Dokl. Akad. Nauk. 58 (1998), 389–391.
D. S. Mitrinović, J. Sándor and B. Crstici, Handbook of Number Theory (Kluwer Academic Publishers, Dordrecht, 1996).
A. Schrijver, Theory of Linear and Integer Programming (John Wiley & Sons, Chichester, 1986).
V. A. Truong and L. Tunçel, Geometry of homogeneous convex cones, duality mapping, and optimal self-concordant barriers, Research report COOR #2002-15 (2002), University of Waterloo, Waterloo, Canada.
L. A. Wolsey, Integer programming duality: Price functions and sensitivity analysis, Math. Programming 20 (1981), 173–195.
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© 2009 Springer-Verlag New York
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Lasserre, J.B. (2009). Duality and a Farkas lemma for integer programs. In: Pearce, C., Hunt, E. (eds) Optimization. Springer Optimization and Its Applications, vol 32. Springer, New York, NY. https://doi.org/10.1007/978-0-387-98096-6_2
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DOI: https://doi.org/10.1007/978-0-387-98096-6_2
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