{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,19]],"date-time":"2025-05-19T10:27:23Z","timestamp":1747650443361},"reference-count":51,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2020,3,27]],"date-time":"2020-03-27T00:00:00Z","timestamp":1585267200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,3,27]],"date-time":"2020-03-27T00:00:00Z","timestamp":1585267200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["World Wide Web"],"published-print":{"date-parts":[[2020,7]]},"DOI":"10.1007\/s11280-020-00807-w","type":"journal-article","created":{"date-parts":[[2020,3,27]],"date-time":"2020-03-27T05:02:52Z","timestamp":1585285372000},"page":"2363-2389","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Measurement and analysis on large-scale offline mobile app dissemination over device-to-device sharing in mobile social networks"],"prefix":"10.1007","volume":"23","author":[{"given":"Xiaofei","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chenyang","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xu","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoming","family":"Fu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jinyoung","family":"Han","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xin","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,3,27]]},"reference":[{"key":"807_CR1","unstructured":"Device-to-Device Communications in 3GPP LTE standard, release 12, http:\/\/www.3gpp.org\/specifications\/releases\/68-release-12"},{"key":"807_CR2","unstructured":"Graph-tool, version 2.18, https:\/\/graph-tool.skewed.de\/"},{"issue":"2","key":"807_CR3","first-page":"563","volume":"5","author":"N Alduaiji","year":"2018","unstructured":"Alduaiji, N., Datta, A., Jianxin, L.: Influence propagation model for clique-based community detection in social networks. IEEE TCSS 5(2), 563\u2013575 (2018)","journal-title":"IEEE TCSS"},{"key":"807_CR4","doi-asserted-by":"crossref","unstructured":"Aytac, K.N., Girici, T., Yuksel, M., Telli, A., Koksal, I.: Device-to-device caching for video content delivery. IEEE BlackSeaCom, pp.1\u20132 (2017)","DOI":"10.1109\/BlackSeaCom.2017.8277718"},{"key":"807_CR5","doi-asserted-by":"crossref","unstructured":"Backstrom, L., Dan, H., Lan, X., Kleinberg, J.: Group Formation in Large Social Networks Membership, Growth, and Evolution. KDD\u201906, pp. 44\u201354 (2006)","DOI":"10.1145\/1150402.1150412"},{"key":"807_CR6","doi-asserted-by":"crossref","unstructured":"Backstrom, L., Sun, E., Marlow, C.: Find Me if You Can: Improving Geographical Prediction with Social and Spatial Proximity. ACM WWW, pp. 61\u201370 (2010)","DOI":"10.1145\/1772690.1772698"},{"key":"807_CR7","doi-asserted-by":"crossref","unstructured":"Bourigault, S., Lamprier, S., Gallinari, P.: Representation Learning for Information Diffusion through Social Networks: an Embedded Cascade Model. ACM WSDM, pp. 573\u2013582 (2016)","DOI":"10.1145\/2835776.2835817"},{"key":"807_CR8","doi-asserted-by":"crossref","unstructured":"Cha, M., Kwak, H., Moon, S., et al.: I tube, you tube, everybody tubes: Analyzing the world\u2019s largest user generated content video system. ACM WWW (2007)","DOI":"10.1145\/1298306.1298309"},{"issue":"4","key":"807_CR9","first-page":"377","volume":"15","author":"B Chang","year":"2018","unstructured":"Chang, B., Xu, T., Liu, Q., Chen, E.H.: Study on information diffusion analysis in social networks and its applications. IJAC 15(4), 377\u2013401 (2018)","journal-title":"IJAC"},{"key":"807_CR10","doi-asserted-by":"crossref","unstructured":"Chaoji, V., Ranu, S., Rastogi, R., Bhatt, R.: Recommendations To boost content spread in social networks. ACM WWW (2012)","DOI":"10.1145\/2187836.2187908"},{"issue":"5","key":"807_CR11","doi-asserted-by":"publisher","first-page":"1471","DOI":"10.1109\/TNET.2014.2329956","volume":"23","author":"X Chen","year":"2015","unstructured":"Chen, X., Proulx, B., Gong, X., Zhang, J.: Exploiting social ties for cooperative D2D communications: a mobile social networking case. IEEE\/ACM Trans. Netw. 23(5), 1471\u20131484 (2015)","journal-title":"IEEE\/ACM Trans. Netw."},{"key":"807_CR12","doi-asserted-by":"crossref","unstructured":"Cho, E., Myers, S., Leskovec, J.: Friendship and Mobility: User Movement in Location-based Social Networks. ACM KDD\u201911 (2011)","DOI":"10.1145\/2020408.2020579"},{"key":"807_CR13","unstructured":"Cisco: visual networking index: Global Mobile Data Traffic Forecast Update. Technical Report, CISCO Tech. Rep (2014)"},{"issue":"5","key":"807_CR14","doi-asserted-by":"publisher","first-page":"3082","DOI":"10.1109\/TWC.2018.2806451","volume":"17","author":"T Deng","year":"2018","unstructured":"Deng, T., Ghafour, A., Pingzhi, F., Di, Y.: Cost-optimal caching for D2D networks with user mobility: modeling, analysis, and computational approaches. IEEE Trans. Wireless Commun. 17(5), 3082\u20133094 (2018)","journal-title":"IEEE Trans. Wireless Commun."},{"issue":"3","key":"807_CR15","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1109\/MCOM.2018.1700667","volume":"56","author":"L Feng","year":"2018","unstructured":"Feng, L., Zhao, P., Zhou, F., et al: Resource allocation for 5G D2D multicast content sharing in social-aware cellular networks. IEEE Commun. Mag. 56(3), 112\u2013118 (2018)","journal-title":"IEEE Commun. Mag."},{"key":"807_CR16","doi-asserted-by":"crossref","unstructured":"Goyal, A., Bonchi, F., Lakshmanan, L.V.S.: Learning influence probabilities in social networks. ACM WSDM, pp. 241\u2013250 (2010)","DOI":"10.1145\/1718487.1718518"},{"key":"807_CR17","doi-asserted-by":"crossref","unstructured":"Gulati, A., Eirinaki, M.: Influence propagation for social graph-based recommendations. IEEE Big Data, pp. 2180\u20132189 (2018)","DOI":"10.1109\/BigData.2018.8622213"},{"key":"807_CR18","doi-asserted-by":"crossref","unstructured":"Han, B, Hui, P, Srinivasan, A., et al: Mobile Data Offloading through Opportunistic Communications and Social Participation. IEEE Trans. Mobi. Comput. (2011)","DOI":"10.1109\/TMC.2011.101"},{"issue":"1","key":"807_CR19","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1145\/2637364.2591996","volume":"42","author":"J Han","year":"2014","unstructured":"Han, J., Choi, D., Chun, B., Kwon, T., Kim, H., Choi, Y.: Collecting, Organizing, and Sharing Pins in Pinterest:Interest-driven or Social-driven. ACM SIGMETRICS 42(1), 15\u201327 (2014)","journal-title":"ACM SIGMETRICS"},{"key":"807_CR20","doi-asserted-by":"crossref","unstructured":"Han, J., Choi, D., Joo, J., Chuah, C.N.: Predicting Popular and Viral Image Cascades in Pinterest. ICWSM, pp. 82-91 (2017)","DOI":"10.1609\/icwsm.v11i1.14879"},{"key":"807_CR21","doi-asserted-by":"crossref","unstructured":"Hristova, D., Williams, M.J., Scolo, C.M., et al: Measuring Uban Social Diversity Using Interconnected Geo-Social Networks. ACM WWW pp. 21\u201330 (2016)","DOI":"10.1145\/2872427.2883065"},{"key":"807_CR22","doi-asserted-by":"crossref","unstructured":"Ioannidis, S., Chaintreau, A., Massoulie, L: Optimal and Scalable Distribution of Content Updates over A Mobile Social Network. IEEE INFOCOM, pp. 1422\u20131430 (2009)","DOI":"10.1109\/INFCOM.2009.5062058"},{"issue":"2","key":"807_CR23","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1111\/j.1469-8137.1912.tb05611.x","volume":"11","author":"P Jaccard","year":"2010","unstructured":"Jaccard, P.: The distribution of the flora in the alpine zone.1. New Phytologist 11(2), 37\u201350 (2010)","journal-title":"New Phytologist"},{"key":"807_CR24","unstructured":"Jianxin, L, Cai, T., Mian, A., Rong-Hua, L., Sellis, T., Jeffrey, X.Y.: Holistic influence maximization for targeted advertisements in spatial social networks. ICDE, pp. 1340\u20131343 (2018)"},{"issue":"8","key":"807_CR25","first-page":"1653","volume":"29","author":"L Jianxin","year":"2017","unstructured":"Jianxin, L., Sellis, T., Shane Culpepper, J., Zhenying, H., Chengfei, L., Junhu, W: Geo-social influence spanning maximization. IEEE TKDE 29(8), 1653\u20131666 (2017)","journal-title":"IEEE TKDE"},{"key":"807_CR26","unstructured":"Jianxin, L., Wang, X., Deng, K., Yang, X., Sellis, T., Xu Yu, J.: Most influential community search over large social networks. IEEE ICDE, pp. 871\u2013882 (2017)"},{"issue":"4","key":"807_CR27","doi-asserted-by":"publisher","first-page":"717","DOI":"10.1007\/s11036-018-1004-4","volume":"23","author":"D Jin","year":"2018","unstructured":"Jin, D., Ma, X., Zhang, Y., Abbas, H., Yu, H.: Information diffusion model based on social big data. Mobile Netw. Appl. 23(4), 717\u2013722 (2018)","journal-title":"Mobile Netw. Appl."},{"key":"807_CR28","unstructured":"Kristian, L., Rumi, G.: Information contagion: an empirical study of the spread of news on digg and twitter social networks. In: Proceedings of the Fourth International AAAI Conference on Weblogs and Social Mdeia, vol. 52, pp 166\u2013176 (2010)"},{"key":"807_CR29","doi-asserted-by":"crossref","unstructured":"Kwak, H., Lee, C., Park, H., Moon, S.: What is Twitter, a Social Network or a News Media. ACM WWW, pp. 591\u2013600 (2010)","DOI":"10.1145\/1772690.1772751"},{"issue":"9","key":"807_CR30","doi-asserted-by":"publisher","first-page":"4500","DOI":"10.1109\/TVT.2010.2070521","volume":"59","author":"Y Li","year":"2010","unstructured":"Li, Y., Jiang, Y., Jin, D., Su, L., Zeng, L., Wu, D.: Energy-efficient Optimal Opportunistic Forwarding for Delay-Tolerant Networks. IEEE Trans. Veh. Technol. 59 (9), 4500\u20134512 (2010)","journal-title":"IEEE Trans. Veh. Technol."},{"issue":"3","key":"807_CR31","first-page":"511","volume":"25","author":"L Liu","year":"2012","unstructured":"Liu, L., Tang, J., Han, J., Yang, S.: Learning influence from heterogeneous social networks. DMKD 25(3), 511\u2013544 (2012)","journal-title":"DMKD"},{"key":"807_CR32","doi-asserted-by":"crossref","unstructured":"Liu, W., Zhang, G., Chen, J., Zou, Y., Ding, W.: Ameasurement-based study on application popularity in android and iOS app stores. ACM Mobidata (2015)","DOI":"10.1145\/2757384.2757392"},{"issue":"5","key":"807_CR33","first-page":"4615","volume":"67","author":"C Ma","year":"2018","unstructured":"Ma, C., Ding, M., Chen, H., et al: Socially aware caching strategy in device-to-device communication networks. IEEE TVT 67(5), 4615\u20134629 (2018)","journal-title":"IEEE TVT"},{"issue":"3","key":"807_CR34","first-page":"1309","volume":"14","author":"S Maghsudi","year":"2014","unstructured":"Maghsudi, S., Stanczak, S.: Channel selection for network-assisted d2d communication via no-regret bandit learning with calibrated forecasting. IEEE TWC 14(3), 1309\u20131322 (2014)","journal-title":"IEEE TWC"},{"key":"807_CR35","doi-asserted-by":"crossref","unstructured":"Mandalapu, A.C., Gunabalan, S., Sadineni, A., Cai, T., Haldar, N.A.H., Jianxin, L.: Correlate Influential News Article Events to Stock Quote Movement. ADMA, pp. 331\u2013342 (2019)","DOI":"10.1007\/978-3-030-35231-8_24"},{"key":"807_CR36","first-page":"355","volume-title":"Sample Location Selection for Efficient Distance-Aware Influence Maximization in Geo-Social Networks. Springer ICDSAA","author":"Z Ming","year":"2018","unstructured":"Ming, Z., Zeng, Q., Zhu, Y., Jianxin, L., Qian, T.: Sample Location Selection for Efficient Distance-Aware Influence Maximization in Geo-Social Networks. Springer ICDSAA, pp 355\u2013371. Springer, Cham (2018)"},{"key":"807_CR37","doi-asserted-by":"crossref","unstructured":"Newman, M., The structure and function of complex networks. SIAM Rev. 45(2) (2003)","DOI":"10.1137\/S003614450342480"},{"key":"807_CR38","doi-asserted-by":"crossref","unstructured":"Rodrigues, T., Benvenuto, F., Cha, M., Gummadi, K., Almeida, V.: On Word-of-Mouth Based Discovery of the Web. ACM IMC (2011)","DOI":"10.1145\/2068816.2068852"},{"issue":"6","key":"807_CR39","doi-asserted-by":"publisher","first-page":"375","DOI":"10.1038\/s41562-018-0346-z","volume":"2","author":"A Sinan","year":"2018","unstructured":"Sinan, A., Dhillon, P.S.: Social influence maximization under empirical influence models. Nature Human Behaviour 2(6), 375\u2013382 (2018)","journal-title":"Nature Human Behaviour"},{"key":"807_CR40","unstructured":"Steeg, G., Galstyan, A.: Information Transfer in Social Media. ACM WWW, pp. 509\u2013518 (2012)"},{"key":"807_CR41","first-page":"81","volume":"147","author":"C Su","year":"2018","unstructured":"Su, C., Guan, X., Du, Y., Huang, X., Zhang, M.: Toward capturing heterogeneity for inferring diffusion networks: A mixed diffusion pattern model. KBS 147, 81\u201393 (2018)","journal-title":"KBS"},{"key":"807_CR42","doi-asserted-by":"publisher","first-page":"188","DOI":"10.1002\/aris.1440380105","volume":"38","author":"T Susan Dumais","year":"2005","unstructured":"Susan Dumais, T.: Latent Semantic Analysis. Annual Review of Information Science and Technology 38, 188\u2013230 (2005)","journal-title":"Annual Review of Information Science and Technology"},{"key":"807_CR43","doi-asserted-by":"crossref","unstructured":"Wang, X., chen, M., Han, Z., Wu, D., Kwon, T.: TOSS: Traffic Offloading by Social Network Service-based Opportunistic Sharing in Mobile Social Networks. IEEE Infocom pp. 2346\u20132354 (2014)","DOI":"10.1109\/INFOCOM.2014.6848179"},{"issue":"1","key":"807_CR44","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1021\/ja01193a005","volume":"69","author":"H Wiener","year":"1947","unstructured":"Wiener, H.: Structural determination of paraffin boiling points. Journal of the American Chemical Society 69(1), 17\u201320 (1947)","journal-title":"Journal of the American Chemical Society"},{"key":"807_CR45","unstructured":"Xuan, Q., Shu, X., Ruan, Z., Wang, J., Fu, C., Chen, G.: A Self-Learning Information Diffusion Model for Smart Social Networks. arXiv:1811.04362 (2018)"},{"key":"807_CR46","unstructured":"Xue, L., Richong, Z., Jianxin, L.: User interest propagation and its application in recommender system. IEEE ICTAI, pp. 218\u2013222 (2017)"},{"key":"807_CR47","doi-asserted-by":"crossref","unstructured":"Yang, L., Yuan, M., Wang, W., Zhang, Q., Zeng, J.: Apps on the move: A fine-grained analysis of usage behavior of mobile apps. IEEE INFOCOM, pp. 1\u20139 (2016)","DOI":"10.1109\/INFOCOM.2016.7524464"},{"key":"807_CR48","doi-asserted-by":"publisher","first-page":"2867","DOI":"10.1016\/j.comnet.2006.11.028","volume":"51","author":"X Zhang","year":"2007","unstructured":"Zhang, X., neglia, G., Towsley, D.: Performance Modeling of Epidemic Routing. Comput. Netw. 51, 2867\u20132891 (2007)","journal-title":"Comput. Netw."},{"key":"807_CR49","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Huang, Z., Wang, S., et al: Spark-Based Measurement and Analysis on Offline Mobile Application Market over Device-to-Device Sharing in Mobile Social Networks. IEEE ICPADS IEEE (2017)","DOI":"10.1109\/ICPADS.2017.00077"},{"issue":"10","key":"807_CR50","first-page":"9583","volume":"67","author":"X Zhao","year":"2018","unstructured":"Zhao, X., Yuan, P., Tang, S.: Collaborative edge caching in context-aware device-to-device networks. IEEE TVT 67(10), 9583\u20139596 (2018)","journal-title":"IEEE TVT"},{"key":"807_CR51","doi-asserted-by":"crossref","unstructured":"Zhong, N., Michahelles, F.: Google play is not a long tail market: An empirical analysis of app adoption on the google play app market. ACM Symposium on Applied Computing (SAC\u201913) (2013)","DOI":"10.1145\/2480362.2480460"}],"container-title":["World Wide Web"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11280-020-00807-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11280-020-00807-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11280-020-00807-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,29]],"date-time":"2023-09-29T05:11:59Z","timestamp":1695964319000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11280-020-00807-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,3,27]]},"references-count":51,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2020,7]]}},"alternative-id":["807"],"URL":"https:\/\/doi.org\/10.1007\/s11280-020-00807-w","relation":{},"ISSN":["1386-145X","1573-1413"],"issn-type":[{"value":"1386-145X","type":"print"},{"value":"1573-1413","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,3,27]]},"assertion":[{"value":"5 February 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 February 2020","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 February 2020","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 March 2020","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}