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.
- 2.
By the (Weak) Perfect Graph Theorem [22], the complements of these classes of graphs are also perfect.
References
Afriat, S.: The construction of a utility function from expenditure data. Int. Econ. Rev. 8, 67–77 (1967)
Afriat, S.: On a system of inequalities in demand analysis: an extension of the classical method. Int. Econ. Rev. 14, 460–472 (1967)
Apesteguia, J., Ballester, M.: A measure of rationality and welfare. Journal of Political Economy (2015, to appear)
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)
Chudnovsky, M., Robertson, N., Seymour, P., Thomas, R.: The strong perfect graph theorem. Ann. Math. 164, 51–229 (2006)
Dean, M., Martin, D.: Measuring rationality with the minimum cost of revealed preference violations. Review of Economics and Statistics (2015, to appear)
Deb, R., Pai, M.: The geometry of revealed preference. J. Math. Econ. 50, 203–207 (2014)
Dinur, I., Safra, S.: On the hardness of approximating minimum vertex cover. Ann. Math. 162(1), 439–485 (2005)
Earl, R.: Geometry II: 3.1 Stereographic Projection and the Riemann Sphere (2007). https://people.maths.ox.ac.uk/earl/G2-lecture5.pdf
Echenique, F., Lee, S., Shum, M.: The money pump as a measure of revealed preference violations. J. Polit. Econ. 119(6), 1201–1223 (2011)
Gross, J.: Testing data for consistency with revealed preference. Rev. Econ. Stat. 77(4), 701–710 (1995)
Grötschel, M., Lovász, L., Schrijver, A.: Polynomial algorithms for perfect graphs. Ann. Discret. Math. 21, 325–356 (1984)
Grötschel, M., Lovász, L., Schrijver, A.: Geometric Algorithms and Combinatorial Optimisation. Springer-Verlag, Berlin (1988)
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)
Famulari, M.: A household-based, nonparametric test of demand theory. Rev. Econ. Stat. 77, 372–383 (1995)
Heufer, J.: A geometric approach to revealed preference via Hamiltonian cycles. Theor. Decis. 76(3), 329–341 (2014)
Houthakker, H.: Revealed preference and the utility function. Economica New Ser. 17(66), 159–174 (1950)
Houtman, M., Maks, J.: Determining all maximal data subsets consistent with revealed preference. Kwantitatieve Methoden 19, 89–104 (1950)
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)
Khot, S.: On the power of unique 2-prover 1-round games. In: Proceedings of STOC, pp 767–775 (2002)
Koo, A.: An emphirical test of revealed preference theory. Econometrica 31(4), 646–664 (1963)
Lovász, L.: Normal hypergraphs and the perfect graph conjecture. Discret. Math. 2(3), 253–267 (1972)
Rose, H.: Consistency of preference: the two-commodity case. Rev. Econ. Stud. 25, 124–125 (1958)
Samuelson, P.: A note on the pure theory of consumer’s behavior. Economica 5(17), 61–71 (1938)
Samuelson, P.: Consumption theory in terms of revealed preference. Economica 15(60), 243–253 (1948)
Seymour, P.: Packing directed circuits fractionally. Combinatorica 15(2), 281–288 (1995)
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)
Swafford, J., Whitney, G.: Nonparametric test of utility maximization and weak separability for consumption, leisure and money. Rev. Econ. Stat. 69, 458–464 (1987)
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)
Varian, H.: Goodness-of-fit in optimizing models. J. Econometrics 46, 125–140 (1990)
Wang, D., Kuo, Y.: A study on two geometric location problems. Inf. Process. Lett. 28(6), 281–286 (1988)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights 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)