Skip to main content
Top

2018 | OriginalPaper | Chapter

Prophet Inequalities vs. Approximating Optimum Online

Authors : Rad Niazadeh, Amin Saberi, Ali Shameli

Published in: Web and Internet Economics

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

We revisit the classic prophet inequality problem, where the goal is selling a single item to an arriving sequence of buyers whose values are drawn from independent distributions, to maximize the expected allocated value. The usual benchmark is the expected value that an omniscient prophet who knows the future can attain. We diverge from this framework and compare the performance of the best single pricing mechanism with the best optimum online mechanism.
Somewhat surprisingly, we show that the original tight prophet inequality bounds comparing the single-pricing with the optimum offline are tight even when we use the optimum online as a benchmark, both for the identical and non-identical distributions. Moreover, we incorporate linear programming to characterize this benchmark, and show how this approach leads to a modular way of designing prophet inequalities, hence reconstructing the results of [31] and [13] with somewhat simpler proofs.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Footnotes
1
Although the focus of this paper is not on truthful mechanism design, all of our mechanisms are pricing and hence truthful.
 
2
We drop lower order terms by using \(\approx \).
 
3
In the case of non-atomic distributions, this LP is essentially a continuous program with uncountably many variables. In the case of discrete distributions, the LP has finitely many variables.
 
4
Note that we assume the true \(\pi \) is the unitary ordering, but that is without loss of generality.
 
Literature
1.
go back to reference Abolhassani, M., Ehsani, S., Esfandiari, H., HajiAghayi, M., Kleinberg, R., Lucier, B.: Beating \(1-1\)/e for ordered prophets. In: Proceedings of the 49th Annual ACM SIGACT Symposium on Theory of Computing, pp. 61–71. ACM (2017) Abolhassani, M., Ehsani, S., Esfandiari, H., HajiAghayi, M., Kleinberg, R., Lucier, B.: Beating \(1-1\)/e for ordered prophets. In: Proceedings of the 49th Annual ACM SIGACT Symposium on Theory of Computing, pp. 61–71. ACM (2017)
2.
go back to reference Alaei, S.: Bayesian combinatorial auctions: expanding single buyer mechanisms to many buyers. SIAM J. Comput. 43(2), 930–972 (2014)MathSciNetCrossRef Alaei, S.: Bayesian combinatorial auctions: expanding single buyer mechanisms to many buyers. SIAM J. Comput. 43(2), 930–972 (2014)MathSciNetCrossRef
3.
go back to reference Alaei, S., Hartline, J., Niazadeh, R., Pountourakis, E., Yuan, Y.: Optimal auctions vs. anonymous pricing. In: 2015 IEEE 56th Annual Symposium on Foundations of Computer Science (FOCS), pp. 1446–1463. IEEE (2015) Alaei, S., Hartline, J., Niazadeh, R., Pountourakis, E., Yuan, Y.: Optimal auctions vs. anonymous pricing. In: 2015 IEEE 56th Annual Symposium on Foundations of Computer Science (FOCS), pp. 1446–1463. IEEE (2015)
4.
go back to reference Anari, N., Niazadeh, R., Saberi, A., Shameli, A.: Nearly optimal pricing algorithms for production constrained and laminar bayesian selection. arXiv preprint arXiv:1807.05477 (2018) Anari, N., Niazadeh, R., Saberi, A., Shameli, A.: Nearly optimal pricing algorithms for production constrained and laminar bayesian selection. arXiv preprint arXiv:​1807.​05477 (2018)
5.
go back to reference Azar, P.D., Kleinberg, R., Weinberg, S.M.: Prophet inequalities with limited information. In: Proceedings of the Twenty-Fifth Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 1358–1377. Society for Industrial and Applied Mathematics (2014) Azar, P.D., Kleinberg, R., Weinberg, S.M.: Prophet inequalities with limited information. In: Proceedings of the Twenty-Fifth Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 1358–1377. Society for Industrial and Applied Mathematics (2014)
6.
go back to reference Azar, Y., Chiplunkar, A., Kaplan, H.: Prophet secretary: Surpassing the \(1-1\)/e barrier. In: Proceedings of the 2018 ACM Conference on Economics and Computation, pp. 303–318. ACM (2018) Azar, Y., Chiplunkar, A., Kaplan, H.: Prophet secretary: Surpassing the \(1-1\)/e barrier. In: Proceedings of the 2018 ACM Conference on Economics and Computation, pp. 303–318. ACM (2018)
7.
go back to reference Babaioff, M., Immorlica, N., Lucier, B., Weinberg, S.M.: A simple and approximately optimal mechanism for an additive buyer. ACM SIGecom Exch. 13(2), 31–35 (2015)CrossRef Babaioff, M., Immorlica, N., Lucier, B., Weinberg, S.M.: A simple and approximately optimal mechanism for an additive buyer. ACM SIGecom Exch. 13(2), 31–35 (2015)CrossRef
8.
go back to reference Beyhaghi, H., Golrezaei, N., Leme, R.P., Pal, M., Siva, B.: Improved approximations for free-order prophets and second-price auctions. arXiv preprint arXiv:1807.03435 (2018) Beyhaghi, H., Golrezaei, N., Leme, R.P., Pal, M., Siva, B.: Improved approximations for free-order prophets and second-price auctions. arXiv preprint arXiv:​1807.​03435 (2018)
9.
go back to reference Cai, Y., Daskalakis, C., Weinberg, S.M.: Optimal multi-dimensional mechanism design: reducing revenue to welfare maximization. In: 2012 IEEE 53rd Annual Symposium on Foundations of Computer Science (FOCS), pp. 130–139. IEEE (2012) Cai, Y., Daskalakis, C., Weinberg, S.M.: Optimal multi-dimensional mechanism design: reducing revenue to welfare maximization. In: 2012 IEEE 53rd Annual Symposium on Foundations of Computer Science (FOCS), pp. 130–139. IEEE (2012)
10.
go back to reference Cai, Y., Devanur, N.R., Weinberg, S.M.: A duality based unified approach to Bayesian mechanism design. In: Proceedings of the Forty-Eighth Annual ACM Symposium on Theory of Computing, pp. 926–939. ACM (2016)CrossRef Cai, Y., Devanur, N.R., Weinberg, S.M.: A duality based unified approach to Bayesian mechanism design. In: Proceedings of the Forty-Eighth Annual ACM Symposium on Theory of Computing, pp. 926–939. ACM (2016)CrossRef
11.
go back to reference Chawla, S., Hartline, J.D., Malec, D.L., Sivan, B.: Multi-parameter mechanism design and sequential posted pricing. In: Proceedings of the Forty-Second ACM Symposium on Theory of Computing, pp. 311–320. ACM (2010) Chawla, S., Hartline, J.D., Malec, D.L., Sivan, B.: Multi-parameter mechanism design and sequential posted pricing. In: Proceedings of the Forty-Second ACM Symposium on Theory of Computing, pp. 311–320. ACM (2010)
12.
go back to reference Chawla, S., Miller, J.B.: Mechanism design for subadditive agents via an ex-ante relaxation. In: Proceedings of the 2016 ACM Conference on Economics and Computation, pp. 579–596. ACM (2016) Chawla, S., Miller, J.B.: Mechanism design for subadditive agents via an ex-ante relaxation. In: Proceedings of the 2016 ACM Conference on Economics and Computation, pp. 579–596. ACM (2016)
13.
go back to reference Correa, J., Foncea, P., Hoeksma, R., Oosterwijk, T., Vredeveld, T.: Posted price mechanisms for a random stream of customers. In: Proceedings of the 2017 ACM Conference on Economics and Computation, pp. 169–186. ACM (2017) Correa, J., Foncea, P., Hoeksma, R., Oosterwijk, T., Vredeveld, T.: Posted price mechanisms for a random stream of customers. In: Proceedings of the 2017 ACM Conference on Economics and Computation, pp. 169–186. ACM (2017)
15.
go back to reference Düetting, P., Feldman, M., Kesselheim, T., Lucier, B.: Prophet inequalities made easy: stochastic optimization by pricing non-stochastic inputs. In: 2017 IEEE 58th Annual Symposium on Foundations of Computer Science (FOCS), pp. 540–551. IEEE (2017) Düetting, P., Feldman, M., Kesselheim, T., Lucier, B.: Prophet inequalities made easy: stochastic optimization by pricing non-stochastic inputs. In: 2017 IEEE 58th Annual Symposium on Foundations of Computer Science (FOCS), pp. 540–551. IEEE (2017)
16.
go back to reference Dütting, P., Fischer, F., Klimm, M.: Revenue gaps for discriminatory and anonymous sequential posted pricing. arXiv preprint arXiv:1607.07105 (2016) Dütting, P., Fischer, F., Klimm, M.: Revenue gaps for discriminatory and anonymous sequential posted pricing. arXiv preprint arXiv:​1607.​07105 (2016)
17.
go back to reference Ehsani, S., Hajiaghayi, M., Kesselheim, T., Singla, S.: Prophet secretary for combinatorial auctions and matroids. In: Proceedings of the Twenty-Ninth Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 700–714. SIAM (2018)CrossRef Ehsani, S., Hajiaghayi, M., Kesselheim, T., Singla, S.: Prophet secretary for combinatorial auctions and matroids. In: Proceedings of the Twenty-Ninth Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 700–714. SIAM (2018)CrossRef
18.
go back to reference Esfandiari, H., Hajiaghayi, M., Liaghat, V., Monemizadeh, M.: Prophet secretary. SIAM J. Discrete Math. 31(3), 1685–1701 (2017)MathSciNetCrossRef Esfandiari, H., Hajiaghayi, M., Liaghat, V., Monemizadeh, M.: Prophet secretary. SIAM J. Discrete Math. 31(3), 1685–1701 (2017)MathSciNetCrossRef
19.
go back to reference Feldman, M., Fu, H., Gravin, N., Lucier, B.: Simultaneous auctions are (almost) efficient. In: Proceedings of the Forty-Fifth Annual ACM Symposium on Theory of Computing, pp. 201–210. ACM (2013) Feldman, M., Fu, H., Gravin, N., Lucier, B.: Simultaneous auctions are (almost) efficient. In: Proceedings of the Forty-Fifth Annual ACM Symposium on Theory of Computing, pp. 201–210. ACM (2013)
20.
go back to reference Feldman, M., Svensson, O., Zenklusen, R.: Online contention resolution schemes. In: Proceedings of the Twenty-Seventh Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 1014–1033. Society for Industrial and Applied Mathematics (2016) Feldman, M., Svensson, O., Zenklusen, R.: Online contention resolution schemes. In: Proceedings of the Twenty-Seventh Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 1014–1033. Society for Industrial and Applied Mathematics (2016)
21.
22.
go back to reference Hajiaghayi, M.T., Kleinberg, R., Sandholm, T.: Automated online mechanism design and prophet inequalities. AAAI. vol. 7, pp. 58–65 (2007) Hajiaghayi, M.T., Kleinberg, R., Sandholm, T.: Automated online mechanism design and prophet inequalities. AAAI. vol. 7, pp. 58–65 (2007)
23.
go back to reference Hartline, J.D.: Approximation in mechanism design. Am. Econ. Rev. 102(3), 330–336 (2012)CrossRef Hartline, J.D.: Approximation in mechanism design. Am. Econ. Rev. 102(3), 330–336 (2012)CrossRef
24.
go back to reference Hartline, J.D., Roughgarden, T.: Simple versus optimal mechanisms. In: Proceedings of the 10th ACM Conference on Electronic Commerce, pp. 225–234. ACM (2009) Hartline, J.D., Roughgarden, T.: Simple versus optimal mechanisms. In: Proceedings of the 10th ACM Conference on Electronic Commerce, pp. 225–234. ACM (2009)
25.
go back to reference Hill, T.P., Kertz, R.P.: Comparisons of stop rule and supremum expectations of IID random variables. Ann. Probab. 10(2), 336–345 (1982)MathSciNetCrossRef Hill, T.P., Kertz, R.P.: Comparisons of stop rule and supremum expectations of IID random variables. Ann. Probab. 10(2), 336–345 (1982)MathSciNetCrossRef
26.
go back to reference Kleinberg, R., Weinberg, S.M.: Matroid prophet inequalities. In: Proceedings of the Forty-Fourth Annual ACM Symposium on Theory of Computing, pp. 123–136. ACM (2012) Kleinberg, R., Weinberg, S.M.: Matroid prophet inequalities. In: Proceedings of the Forty-Fourth Annual ACM Symposium on Theory of Computing, pp. 123–136. ACM (2012)
27.
go back to reference Krengel, U., Sucheston, L.: On semiamarts, amarts, and processes with finite value. Probab. Banach Spaces 4, 197–266 (1978)MathSciNet Krengel, U., Sucheston, L.: On semiamarts, amarts, and processes with finite value. Probab. Banach Spaces 4, 197–266 (1978)MathSciNet
28.
go back to reference Lee, E., Singla, S.: Optimal online contention resolution schemes via ex-ante prophet inequalities. In: LIPIcs-Leibniz International Proceedings in Informatics, vol. 112. Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik (2018) Lee, E., Singla, S.: Optimal online contention resolution schemes via ex-ante prophet inequalities. In: LIPIcs-Leibniz International Proceedings in Informatics, vol. 112. Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik (2018)
29.
go back to reference Lucier, B.: An economic view of prophet inequalities. ACM SIGecom Exch. 16(1), 24–47 (2017)CrossRef Lucier, B.: An economic view of prophet inequalities. ACM SIGecom Exch. 16(1), 24–47 (2017)CrossRef
30.
go back to reference Rubinstein, A.: Beyond matroids: secretary problem and prophet inequality with general constraints. In: Proceedings of the Forty-eighth Annual ACM Symposium on Theory of Computing, pp. 324–332. ACM (2016) Rubinstein, A.: Beyond matroids: secretary problem and prophet inequality with general constraints. In: Proceedings of the Forty-eighth Annual ACM Symposium on Theory of Computing, pp. 324–332. ACM (2016)
31.
go back to reference Samuel-Cahn, E.: Comparison of threshold stop rules and maximum for independent nonnegative random variables. Ann. Probab. 12(4), 1213–1216 (1984)MathSciNetCrossRef Samuel-Cahn, E.: Comparison of threshold stop rules and maximum for independent nonnegative random variables. Ann. Probab. 12(4), 1213–1216 (1984)MathSciNetCrossRef
32.
go back to reference Yan, Q.: Mechanism design via correlation gap. In: Proceedings of the Twenty-Second Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 710–719. Society for Industrial and Applied Mathematics (2011) Yan, Q.: Mechanism design via correlation gap. In: Proceedings of the Twenty-Second Annual ACM-SIAM Symposium on Discrete Algorithms, pp. 710–719. Society for Industrial and Applied Mathematics (2011)
Metadata
Title
Prophet Inequalities vs. Approximating Optimum Online
Authors
Rad Niazadeh
Amin Saberi
Ali Shameli
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-030-04612-5_24

Premium Partner