Skip to main content

Testing Consumer Rationality Using Perfect Graphs and Oriented Discs

  • Conference paper
  • First Online:

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 9470))

Abstract

Given a consumer data-set, the axioms of revealed preference proffer a binary test for rational behaviour. A natural (non-binary) measure of the degree of rationality exhibited by the consumer is the minimum number of data points whose removal induces a rationalisable data-set. We study the computational complexity of the resultant consumer rationality problem in this paper. This problem is, in the worst case, equivalent (in terms of approximation) to the directed feedback vertex set problem. Our main result is to obtain an exact threshold on the number of commodities that separates easy cases and hard cases. Specifically, for two-commodity markets the consumer rationality problem is polynomial time solvable; we prove this via a reduction to the vertex cover problem on perfect graphs. For three-commodity markets, however, the problem is NP-complete; we prove this using a reduction from planar 3-sat that is based upon oriented-disc drawings.

This is a preview of subscription content, log in via an institution.

Notes

  1. 1.

    When ties are possible, this formulation is called the strong axiom of revealed preference; see Houthakker [17]. We refer the reader to the survey by Varian [29] for details concerning the assorted axioms of revealed preference.

  2. 2.

    By the (Weak) Perfect Graph Theorem [22], the complements of these classes of graphs are also perfect.

References

  1. Afriat, S.: The construction of a utility function from expenditure data. Int. Econ. Rev. 8, 67–77 (1967)

    Article  Google Scholar 

  2. Afriat, S.: On a system of inequalities in demand analysis: an extension of the classical method. Int. Econ. Rev. 14, 460–472 (1967)

    Article  MathSciNet  Google Scholar 

  3. Apesteguia, J., Ballester, M.: A measure of rationality and welfare. Journal of Political Economy (2015, to appear)

    Google Scholar 

  4. Berge, C.: Färbung von Graphen deren sämtliche beziehungsweise deren ungerade Kreise starr sind (Zusammenfassung). Wiss. Z. Martin-Luther-Univ. Halle-Wittenberg Math.-Natur. Reihe 10, 114–115 (1961)

    Google Scholar 

  5. Chudnovsky, M., Robertson, N., Seymour, P., Thomas, R.: The strong perfect graph theorem. Ann. Math. 164, 51–229 (2006)

    Article  MathSciNet  Google Scholar 

  6. Dean, M., Martin, D.: Measuring rationality with the minimum cost of revealed preference violations. Review of Economics and Statistics (2015, to appear)

    Google Scholar 

  7. Deb, R., Pai, M.: The geometry of revealed preference. J. Math. Econ. 50, 203–207 (2014)

    Article  MathSciNet  Google Scholar 

  8. Dinur, I., Safra, S.: On the hardness of approximating minimum vertex cover. Ann. Math. 162(1), 439–485 (2005)

    Article  MathSciNet  Google Scholar 

  9. Earl, R.: Geometry II: 3.1 Stereographic Projection and the Riemann Sphere (2007). https://people.maths.ox.ac.uk/earl/G2-lecture5.pdf

  10. Echenique, F., Lee, S., Shum, M.: The money pump as a measure of revealed preference violations. J. Polit. Econ. 119(6), 1201–1223 (2011)

    Article  Google Scholar 

  11. Gross, J.: Testing data for consistency with revealed preference. Rev. Econ. Stat. 77(4), 701–710 (1995)

    Article  Google Scholar 

  12. Grötschel, M., Lovász, L., Schrijver, A.: Polynomial algorithms for perfect graphs. Ann. Discret. Math. 21, 325–356 (1984)

    MathSciNet  Google Scholar 

  13. Grötschel, M., Lovász, L., Schrijver, A.: Geometric Algorithms and Combinatorial Optimisation. Springer-Verlag, Berlin (1988)

    Book  Google Scholar 

  14. Guruswami, V., Hastad, J., Manokaran, R., Raghavendra, P., Charikar, M.: Beating the random ordering is hard: every ordering CSP is approximation resistant. SIAM J. Comput. 40(3), 878–914 (2011)

    Article  MathSciNet  Google Scholar 

  15. Famulari, M.: A household-based, nonparametric test of demand theory. Rev. Econ. Stat. 77, 372–383 (1995)

    Article  Google Scholar 

  16. Heufer, J.: A geometric approach to revealed preference via Hamiltonian cycles. Theor. Decis. 76(3), 329–341 (2014)

    Article  MathSciNet  Google Scholar 

  17. Houthakker, H.: Revealed preference and the utility function. Economica New Ser. 17(66), 159–174 (1950)

    Article  MathSciNet  Google Scholar 

  18. Houtman, M., Maks, J.: Determining all maximal data subsets consistent with revealed preference. Kwantitatieve Methoden 19, 89–104 (1950)

    Google Scholar 

  19. Karp, R.: Reducibility among combinatorial problems. In: Miller, R.E., Thatcher, J.W., Bohlinger, J.D. (eds.) Complexity of Computer Computations, pp. 85–103. Plenum, New York (1972)

    Chapter  Google Scholar 

  20. Khot, S.: On the power of unique 2-prover 1-round games. In: Proceedings of STOC, pp 767–775 (2002)

    Google Scholar 

  21. Koo, A.: An emphirical test of revealed preference theory. Econometrica 31(4), 646–664 (1963)

    Article  Google Scholar 

  22. Lovász, L.: Normal hypergraphs and the perfect graph conjecture. Discret. Math. 2(3), 253–267 (1972)

    Article  MathSciNet  Google Scholar 

  23. Rose, H.: Consistency of preference: the two-commodity case. Rev. Econ. Stud. 25, 124–125 (1958)

    Article  Google Scholar 

  24. Samuelson, P.: A note on the pure theory of consumer’s behavior. Economica 5(17), 61–71 (1938)

    Article  Google Scholar 

  25. Samuelson, P.: Consumption theory in terms of revealed preference. Economica 15(60), 243–253 (1948)

    Article  Google Scholar 

  26. Seymour, P.: Packing directed circuits fractionally. Combinatorica 15(2), 281–288 (1995)

    Article  MathSciNet  Google Scholar 

  27. Svensson, O.: Hardness of vertex deletion and project scheduling. In: Gupta, A., Jansen, K., Rolim, J., Servedio, R. (eds.) APPROX 2012 and RANDOM 2012. LNCS, vol. 7408, pp. 301–312. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  28. Swafford, J., Whitney, G.: Nonparametric test of utility maximization and weak separability for consumption, leisure and money. Rev. Econ. Stat. 69, 458–464 (1987)

    Article  Google Scholar 

  29. Varian, H.: Revealed preference. In: Szenberg, M., et al. (eds.) Samulesonian Economics and the 21st Century, pp. 99–115. Oxford University Press, New York (2005)

    Google Scholar 

  30. Varian, H.: Goodness-of-fit in optimizing models. J. Econometrics 46, 125–140 (1990)

    Article  Google Scholar 

  31. Wang, D., Kuo, Y.: A study on two geometric location problems. Inf. Process. Lett. 28(6), 281–286 (1988)

    Article  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Shant Boodaghians .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Boodaghians, S., Vetta, A. (2015). Testing Consumer Rationality Using Perfect Graphs and Oriented Discs. In: Markakis, E., Schäfer, G. (eds) Web and Internet Economics. WINE 2015. Lecture Notes in Computer Science(), vol 9470. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-48995-6_14

Download citation

  • DOI: https://doi.org/10.1007/978-3-662-48995-6_14

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-662-48994-9

  • Online ISBN: 978-3-662-48995-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics