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Published in: Mobile Networks and Applications 2/2018

26-09-2017

Large Scale Measurement and Analytics on Social Groups of Device-to-Device Sharing in Mobile Social Networks

Authors: Shanjia Wang, Yuhua Zhang, Hui Wang, Zihan Huang, Xiaofei Wang, Tianpeng Jiang

Published in: Mobile Networks and Applications | Issue 2/2018

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Abstract

Recently many studies demonstrate that exploiting the Device-to-Device (D2D) content sharing in offline Mobile Social Networks (MSNs) is a promising solution to offload cellular data to local connectivities in proximity to reduce the duplicated cellular transmissions via the backbone network demanded by nearby users and hence to improve users’ quality of service (QoS). However, related D2D-based social sharing and offloading proposals are based on either assumptions and theoretical models, or limited data-driven analysis caused by small scale of data sets (e.g. hundreds of MSN users) or single-dimensional feature (e.g. human mobility only), which severely restricts applications in practice. In this paper, we perform the large-scale measurement and analytics on D2D-based content sharing groups from the perspective of social networks via the platform of Xender, one of leading global D2D sharing platforms in Asia. This D2D sharing data is a precious offline social relationship that reflects the characteristics of large-scale offline users. We analyze the behaviors of about 40 million users with 443 million D2D transmissions of 17 million files in 865 thousand social groups, and unveil the details of social structure properties, network motifs, cascade trees of friendship and propagation which are helpful for improving social D2D sharing services.

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Literature
1.
go back to reference Cisco Visual Networking Index: Global mobile data traffic forecast update. White Paper 2016–2021 Cisco Visual Networking Index: Global mobile data traffic forecast update. White Paper 2016–2021
2.
go back to reference Cha M, Kwak H, Rodriguez P, Ahn YY, Moon S (2007) I tube, you tube, everybody tubes: Analyzing the world’s largest user generated content video system. In: ACM WWW Cha M, Kwak H, Rodriguez P, Ahn YY, Moon S (2007) I tube, you tube, everybody tubes: Analyzing the world’s largest user generated content video system. In: ACM WWW
4.
go back to reference Balasubramanian A, Mahajan R, Venkataramani A (2010) Augmenting mobile 3G using WiFi. In: Proc ACM MobiSys, pp 209–222 Balasubramanian A, Mahajan R, Venkataramani A (2010) Augmenting mobile 3G using WiFi. In: Proc ACM MobiSys, pp 209–222
5.
go back to reference Ioannidis S, Chaintreau A, Massoulie L (2009) Optimal and scalable distribution of content updates over a mobile social network. In: IEEE INFOCOM, pp 1422–1430 Ioannidis S, Chaintreau A, Massoulie L (2009) Optimal and scalable distribution of content updates over a mobile social network. In: IEEE INFOCOM, pp 1422–1430
6.
go back to reference Wang X, Sheng Z, Yang S, Leung VCM (2016) Tag-assisted social-aware opportunistic d2d sharing for traffic offloading in mobile social networks. IEEE Wirel Commun Mag 23:60– 67CrossRef Wang X, Sheng Z, Yang S, Leung VCM (2016) Tag-assisted social-aware opportunistic d2d sharing for traffic offloading in mobile social networks. IEEE Wirel Commun Mag 23:60– 67CrossRef
7.
go back to reference Chen X, Proulx B, Gong X, Zhang J (2015) Exploiting social ties for cooperative d2d communications: a mobile social networking case. IEEE/ACM Trans Netw 23(5):1471–1484CrossRef Chen X, Proulx B, Gong X, Zhang J (2015) Exploiting social ties for cooperative d2d communications: a mobile social networking case. IEEE/ACM Trans Netw 23(5):1471–1484CrossRef
8.
go back to reference Andreev S, Pyattaev A, Johnsson K, Galinina O, Koucheryavy Y (2014) Cellular traffic offloading onto network-assisted device-to-device connections. IEEE Commun Mag 52(4):20–31CrossRef Andreev S, Pyattaev A, Johnsson K, Galinina O, Koucheryavy Y (2014) Cellular traffic offloading onto network-assisted device-to-device connections. IEEE Commun Mag 52(4):20–31CrossRef
9.
go back to reference Wang X, Chen M, Han Z, Wu D, Kwon T (2014) TOSS: traffic offloading by social network service-based opportunistic sharing in mobile social networks. In: IEEE Infocom, pp 2346– 2354 Wang X, Chen M, Han Z, Wu D, Kwon T (2014) TOSS: traffic offloading by social network service-based opportunistic sharing in mobile social networks. In: IEEE Infocom, pp 2346– 2354
10.
go back to reference Han B, Hui P, Kumar VSA, Marathe MV, Shao J, Srinivasan A (2011) Mobile data offloading through opportunistic communications and social participation. IEEE Trans Mobi Comput 11:821–834 Han B, Hui P, Kumar VSA, Marathe MV, Shao J, Srinivasan A (2011) Mobile data offloading through opportunistic communications and social participation. IEEE Trans Mobi Comput 11:821–834
11.
go back to reference Hristova D, Williams MJ, Musolesi M, Panzarasa P, Mascolo C (2016) Measuring Uban social diversity using interconnected geo-social networks. In: ACM WWW, pp 21–30 Hristova D, Williams MJ, Musolesi M, Panzarasa P, Mascolo C (2016) Measuring Uban social diversity using interconnected geo-social networks. In: ACM WWW, pp 21–30
12.
go back to reference Zhang D, Huang J, Li Y, Zhang F, Xu C, He T (2014) Exploring human mobility with multi-source data at extremely large metropolitan scales. In: ACM Mobicom, pp 201–212 Zhang D, Huang J, Li Y, Zhang F, Xu C, He T (2014) Exploring human mobility with multi-source data at extremely large metropolitan scales. In: ACM Mobicom, pp 201–212
13.
go back to reference Steeg G, Galstyan A (2012) Information transfer in social media. In: ACM WWW, pp 509–518 Steeg G, Galstyan A (2012) Information transfer in social media. In: ACM WWW, pp 509–518
14.
go back to reference Xiang R, Neville J, Rogati M (2010) Modeling relationship strengthin online social networks. In: ACM WWW, pp 981–990 Xiang R, Neville J, Rogati M (2010) Modeling relationship strengthin online social networks. In: ACM WWW, pp 981–990
15.
go back to reference Rodrigues T, Benvenuto F, Cha M, Gummadi K, Almeida V (2011) On word-of-mouth based discovery of the web. In: ACM IMC Rodrigues T, Benvenuto F, Cha M, Gummadi K, Almeida V (2011) On word-of-mouth based discovery of the web. In: ACM IMC
16.
go back to reference Zhang X, Neglia G, Kurose J, Towsley D (2007) Performance modeling of epidemic routing. Comput Netw 51:2867–2891CrossRefMATH Zhang X, Neglia G, Kurose J, Towsley D (2007) Performance modeling of epidemic routing. Comput Netw 51:2867–2891CrossRefMATH
17.
go back to reference Li Y, Jiang Y, Jin D, Su L, Zeng L, Wu D (2010) Energy-efficient optimal opportunistic forwarding for delay-tolerant networks. IEEE Trans Veh Technol 59(9):4500–4512CrossRef Li Y, Jiang Y, Jin D, Su L, Zeng L, Wu D (2010) Energy-efficient optimal opportunistic forwarding for delay-tolerant networks. IEEE Trans Veh Technol 59(9):4500–4512CrossRef
18.
go back to reference Chen M, Ma Y, Li Y, Wu D, Zhang Y, Youn C (2017) Wearable 2.0: enable human-cloud integration in next generation healthcare system. IEEE Communications 55(1):54–61CrossRef Chen M, Ma Y, Li Y, Wu D, Zhang Y, Youn C (2017) Wearable 2.0: enable human-cloud integration in next generation healthcare system. IEEE Communications 55(1):54–61CrossRef
19.
go back to reference McPhersonM, Smith-Lovin L, Cook JM (2001) Birds of a feather: homophily in social networks. Annu Rev Sociol 27(1):415–444 McPhersonM, Smith-Lovin L, Cook JM (2001) Birds of a feather: homophily in social networks. Annu Rev Sociol 27(1):415–444
20.
go back to reference Zhang K, Pelechrinis K (2014) Understanding spatial homophily: the case of peer influence and social selection. In: ACM WWW Zhang K, Pelechrinis K (2014) Understanding spatial homophily: the case of peer influence and social selection. In: ACM WWW
21.
go back to reference Wittie M, Pejovic V, Deek L, Almeroth K, Zhao B (2010) Exploiting locality of interest in online SNS. In: ACM CoNEXT Wittie M, Pejovic V, Deek L, Almeroth K, Zhao B (2010) Exploiting locality of interest in online SNS. In: ACM CoNEXT
22.
go back to reference Brown C, Nicosia V, Noulas A, Mascolo C (2013) Social & place-focused communities in location-based online social networks. Eur Phys J B 86(6):1–10MathSciNetCrossRef Brown C, Nicosia V, Noulas A, Mascolo C (2013) Social & place-focused communities in location-based online social networks. Eur Phys J B 86(6):1–10MathSciNetCrossRef
23.
go back to reference Kwak H, Lee C, Park H, Moon S (2010) What is Twitter, a social network or a news media?. In: ACM WWW, pp 591–600 Kwak H, Lee C, Park H, Moon S (2010) What is Twitter, a social network or a news media?. In: ACM WWW, pp 591–600
24.
go back to reference Cho E, Myers S, Leskovec J (2011) Friendship and mobility: user movement in location-based social networks. In: ACM KDD’11 Cho E, Myers S, Leskovec J (2011) Friendship and mobility: user movement in location-based social networks. In: ACM KDD’11
25.
go back to reference Backstrom L, Sun E, Marlow C (2010) Find me if you can: improving geographical prediction with social and spatial proximity. In: ACM WWW, pp 61–70 Backstrom L, Sun E, Marlow C (2010) Find me if you can: improving geographical prediction with social and spatial proximity. In: ACM WWW, pp 61–70
26.
go back to reference Steeg G, Galstyan A (2012) Information transfer in social media. In: ACM WWW, pp 509–518 Steeg G, Galstyan A (2012) Information transfer in social media. In: ACM WWW, pp 509–518
27.
go back to reference Chen M, Ma Y, Song J, Lai C, Hu B (2016) Smart clothing: connecting human with clouds and big data for sustainable health monitoring. ACM/Springer Mob Netw Appl 21(5):825–845CrossRef Chen M, Ma Y, Song J, Lai C, Hu B (2016) Smart clothing: connecting human with clouds and big data for sustainable health monitoring. ACM/Springer Mob Netw Appl 21(5):825–845CrossRef
28.
go back to reference Wang H, Wang X, Li K, Ren J, Zhang X, Jiang T (2017) A measurement study of device-to-device sharing in mobile social networks based on spark. In: Concurrency and Computation: Practice and Experience Wang H, Wang X, Li K, Ren J, Zhang X, Jiang T (2017) A measurement study of device-to-device sharing in mobile social networks based on spark. In: Concurrency and Computation: Practice and Experience
30.
go back to reference Yu C, Doppler K, Ribeiro C, Tirkkonen O (2011) Resource sharing optimization for device-to-device communication underlaying cellular networks. IEEE Trans Mobi Comput 10:2752–2763 Yu C, Doppler K, Ribeiro C, Tirkkonen O (2011) Resource sharing optimization for device-to-device communication underlaying cellular networks. IEEE Trans Mobi Comput 10:2752–2763
31.
go back to reference Yang L, Yuan M, Wang W, Zhang Q, Zeng J (2016) Apps on the move: a fine-grained analysis of usage behavior of mobile apps. In: IEEE INFOCOM, pp 1–9 Yang L, Yuan M, Wang W, Zhang Q, Zeng J (2016) Apps on the move: a fine-grained analysis of usage behavior of mobile apps. In: IEEE INFOCOM, pp 1–9
32.
go back to reference Petsas T, Papadogiannakis A, Polychronakis M, Markatos EP, Karagiannis T (2017) Measurement, modeling, and analysis of the mobile app ecosystem. In: ACM Transactions on Modeling & Performance Evaluation of Computing Systems, vol 2, p 7 Petsas T, Papadogiannakis A, Polychronakis M, Markatos EP, Karagiannis T (2017) Measurement, modeling, and analysis of the mobile app ecosystem. In: ACM Transactions on Modeling & Performance Evaluation of Computing Systems, vol 2, p 7
33.
go back to reference Qiu J, Li Y, Tang J, Chen B, Yang Q (2016) The lifecycle and cascade of wechat social messaging groups. In: ACM WWW, pp 311–320 Qiu J, Li Y, Tang J, Chen B, Yang Q (2016) The lifecycle and cascade of wechat social messaging groups. In: ACM WWW, pp 311–320
34.
go back to reference Toole JL, Herrera-Yaqüe C, Schneider CM et al (2015) Coupling human mobility and social ties[J]. J R Soc Interface 12(105):20141128 Toole JL, Herrera-Yaqüe C, Schneider CM et al (2015) Coupling human mobility and social ties[J]. J R Soc Interface 12(105):20141128
35.
go back to reference Newman M (2003) The structure and function of complex networks. SIAM Rev 45(2):167–256 Newman M (2003) The structure and function of complex networks. SIAM Rev 45(2):167–256
36.
go back to reference Chaoji V, Ranu S, Rastogi R, Bhatt R (2012) Recommendations to boost content spread in social networks. In: ACM WWW Chaoji V, Ranu S, Rastogi R, Bhatt R (2012) Recommendations to boost content spread in social networks. In: ACM WWW
37.
go back to reference Harary F (1969) Graph theory. Addison-Wesley pp 199 Harary F (1969) Graph theory. Addison-Wesley pp 199
38.
go back to reference Watts DJ, Strogatz S (1998) Collective dynamics of small-world networks. Nature 393(6684):440442CrossRefMATH Watts DJ, Strogatz S (1998) Collective dynamics of small-world networks. Nature 393(6684):440442CrossRefMATH
40.
go back to reference Han J, Choi D, Chun B, Kwon T, Kim H, Choi Y (2014) Collecting, organizing, and sharing pins in pinterest: interest-driven or social-driven? In: ACM SIGMETRICS, vol 42, pp 15–27 Han J, Choi D, Chun B, Kwon T, Kim H, Choi Y (2014) Collecting, organizing, and sharing pins in pinterest: interest-driven or social-driven? In: ACM SIGMETRICS, vol 42, pp 15–27
41.
go back to reference Kreyszig E (1979) Advanced engineering mathematics, 4th edn. Wiley. p. 880, eq. 5. ISBN 0-471-02140-7 Kreyszig E (1979) Advanced engineering mathematics, 4th edn. Wiley. p. 880, eq. 5. ISBN 0-471-02140-7
43.
go back to reference Chu YJ, Liu TH (1965) On the shortest arborescence of a directed graph. Sci Sin 14:1396–1400 Chu YJ, Liu TH (1965) On the shortest arborescence of a directed graph. Sci Sin 14:1396–1400
Metadata
Title
Large Scale Measurement and Analytics on Social Groups of Device-to-Device Sharing in Mobile Social Networks
Authors
Shanjia Wang
Yuhua Zhang
Hui Wang
Zihan Huang
Xiaofei Wang
Tianpeng Jiang
Publication date
26-09-2017
Publisher
Springer US
Published in
Mobile Networks and Applications / Issue 2/2018
Print ISSN: 1383-469X
Electronic ISSN: 1572-8153
DOI
https://doi.org/10.1007/s11036-017-0927-5

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