Skip to main content
Top
Published in: International Journal of Parallel Programming 4/2019

16-02-2018

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

Authors: Deng Li, Zhujun Chen, Jiaqi Liu

Published in: International Journal of Parallel Programming | Issue 4/2019

Log in

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

search-config
loading …

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.

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 "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!

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!

Literature
1.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
27.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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
55.
go back to reference 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.
go back to reference 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)
Metadata
Title
Analysis for Behavioral Economics in Social Networks: An Altruism-Based Dynamic Cooperation Model
Authors
Deng Li
Zhujun Chen
Jiaqi Liu
Publication date
16-02-2018
Publisher
Springer US
Published in
International Journal of Parallel Programming / Issue 4/2019
Print ISSN: 0885-7458
Electronic ISSN: 1573-7640
DOI
https://doi.org/10.1007/s10766-018-0559-9

Other articles of this Issue 4/2019

International Journal of Parallel Programming 4/2019 Go to the issue

Premium Partner