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Erschienen in: International Journal of Parallel Programming 4/2019

16.02.2018

Analysis for Behavioral Economics in Social Networks: An Altruism-Based Dynamic Cooperation Model

verfasst von: Deng Li, Zhujun Chen, Jiaqi Liu

Erschienen in: International Journal of Parallel Programming | Ausgabe 4/2019

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Abstract

Aiming at uncooperative behaviors such as free-riding, white-washing and sybil attacks, and the lack of rationality hypothesis in the traditional economic models, the paper presents an Altruism-Based Dynamic Model (ABDM) in social networks by introducing views from reciprocal altruistic theory. Considering the initiative of nodes behind reciprocal altruistic behaviors, the ABDM improves the cooperation rate of the network and promotes the propagation of cooperative behavior by using the nodes’ inherent ability of reciprocal altruism. Furthermore, based on nodes’ bounded rationality, ABDM also perfects models of traditional economic theories. The simulation results show that compared with the traditional model, the proposed ABDM has the higher level of cooperation, the stronger scalability and the better robustness. On this basis, the paper analyzes the ABDM at different scenarios: varying group sizes and population; behavior selection under varying parameter settings (cost-to-benefit ratios of the psychological payoff and etc.). With the more efficient interactions among the nodes, the ABDM model can improve the efficiency of parallel processing.

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Literatur
1.
Zurück zum Zitat Liu, X., Zhou, Y., Hu, C., et al.: MIRACLE: a multiple independent random walks community parallel detection algorithm for big graphs. J. Netw. Comput. Appl. 70, 89–101 (2016)CrossRef Liu, X., Zhou, Y., Hu, C., et al.: MIRACLE: a multiple independent random walks community parallel detection algorithm for big graphs. J. Netw. Comput. Appl. 70, 89–101 (2016)CrossRef
2.
Zurück zum Zitat Meyerhenke, H., Sanders, P., Schulz, C.: Parallel graph partitioning for complex networks. IEEE Trans. Parallel Distrib. Syst. 99, 1 (2014) Meyerhenke, H., Sanders, P., Schulz, C.: Parallel graph partitioning for complex networks. IEEE Trans. Parallel Distrib. Syst. 99, 1 (2014)
3.
Zurück zum Zitat Gupta, S., Mittal, S., Gupta, T., et al.: Parallel quantum-inspired evolutionary algorithms for community detection in social networks. Appl. Soft Comput. 61, 331–353 (2017)CrossRef Gupta, S., Mittal, S., Gupta, T., et al.: Parallel quantum-inspired evolutionary algorithms for community detection in social networks. Appl. Soft Comput. 61, 331–353 (2017)CrossRef
4.
Zurück zum Zitat Shi, X., Chen, M., He, L., et al.: Mammoth: gearing hadoop towards memory-intensive mapreduce applications. IEEE Trans. Parallel Distrib. Syst. 26(8), 2300–2315 (2015)CrossRef Shi, X., Chen, M., He, L., et al.: Mammoth: gearing hadoop towards memory-intensive mapreduce applications. IEEE Trans. Parallel Distrib. Syst. 26(8), 2300–2315 (2015)CrossRef
5.
Zurück zum Zitat Liu, Y.X., Liu, A., Guo, S., et al.: Context-aware collect data with energy efficient in Cyber-physical cloud systems. Future Gener. Comput. Syst. 27(2), 634–639 (2017) Liu, Y.X., Liu, A., Guo, S., et al.: Context-aware collect data with energy efficient in Cyber-physical cloud systems. Future Gener. Comput. Syst. 27(2), 634–639 (2017)
7.
Zurück zum Zitat Magnussen, S.: International Encyclopedia of the Social and Behavioral Sciences, 2nd edn. In: International Encyclopedia of the Social Sciences. Macmillan Reference (2015) Magnussen, S.: International Encyclopedia of the Social and Behavioral Sciences, 2nd edn. In: International Encyclopedia of the Social Sciences. Macmillan Reference (2015)
8.
Zurück zum Zitat Ye, Q., Law, R., Gu, B., et al.: The influence of user-generated content on traveler behavior: an em-pirical investigation on the effects of e-word-of-mouth to hotel online bookings. Comput. Hum. Behav. 27(2), 634–639 (2011)CrossRef Ye, Q., Law, R., Gu, B., et al.: The influence of user-generated content on traveler behavior: an em-pirical investigation on the effects of e-word-of-mouth to hotel online bookings. Comput. Hum. Behav. 27(2), 634–639 (2011)CrossRef
9.
Zurück zum Zitat Crnovrsanin, T., Muelder, C.W., Faris, R., et al.: Visualization techniques for categorical analysis of social networks with multiple edge sets. Soc. Netw. 37(2), 56–64 (2014)CrossRef Crnovrsanin, T., Muelder, C.W., Faris, R., et al.: Visualization techniques for categorical analysis of social networks with multiple edge sets. Soc. Netw. 37(2), 56–64 (2014)CrossRef
10.
Zurück zum Zitat Adar, E., Huberman, B.A.: Free riding on Gnutella. First Monday 5(10), 134–139 (2000) Adar, E., Huberman, B.A.: Free riding on Gnutella. First Monday 5(10), 134–139 (2000)
11.
Zurück zum Zitat Izal, M., Urvoy-Keller, G., Biersack, EW., et al.: Dissecting BitTorrent: five months in a torrent’s lifetime. In: Proceedings of International Workshop, Passive and Active Network Measurement PAM 2004, Antibes Juan-Les-Pins, France. DBLP, 2017, pp. 1–11 (2004) Izal, M., Urvoy-Keller, G., Biersack, EW., et al.: Dissecting BitTorrent: five months in a torrent’s lifetime. In: Proceedings of International Workshop, Passive and Active Network Measurement PAM 2004, Antibes Juan-Les-Pins, France. DBLP, 2017, pp. 1–11 (2004)
12.
Zurück zum Zitat Saghiri, A.M., Meybodi, M.R.: An approach for designing cognitive engines in cognitive peer-to-peer networks. J. Netw. Comput. Appl. 70, 17–40 (2016)CrossRef Saghiri, A.M., Meybodi, M.R.: An approach for designing cognitive engines in cognitive peer-to-peer networks. J. Netw. Comput. Appl. 70, 17–40 (2016)CrossRef
13.
Zurück zum Zitat Wang, Z., Wang, J., Zhao, Y.: The optimization model of trust for white-washing. In: International Conference on Cloud Computing and Security. Springer International Publishing, pp. 169–180 (2015) Wang, Z., Wang, J., Zhao, Y.: The optimization model of trust for white-washing. In: International Conference on Cloud Computing and Security. Springer International Publishing, pp. 169–180 (2015)
14.
Zurück zum Zitat Alsaedi, N., Hashim, F., Sali, A., et al.: Detecting sybil attacks in clustered wireless sensor networks based on energy trust system (ETS). Comput. Commun. 110, 75–82 (2017)CrossRef Alsaedi, N., Hashim, F., Sali, A., et al.: Detecting sybil attacks in clustered wireless sensor networks based on energy trust system (ETS). Comput. Commun. 110, 75–82 (2017)CrossRef
15.
Zurück zum Zitat Ismail, H., Germanus, D., Suri, N.: P2P routing table poisoning: a quorum-based sanitizing ap-proach. Comput. Secur. 65, 283–299 (2017)CrossRef Ismail, H., Germanus, D., Suri, N.: P2P routing table poisoning: a quorum-based sanitizing ap-proach. Comput. Secur. 65, 283–299 (2017)CrossRef
16.
Zurück zum Zitat Palomar, E., Alcaide, A., Ribagorda, A., et al.: The Peer’s Dilemma: a general framework to examine cooperation in pure peer-to-peer systems. Comput. Netw. 56(17), 3756–3766 (2012)CrossRef Palomar, E., Alcaide, A., Ribagorda, A., et al.: The Peer’s Dilemma: a general framework to examine cooperation in pure peer-to-peer systems. Comput. Netw. 56(17), 3756–3766 (2012)CrossRef
17.
Zurück zum Zitat Li, Y., Xu, H., Cao, Q., et al.: Evolutionary game-based trust strategy adjustment among nodes in wireless sensor networks. Int. J. Distrib. Sens. Netw. 2015, 1–12 (2015) Li, Y., Xu, H., Cao, Q., et al.: Evolutionary game-based trust strategy adjustment among nodes in wireless sensor networks. Int. J. Distrib. Sens. Netw. 2015, 1–12 (2015)
18.
Zurück zum Zitat Buttyn, L., Dra, L., Flegyhzi, M., et al.: Barter trade improves message delivery in opportunistic networks. Ad Hoc Netw. 8(1), 1–14 (2010)CrossRef Buttyn, L., Dra, L., Flegyhzi, M., et al.: Barter trade improves message delivery in opportunistic networks. Ad Hoc Netw. 8(1), 1–14 (2010)CrossRef
19.
Zurück zum Zitat Ning, Z., Liu, L., Xia, F., et al.: CAIS: a copy adjustable incentive scheme in community-based socially-aware networking. IEEE Trans. Veh. Technol. 66(4), 3406–3419 (2016)CrossRef Ning, Z., Liu, L., Xia, F., et al.: CAIS: a copy adjustable incentive scheme in community-based socially-aware networking. IEEE Trans. Veh. Technol. 66(4), 3406–3419 (2016)CrossRef
20.
Zurück zum Zitat Tseng, Y.M., Chen, F.G.: A free-rider aware reputation system for peer-to-peer file-sharing net-works. Expert Syst. Appl. 38(3), 2432–2440 (2011)CrossRef Tseng, Y.M., Chen, F.G.: A free-rider aware reputation system for peer-to-peer file-sharing net-works. Expert Syst. Appl. 38(3), 2432–2440 (2011)CrossRef
21.
Zurück zum Zitat Martinez-Canovas, G., et al.: A formal model based on game theory for the analysis of cooperation in distributed service discovery. Inf. Sci. 326, 59–70 (2015)CrossRefMATH Martinez-Canovas, G., et al.: A formal model based on game theory for the analysis of cooperation in distributed service discovery. Inf. Sci. 326, 59–70 (2015)CrossRefMATH
22.
Zurück zum Zitat Seo, J., Choi, S., Han, S.: The method of trust and reputation systems based on link prediction and clustering. In: IFIP International Conference on Trust Management. Springer, Berlin, pp. 223–230 (2017) Seo, J., Choi, S., Han, S.: The method of trust and reputation systems based on link prediction and clustering. In: IFIP International Conference on Trust Management. Springer, Berlin, pp. 223–230 (2017)
23.
Zurück zum Zitat Caverlee, J., Liu, L., Webb, S.: Towards robust trust establishment in web-based social networks with socialtrust. In: International Conference on World Wide Web, WWW 2008, Beijing, China. DBLP, pp. 1163–1164 (2008) Caverlee, J., Liu, L., Webb, S.: Towards robust trust establishment in web-based social networks with socialtrust. In: International Conference on World Wide Web, WWW 2008, Beijing, China. DBLP, pp. 1163–1164 (2008)
24.
Zurück zum Zitat Barbian G. Assessing Trust by Disclosure in Online Social Networks[C]// International Con-ference on Advances in Social Networks Analysis and Mining, Asonam: Kaohsiung, Taiwan, 25–27 July. DBLP 2011, 163–170 (2011) Barbian G. Assessing Trust by Disclosure in Online Social Networks[C]// International Con-ference on Advances in Social Networks Analysis and Mining, Asonam: Kaohsiung, Taiwan, 25–27 July. DBLP 2011, 163–170 (2011)
25.
Zurück zum Zitat Trifunovic, S., Legendre, F., Anastasiades, C.: Social trust in opportunistic networks. In: IN-FOCOM IEEE Conference on Computer Communications Workshops, pp. 1–6 (2010) Trifunovic, S., Legendre, F., Anastasiades, C.: Social trust in opportunistic networks. In: IN-FOCOM IEEE Conference on Computer Communications Workshops, pp. 1–6 (2010)
26.
Zurück zum Zitat Fu, H., Li, H., Zheng, Z., et al.: Optimal system maneuver for trust management in social networks (2016, preprint). arXiv:1604.07139 Fu, H., Li, H., Zheng, Z., et al.: Optimal system maneuver for trust management in social networks (2016, preprint). arXiv:​1604.​07139
27.
Zurück zum Zitat Mtibaa, A., Harras, KA.: Social-based trust in mobile opportunistic networks. In: Proceedings of International Conference on Computer Communications and Networks, pp. 1–6 (2011) Mtibaa, A., Harras, KA.: Social-based trust in mobile opportunistic networks. In: Proceedings of International Conference on Computer Communications and Networks, pp. 1–6 (2011)
28.
Zurück zum Zitat Najaflou, Y., Jedari, B., Xia, F., et al.: Safety challenges and solutions in mobile social net-works. IEEE Syst. J. 9(3), 834–854 (2015)CrossRef Najaflou, Y., Jedari, B., Xia, F., et al.: Safety challenges and solutions in mobile social net-works. IEEE Syst. J. 9(3), 834–854 (2015)CrossRef
29.
Zurück zum Zitat Bigwood, G., Henderson, T.: IRONMAN using social networks to add incentives and repu-tation to opportunistic networks. In: Passat, socialcom: Privacy, Security, Risk and Trust. DBLP 2011, pp. 65–72 (2011) Bigwood, G., Henderson, T.: IRONMAN using social networks to add incentives and repu-tation to opportunistic networks. In: Passat, socialcom: Privacy, Security, Risk and Trust. DBLP 2011, pp. 65–72 (2011)
30.
Zurück zum Zitat Vegni, A.M., Loscri, V.: A survey on vehicular social networks. IEEE Commun. Surv. Tutor. 17(4), 2397–2419 (2015)CrossRef Vegni, A.M., Loscri, V.: A survey on vehicular social networks. IEEE Commun. Surv. Tutor. 17(4), 2397–2419 (2015)CrossRef
31.
Zurück zum Zitat Zhai, C., Zhang, W., Mao, G.: Cooperative spectrum sharing between cellular and ad-hoc networks. IEEE Trans. Wireless Commun. 13(7), 4025–4037 (2014)CrossRef Zhai, C., Zhang, W., Mao, G.: Cooperative spectrum sharing between cellular and ad-hoc networks. IEEE Trans. Wireless Commun. 13(7), 4025–4037 (2014)CrossRef
32.
Zurück zum Zitat Syue, S.J., Wang, C.L., Aguilar, T., Gauthier, V., Afifi, H.: Cooperative geographic routing with radio coverage extension for SER-constrained wireless relay networks. IEEE J. Sel. Areas Commun. 30(2), 271–279 (2012)CrossRef Syue, S.J., Wang, C.L., Aguilar, T., Gauthier, V., Afifi, H.: Cooperative geographic routing with radio coverage extension for SER-constrained wireless relay networks. IEEE J. Sel. Areas Commun. 30(2), 271–279 (2012)CrossRef
33.
Zurück zum Zitat Lu, H.C., Liao, W.I.: Cooperative strategies in wireless relay networks. EEE J. Sel. Areas Commun. 30(2), 323–330 (2012)CrossRef Lu, H.C., Liao, W.I.: Cooperative strategies in wireless relay networks. EEE J. Sel. Areas Commun. 30(2), 323–330 (2012)CrossRef
34.
Zurück zum Zitat Mullainathan, S., Thaler, R.H.: Behavioral economics. International Encyclopedia of the Social and Behavioral Sciences vol. 76, pp, 1094–1100 (2001) Mullainathan, S., Thaler, R.H.: Behavioral economics. International Encyclopedia of the Social and Behavioral Sciences vol. 76, pp, 1094–1100 (2001)
35.
Zurück zum Zitat Hursh, S.R., Roma, P.G.: Behavioral economics and the analysis of consumption and choice. Manag. Decis. Econ. 37(4–5), 224–238 (2016)CrossRef Hursh, S.R., Roma, P.G.: Behavioral economics and the analysis of consumption and choice. Manag. Decis. Econ. 37(4–5), 224–238 (2016)CrossRef
36.
Zurück zum Zitat Milinski, M., Lling, D.K., Kettler, R.: Tit for Tat: sticklebacks (Gasterosteus aculeatus) trusting’ a cooperating partner. Behav. Ecol. 1(1), 7–11 (2017)CrossRef Milinski, M., Lling, D.K., Kettler, R.: Tit for Tat: sticklebacks (Gasterosteus aculeatus) trusting’ a cooperating partner. Behav. Ecol. 1(1), 7–11 (2017)CrossRef
37.
Zurück zum Zitat Takano, M., Wada, K., Fukuda, I.: Reciprocal altruism-based cooperation in a social network game. New Gener. Comput. 34(3), 257–272 (2016)CrossRef Takano, M., Wada, K., Fukuda, I.: Reciprocal altruism-based cooperation in a social network game. New Gener. Comput. 34(3), 257–272 (2016)CrossRef
38.
Zurück zum Zitat Yamamura, E., Tsutsui, Y., Ohtake, F.: Altruistic and selfish motivations of charitable giving: case of the hometown tax donation system. Iser Discussion Paper (2017) Yamamura, E., Tsutsui, Y., Ohtake, F.: Altruistic and selfish motivations of charitable giving: case of the hometown tax donation system. Iser Discussion Paper (2017)
39.
Zurück zum Zitat Guss, W., Schmittberger, R., Schwarze, B.: An experimental analysis of ul-timatum bargaining. J. Econ. Behav. Organ. 3, 367–388 (1982)CrossRef Guss, W., Schmittberger, R., Schwarze, B.: An experimental analysis of ul-timatum bargaining. J. Econ. Behav. Organ. 3, 367–388 (1982)CrossRef
40.
Zurück zum Zitat Henrich, J., Boyd, R., Bowles, S., Camerer, C., Fehr, E., Gintis, H., Mcelreath, R.: In seach of homo economicus: behavioral experiments in 15 small-scale societies. Am. Econ. Rev. 91(2), 73–78 (2001)CrossRef Henrich, J., Boyd, R., Bowles, S., Camerer, C., Fehr, E., Gintis, H., Mcelreath, R.: In seach of homo economicus: behavioral experiments in 15 small-scale societies. Am. Econ. Rev. 91(2), 73–78 (2001)CrossRef
41.
Zurück zum Zitat Camerer, C.F.: Behavioral Game Theory: Experiments on Strategic Interaction. Princeton University Press, Princeton (2002)MATH Camerer, C.F.: Behavioral Game Theory: Experiments on Strategic Interaction. Princeton University Press, Princeton (2002)MATH
42.
Zurück zum Zitat Fehr, E., Simon, G.: Cooperation and punishment in public goods experiments. Am. Econ. Rev. 90(4), 980–994 (2000)CrossRef Fehr, E., Simon, G.: Cooperation and punishment in public goods experiments. Am. Econ. Rev. 90(4), 980–994 (2000)CrossRef
43.
Zurück zum Zitat Guth, W., Tietz, R.: Ultimatum bargaining behavior:a survey and comparison of experimental results. J. Econ. Psychol. 11, 417–449 (1990)CrossRef Guth, W., Tietz, R.: Ultimatum bargaining behavior:a survey and comparison of experimental results. J. Econ. Psychol. 11, 417–449 (1990)CrossRef
44.
Zurück zum Zitat de Quervain, D.J., Fischbacher, U., Treyer, V., et al.: The neural basis of altruistic punishment. Science 305(5688), 1254–1258 (2004)CrossRef de Quervain, D.J., Fischbacher, U., Treyer, V., et al.: The neural basis of altruistic punishment. Science 305(5688), 1254–1258 (2004)CrossRef
45.
Zurück zum Zitat Qiu, D., Srikant, R.: Modeling and performance analysis of bittorrent-like peer-to-peer networks. In: The 2004 Conference on Applications, Technologies, Architectures, and Protocols for Computer Communications (SIGCOMM’04), Portland, pp. 367–378 (2004) Qiu, D., Srikant, R.: Modeling and performance analysis of bittorrent-like peer-to-peer networks. In: The 2004 Conference on Applications, Technologies, Architectures, and Protocols for Computer Communications (SIGCOMM’04), Portland, pp. 367–378 (2004)
46.
Zurück zum Zitat Shah, V., Veciana, G.D., Kesidis, G.: A stable approach for routing queries in unstructured P2P networks. IEEE/ACM Trans. Netw. 24(5), 3136–3147 (2016)CrossRef Shah, V., Veciana, G.D., Kesidis, G.: A stable approach for routing queries in unstructured P2P networks. IEEE/ACM Trans. Netw. 24(5), 3136–3147 (2016)CrossRef
48.
Zurück zum Zitat Brosig-Koch, J., Riechmann, T., Weimann, J.: The dynamics of behavior in modified dictator games. PLoS ONE 12(4), e0176199 (2017)CrossRef Brosig-Koch, J., Riechmann, T., Weimann, J.: The dynamics of behavior in modified dictator games. PLoS ONE 12(4), e0176199 (2017)CrossRef
49.
Zurück zum Zitat Rezaei, G., Kirley, M.: Dynamic social networks facilitate cooperation in the N-player prisoner’s dilemma. Physica A 391(23), 6199–6211 (2012)CrossRef Rezaei, G., Kirley, M.: Dynamic social networks facilitate cooperation in the N-player prisoner’s dilemma. Physica A 391(23), 6199–6211 (2012)CrossRef
50.
Zurück zum Zitat O’Riordan, C., Cunningham, A., Sorensen, H.: Emergence of cooperation in n-player games on small world networks. In: S. Bullock, J. Noble, R. Watson,M.A. Bedau (Eds.), Artificial Life XI: Proceedings of the Eleventh International Conference on the Simulation and Synthesis of Living Systems, MIT Press, Cambridge, pp. 436–442 (2008) O’Riordan, C., Cunningham, A., Sorensen, H.: Emergence of cooperation in n-player games on small world networks. In: S. Bullock, J. Noble, R. Watson,M.A. Bedau (Eds.), Artificial Life XI: Proceedings of the Eleventh International Conference on the Simulation and Synthesis of Living Systems, MIT Press, Cambridge, pp. 436–442 (2008)
51.
Zurück zum Zitat Kalaignanam, K., Kushwaha, T., Swartz, T.A.: The differential impact of NPD make/buy choices on immediate and future product quality: insights from the automobile industry. Social Science Electronic Publishing (2017) Kalaignanam, K., Kushwaha, T., Swartz, T.A.: The differential impact of NPD make/buy choices on immediate and future product quality: insights from the automobile industry. Social Science Electronic Publishing (2017)
52.
Zurück zum Zitat Boyd, R., Richerson, P.: The evolution of reciprocity in sizeable groups. J. Theor. Biol. 132, 337–356 (1988)CrossRef Boyd, R., Richerson, P.: The evolution of reciprocity in sizeable groups. J. Theor. Biol. 132, 337–356 (1988)CrossRef
53.
Zurück zum Zitat Kahneman, D., Tversky, A.: Loss aversion risk less choice a reference-dependent model. Quart. J. Econ. 106(4), 1039–61 (1991)CrossRef Kahneman, D., Tversky, A.: Loss aversion risk less choice a reference-dependent model. Quart. J. Econ. 106(4), 1039–61 (1991)CrossRef
54.
55.
Zurück zum Zitat Arellano, M., Bond, S.: Some tests of specification for panel data: monte carlo evidence and an application to employment equations. Rev. Econ. Stud. 58(2), 277–297 (1991)CrossRefMATH Arellano, M., Bond, S.: Some tests of specification for panel data: monte carlo evidence and an application to employment equations. Rev. Econ. Stud. 58(2), 277–297 (1991)CrossRefMATH
56.
Zurück zum Zitat Ellis, T.S., Yao, X.: Evolving cooperation in the non-iterated prisoners dilemma: a social network inspired approach. In: IEEE Congress on Evolutionary Computation, pp. 736–743 (2007) Ellis, T.S., Yao, X.: Evolving cooperation in the non-iterated prisoners dilemma: a social network inspired approach. In: IEEE Congress on Evolutionary Computation, pp. 736–743 (2007)
Metadaten
Titel
Analysis for Behavioral Economics in Social Networks: An Altruism-Based Dynamic Cooperation Model
verfasst von
Deng Li
Zhujun Chen
Jiaqi Liu
Publikationsdatum
16.02.2018
Verlag
Springer US
Erschienen in
International Journal of Parallel Programming / Ausgabe 4/2019
Print ISSN: 0885-7458
Elektronische ISSN: 1573-7640
DOI
https://doi.org/10.1007/s10766-018-0559-9

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