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Recent studies of agent incentives in internet resource allocation and pricing

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Abstract

Market makers choose and design market rules to serve certain objectives, such as to maximize revenue from the sales in the case of a single seller and multiple buyers. Given such rules, market participants play against each other to maximize their utility function values on goods acquired, possibly by hiding or misrepresenting their information needed in the implementation of market rules. Today’s Internet economy has changed the information collection process and may make some of the assumptions of market rule implementation obsolete. Here we make a fresh review of works on this challenge on the Internet where new economic systems operate.

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References

  • Adams E, Dormans J (2012) Game mechanics: advanced game design. New Riders

  • Adsul B, Babu S, Garg J, Mehta R, Sohoni M (2010) Nash equilibria in Fisher market. In: Proeceedings of the 3rd international symposium on algorithmic game theory (SAGT), pp 30–41

  • Adsul B, Garg J, Mehta R, Sohoni MA (2011) Rank-1 bimatrix games: a homeomorphism and a polynomial time algorithm. In: Proceedings of the 43rd ACM symposium on theory of computing (STOC), pp 195–204

  • Anshelevich E, Kar K, Sekar S (2015) Envy-free pricing in large markets: approximating revenue and welfare. In: Proceedings of the 42th international colloquium on automata, languages, and programming (ICALP), pp 52–64

  • Armbrust M (2009) Above the clouds: a berkeley view of cloud computing. Science 53(4):50–58

    Google Scholar 

  • Arrow KJ, Debreu G (1954) Existence of an equilibrium for a competitive economy. Econometrica 22:265–290

    Article  Google Scholar 

  • Aumann RJ (1995) Backward induction and common knowledge of rationality. Games Econ Behav 8(1):6–19

    Article  Google Scholar 

  • Azevedo EM, Budish E (2012) Strategy proofness in the large as a desideratum for market design. In: Proceedings of the 13th ACM conference on electronic commerce (EC), pp 55–55

  • Babaioff M, Lucier B, Nisan N, Leme RP (2014) On the efficiency of the Walrasian mechanism. In: Proceedings of the 15th ACM conference on electronic commerce (EC), pp 783–800

  • Bajari P, Hortacsu A (2005) Are structural estimates of auction models reasonable? Evidence from experimental data. J Polit Econ 113(4):703–741

    Article  Google Scholar 

  • Barberà S, Jackson M (1995) Strategy-proof exchange. Econometrica 63(1):51–87

    Article  Google Scholar 

  • Brânzei S, Chen Y, Deng X, Filos-Ratsikas A, Kristoffer S, Frederiksen S, Zhang J (2014) The fisher market game: equilibrium and welfare. In: Proceedings of the 28th conference on artificial intelligence (AAAI), pp 587–593

  • Camerer C, Ho T, Chong J (2004) A cognitive hierarchy theory of one-shot games. Q J Econ 119(3):861–898

    Article  Google Scholar 

  • Chen Z, Cheng Y, Deng X, Qi Q, Yan X (2017) Agent incentives of strategic behavior in resource exchange. in: Proceedings of the 9th international symposium on algorithmic game theory (SAGT), pp 227–239

  • Chen Z, Cheng Y, Deng X, Qi Q, Yan X (2017) Limiting user’s Sybil attack in resource sharing. In: Proceedings of the 13th international workshop on internet and network economics (WINE), pp 103–119

  • Chen Z, Cheng Y, Qi Q, Yan X (2017) Incentive ratios of a proportional sharing mechanism in resource sharing. In: Proceedings of 23rd international computing and combinatorics conference (COCOON), pp 137–149

  • Chen N, Deng X (2011) On Nash dynamics of matching market equilibria, CoRR abs/1103.4196

  • Chen N, Deng X, Tang B, Zhang H (2016) Incentives for strategic behavior in fisher market games. In: Proceedings of the 30th conference on artificial intelligence (AAAI), pp 453–459

  • Chen N, Deng X, Zhang J (2011) How profitable are strategic behaviors in a market? In: Proceedings of European symposium on algorithms (ESA), pp 106–118

  • Chen N, Deng X, Zhang XH, Zhang J (2012) Incentive ratios of fisher markets. In: Proceedings of the 39th international colloquium on automata, languages, and programming (ICALP), pp 464–475

  • Cheng Y, Deng X, Pi Y, Yan X (2015) Can bandwidth sharing be truthful? In: Proceedings of the 7th international symposium on algorithmic game theory (SAGT), pp 190–202

  • Cheng Y, Deng X, Qi Q, Yan X (2016) Truthfulness of a proportional sharing mechanism in resource exchange. In: Proceedings of the 25th international joint conference on artificial intelligence (IJCAI), pp 187–193

  • Clarke E (1971) Multipart pricing of public goods. Public Choice 11(1):17–33

    Article  Google Scholar 

  • Cohen M, Sundararajan A (2015) Self-regulation and innovation in the peer-to-peer sharing economy. University of Chicago Law Review Dialogue, 116

  • Deng X (2015) Game theoretic understanding of social economic system design. Keynote speech, The 7th Asian Conference on Machine Learning (ACML)

  • Deng X, Huang L, Li M (2007) On Walrasian price of CPU time. Algorithmica 48:159–172

    Article  Google Scholar 

  • Deng X, Wang J, Wang J (2017) How to design a common telecom infrastructure for competitors to be individually rational and collectively optimal. IEEE J Sel Areas Commun 35(3):736–750

    Article  Google Scholar 

  • Deng X, Xiao T, Zhu K (2017) Learn to play maximum revenue auction. IEEE Trans Cloud Comput, appeared on-line

  • Edelman B, Ostrovsky M, Schwarz M (2007) Internet advertising and the generalized second-price auction: selling billions of dollars worth of keywords. Am Econ Rev 97:242–259

    Article  Google Scholar 

  • Edelman B, Schwarz M (2006) Optimal auction design in a multi-unit environment: the case of sponsored search auctions. Unpublished Manuscript

  • Eldering CA (2003) Advertisement selection system supporting discretionary target market characteristics. US6560578

  • Feldman M, Lai K, Stoica I (2004) Robust incentive techniques for peer-to-peer networks. In: Proceedings of the 5th ACM conference on electronic commerce (EC), pp 102–111

  • Feng J, Bhargava HK, Pennock D (2007) Implementing sponsored search in web search engines: computational evaluation of alternative mechanisms. INFORMS J Comput 19:137–148

    Article  Google Scholar 

  • Foster I (2002) What is a grid? A three point checklist. Grid Today 1:22–25

    Google Scholar 

  • Gale D, Shapley L (1962) College admissions and the stability of marriage. Am Math Mon 69:9–15

    Article  Google Scholar 

  • Georgiadis L, Iosifidi G, Tassiulas L (2015). Exchange of services in networks: competition, cooperation, and fairness. In: Proceedings of the 2015 ACM international conference on measurement and modeling of computer systems (SIGMETRICS), pp 43–56

  • Ghodsi A, Zaharia M, Hindman B, Konwinski A, Shenker S, Stoica I (2011) Dominant resource fairness: fair allocation of multiple resource types. (NSDI), pp 323–336

  • Goldberg AV, Hartline JD, Wright A (2001) Competitive auctions and digital goods. In: Proceedings of the 12th ACM-SIAM symposium on discrete algorithms (SODA), vol 55, no 2, pp 735–744

  • Gordon DF (1955) Operational proposition in economic theory. J Polit Econ 63:150–161

    Article  Google Scholar 

  • Gradwohl R, Reingold O (2008) Fault tolerance in large games. In: Proceedings of the 9th ACM conference on electronic commerce (EC), pp 274–283

  • Groves T (1973) Incentives in teams. Econometrica 41(4):617–631

    Article  Google Scholar 

  • Guruswami V, Hartline J, Karlin A, Kempe D, Kenyon C, McSherry F (2005) On profit-maximizing envy-free pricing. In: Proceedings of 16th ACM-SIAM symposium on discrete algorithms (SODA), pp 1164–1173

  • Hahn R, Metcalfe R (2017) The Ridesharing revolution: economic survey and synthesis. In: Kominers SD, Teytelboym A (eds) More equal by design: economic design responses to inequality, volume IV. Oxford University Press, Oxford

  • Hindman B, Konwinski A, Zaharia M, Ghodsi A, Joseph AD, Katz R, Shenker S, Stoica I (2011) Mesos:a platform for fine-grained resource sharing in the data center. In: Proceedings of the 8th networked systems design and implementation (NSDI), pp 295–308

  • Hurwicz L (1972) On informationally decentralized systems. In: McGuire CB, Radner R (eds) Decision and organization: a volume in honor of Jacob Marshak (North-Holland), pp 297–336

  • Hurwicz L (2007) But who guide the guidians?. L. Hurwicz, Nobel Prize Lecture

  • Immorlica N, Mahdian M (2005) Marriage, honesty and stability. In: Proceedings of the 22th international symposium on theoretical aspects of computer science (STACS), pp 641–653

  • Iwasaki A, Katsuragi A, Yokoo M (2011) False-name bidding in first-price combinatorial auctions with incomplete information. In: Proceedings of international conference on autonomous agents and multiagent systems (AAMAS), pp 541–548

  • Jackson MO (1992) Incentive compatibility and competitive allocations. Econ Lett 40:299–302

    Article  Google Scholar 

  • Jansen B, Mullen T (2008) Sponsored search: an overview of the concept, history, and technology. Int J Electron Bus 6(2):114–131

    Article  Google Scholar 

  • Jian L, Jeffrey K, MacKie M (2012) Incentive-centered design for user-contributed content. The Oxford Handbook of The Digital Economy

  • Kaelbling LP, Littman ML, Moore AW (1996) Reinforcement learning: a survey. J Artif Intell Res 4(1):237–285

    Article  Google Scholar 

  • King M, Atkins J, Schwarz M (2007) Internet advertising and the generalized second-price auction: selling billions of dollars worth of keywords. Am Econ Rev 97(1):242–259

    Article  Google Scholar 

  • Koutsoupias E, Papadimitriou CH (1999) Worst-case equilibria. In: Proceedings of the 16th international symposium on theoretical aspects of computer science (STACS), pp 404–413

  • Kwon O (2006) Multi-agent system approach to context-aware coordinated web services under general market mechanism. Decision Support Syst 41(2):380–399

    Article  Google Scholar 

  • LaValle S, Lesser E, Shockley R, Hopkins MS, Kruschwitz N (2011) Big data, analytics and the path from insights to value. MIT Sloan Manag Rev 52(2):21–32

    Google Scholar 

  • Marbach P, Berry R (2002) Downlink resource allocation and pricing for wireless networks. In: Proceedings of the 21st annual joint conference of the IEEE computer and communications societies (INFOCOM), vol 3, pp 1470–1479

  • McKenzie L (1954) On equilibrium in Graham’s model of world trade and other competitive systems. Econometrica 22(2):147–161

    Article  Google Scholar 

  • Mehta R, Sohoni M (2013) Exchange markets: strategy meets supply-awareness. In: Proceedings of the 9th international workshop on internet and network economics (WINE), pp 361–362

  • Michahelles F (ed) (2009) Business aspects of the internet of things. Seminar of advanced topics, FS

  • Mnih V, Kavukcuoglu K, Silver D, Rusu A, Veness J, Bellemare MG, Graves A, Riedmiller M, Fidjeland AK, Ostrovski G, Petersen S, Beattie C, Sadik A, Antonoglou I, King H, Kumaran D, Wierstra D, Legg S, Hassabis D (2015) Human-level control through deep reinforcement learning. Nature 518:1529

    Article  Google Scholar 

  • Myerson R (1979) Incentive-compatibility and the bargaining problem. Econometrica 47:61–73

    Article  Google Scholar 

  • Myerson R (1981) Optimal auction design. Math Oper Res 6(1):58–73

    Article  Google Scholar 

  • Nash J (1950) Equilibrium points in n-person games. Proc Natl Acad Sci USA 36(1):48–49

    Article  Google Scholar 

  • Otani Y, Sicilian J (1982) Equilibrium aloptlocations of walrasian preference games. J Econ Theory 27(1):47–68

    Article  Google Scholar 

  • Polak I (2016) The incentive ratio in exchange economies. In: Proceedings of the 10th international conference on combinatorial optimization and applications (COCOA), pp 685–692

  • Postlewaite A (1979) Manipulation via endowments. Rev Econ Stud 46(2):255–262

    Article  Google Scholar 

  • Roberts DJ, Postlewaite A (1976) The incentives for price taking behaviour in large exchange economies. Econometrica 44:115–127

    Article  Google Scholar 

  • Roughgarden T, Tardos E (2002) How bad is selfish routing. J ACM 49(2):236–259

    Article  Google Scholar 

  • Schelling TC (1969) The strategy of conflict. Sciences 9(3):3–8

    Article  Google Scholar 

  • Schollmeier R (2001) A definition of peer-to-peer networking for the classification of peer-to-peer architectures and applications. In: Proceedings of the 1st international conference on peer-to-peer computing, pp 101–102

  • Shapley L, Shubik M (1971) The assignment game I: the core. Int J Game Theory 1(1):111–130

    Article  Google Scholar 

  • Simon HA (1957) A behavioral model of rational choice. Models of man, social and rational: mathematical essays on rational human behavior in a social setting. Wiley, New York, pp 241–260

  • Simon HA (1953) A behavioral model of rational choice. Q J Econ 69(1):99–118

    Article  Google Scholar 

  • Smith A (1776) An inquiry into the nature and causes of the wealth of nations. University of Chicago Press, Chicago

    Book  Google Scholar 

  • Solow RM (1956) A contribution to the theory of economic growth. Q J Econ 70:65–94

    Article  Google Scholar 

  • Strausz R (2003) Deterministic mechanisms and the revelation principle. Econ Let 79:333–337

    Article  Google Scholar 

  • Strösser J, Neumann D, Weinhardt C (2010) Market-based pricing in grids: on strategic manipulation and computational cost. Eur J Oper Res 203:464–475

    Article  Google Scholar 

  • Tang P, Zeng Y (2016) How to manipulate truthful prior-dependent mechanisms? CoRR, abs/1606.02409

  • Teng F, Magoules F (2010) Resource pricing and equilibrium allocation policy in cloud computing. In: Proceedings of IEEE 10th international conference on computer and information technology (CIT), pp 195–202

  • Turner DA, Ross KW (2004) A lightweight currency paradigm for the P2P resource market. Proc. electronic commerce research

  • Varian HR (2006) Position auctions. Int J Ind Organ 25:1163–1178

    Article  Google Scholar 

  • Vickrey W (1961) Counterspeculation, auctions and competitive sealed tenders. J Finance 16:8–37

    Article  Google Scholar 

  • Walras L (1874) Éléments d’économie politique pure. ou théorie de la richesse sociale

  • Wang X, He F, Yang H, Gao HO (2016) Pricing strategies for a taxi-hailing platform. Transp Res Part E: Logist Transp Rev 93:212–237

    Article  Google Scholar 

  • Wiseman T (2005) A partial folk theorem for games with unknown payoff distributions. Econometrica 73(2):629–645

    Article  Google Scholar 

  • Wolski R, Plank JS, Brevik J, Bryan T (2001) Analyzing market-based resource allocation strategies for the computational grid. Int J High Perform Comput Appl 15(3):258–281

    Article  Google Scholar 

  • Wu F, Zhang L (2007) Proportional response dynamics leads to market equilibrium. In: Proceedings of the 39th ACM symposium on theory of computing (STOC), pp 354–363

  • Yi G (1991) Manipulation via withholding: a generalization. Rev Econ Stud 58(4):817–820

    Article  Google Scholar 

  • Yokoo M, Sakurai Y, Matsubara S (2004) The effect of false-name bids in combinatorial auctions: new fraud in Internet auctions. Games Econ Behav 46:174–188

    Article  Google Scholar 

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Correspondence to Xiaotie Deng.

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This is a theoretical research therefore there is no human nor animal subjects is involved.

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There is no conflict of interest to any other work.

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This research was partially supported by the National Natural Science Foundation of China (Nos. 61632017, 61761146005, 71771161, 71471091). Dominik Scheder acknowledges support by the National Natural Science Foundation of China under Grant 61502300.

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Cheng, Y., Deng, X. & Scheder, D. Recent studies of agent incentives in internet resource allocation and pricing. 4OR-Q J Oper Res 16, 231–260 (2018). https://doi.org/10.1007/s10288-018-0385-3

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