{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T16:45:54Z","timestamp":1762015554720,"version":"3.40.4"},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"5-6","license":[{"start":{"date-parts":[[2012,9,22]],"date-time":"2012-09-22T00:00:00Z","timestamp":1348272000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["World Wide Web"],"published-print":{"date-parts":[[2013,11]]},"DOI":"10.1007\/s11280-012-0189-x","type":"journal-article","created":{"date-parts":[[2012,9,21]],"date-time":"2012-09-21T12:49:04Z","timestamp":1348231744000},"page":"749-762","source":"Crossref","is-referenced-by-count":14,"title":["Understanding social relationship evolution by using real-world sensing data"],"prefix":"10.1007","volume":"16","author":[{"given":"Zhiwen","family":"Yu","sequence":"first","affiliation":[]},{"given":"Xingshe","family":"Zhou","sequence":"additional","affiliation":[]},{"given":"Daqing","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Gregor","family":"Schiele","sequence":"additional","affiliation":[]},{"given":"Christian","family":"Becker","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,9,22]]},"reference":[{"issue":"5","key":"189_CR1","doi-asserted-by":"crossref","first-page":"489","DOI":"10.1016\/j.pmcj.2006.12.002","volume":"3","author":"A Amir","year":"2007","unstructured":"Amir, A., Efrat, A., Myllymaki, J., Palaniappan, L., Wampler, K.: Buddy tracking - efficient proximity detection among mobile friends. Pervasive Mob. Comput. 3(5), 489\u2013511 (2007)","journal-title":"Pervasive Mob. Comput."},{"key":"189_CR2","doi-asserted-by":"crossref","unstructured":"Arb, M., Bader, M., Kuhn, M., Wattenhofer, R.: VENETA: Serverless friend-of-friend detection in mobile social networking, In WiMob 184\u2013189 (2008)","DOI":"10.1109\/WiMob.2008.52"},{"issue":"3\u20134","key":"189_CR3","doi-asserted-by":"crossref","first-page":"590","DOI":"10.1016\/S0378-4371(02)00736-7","volume":"311","author":"A-L Barabasi","year":"2002","unstructured":"Barabasi, A.-L., Jeong, H., Neda, Z., Ravasz, E., Schubert, A., Vicsek, T.: Evolution of the social network of scientific collaborations. Phys. A 311(3\u20134), 590\u2013614 (2002)","journal-title":"Phys. A"},{"key":"189_CR4","doi-asserted-by":"crossref","unstructured":"Bonneau, J., Anderson, J., Anderson, R., Stajano, F.: Eight friends are enough: social graph approximation via public listings, In Proceedings of the Second ACM EuroSys Workshop on Social Network Systems, March 2009, 13\u201318 (2009)","DOI":"10.1145\/1578002.1578005"},{"issue":"1","key":"189_CR5","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/0378-8733(95)00252-9","volume":"18","author":"KM Carley","year":"1996","unstructured":"Carley, K.M., Krackhardt, D.: Cognitive inconsistencies and non-symmetric friendship. Soc. Netw. 18(1), 1\u201327 (1996)","journal-title":"Soc. Netw."},{"key":"189_CR6","unstructured":"Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines. Software available at http:\/\/www.csie.ntu.edu.tw\/~cjlin\/libsvm (2001)"},{"key":"189_CR7","doi-asserted-by":"crossref","unstructured":"Chen, J., Saad, Y.: Dense subgraph extraction with application to community detection. IEEE Trans. Knowl Data Eng, online. http:\/\/doi.ieeecomputersociety.org\/10.1109\/TKDE.2010.271 (2011)","DOI":"10.1109\/TKDE.2010.271"},{"issue":"5939","key":"189_CR8","doi-asserted-by":"crossref","first-page":"406","DOI":"10.1126\/science.325_406","volume":"325","author":"A Cho","year":"2009","unstructured":"Cho, A.: Ourselves and our interactions: the ultimate physics problem? Science 325(5939), 406\u2013408 (2009)","journal-title":"Science"},{"key":"189_CR9","doi-asserted-by":"crossref","unstructured":"Cui, Y., Pei, J., Tang, G., Luk, W-S, Jiang, D., Hua, M.: Finding email correspondents in online social networks. World Wide Web, online, doi: 10.1007\/s11280-012-0168-2 (2012)","DOI":"10.1007\/s11280-012-0168-2"},{"key":"189_CR10","doi-asserted-by":"crossref","unstructured":"Dong, Z., Song, G., Xie, K,, Sun, Y., Wang, J.: Adequacy of data for mining individual friendship pattern from cellular phone call logs. The 2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery, 573\u2013577.","DOI":"10.1109\/FSKD.2009.121"},{"issue":"4","key":"189_CR11","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1109\/MIS.2008.58","volume":"23","author":"N Eagle","year":"2008","unstructured":"Eagle, N.: Behavioral inference across cultures: using telephones as a cultural lens. IEEE Intell. Syst. 23(4), 62\u201364 (2008)","journal-title":"IEEE Intell. Syst."},{"issue":"36","key":"189_CR12","doi-asserted-by":"crossref","first-page":"15274","DOI":"10.1073\/pnas.0900282106","volume":"106","author":"N Eagle","year":"2009","unstructured":"Eagle, N., Pentland, A., Lazer, D.: Inferring social network structure using mobile phone data. Proc. Natl. Acad Sci. (PNAS) 106(36), 15274\u201315278 (2009)","journal-title":"Proc. Natl. Acad Sci. (PNAS)"},{"key":"189_CR13","doi-asserted-by":"crossref","first-page":"224","DOI":"10.1038\/nphys581","volume":"3","author":"MC Gonzalez","year":"2007","unstructured":"Gonzalez, M.C., Barabasi, A.-L.: From data to models. Nat. Phys. 3, 224\u2013225 (2007)","journal-title":"Nat. Phys."},{"issue":"5","key":"189_CR14","doi-asserted-by":"crossref","first-page":"779","DOI":"10.1038\/nature06958","volume":"453","author":"MC Gonzalez","year":"2008","unstructured":"Gonzalez, M.C., Hidalgo, C.A., Barabasi, A.-L.: Understanding individual human mobility patterns. Nature 453(5), 779\u2013782 (2008)","journal-title":"Nature"},{"issue":"2","key":"189_CR15","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1016\/0378-8733(78)90019-9","volume":"1","author":"MT Hallinan","year":"1978","unstructured":"Hallinan, M.T.: The process of friendship formation. Soc. Netw. 1(2), 193\u2013210 (1978)","journal-title":"Soc. Netw."},{"key":"189_CR16","doi-asserted-by":"crossref","DOI":"10.1037\/10628-000","volume-title":"The psychology of interpersonal relations","author":"F Heider","year":"1958","unstructured":"Heider, F.: The psychology of interpersonal relations. John Wiley and Sons, New York (1958)"},{"key":"189_CR17","unstructured":"Hsu, C.W., Chang, C.C., Lin, C.J.: A practical guide to support vector classification. Technical Report, (2005)"},{"key":"189_CR18","doi-asserted-by":"crossref","unstructured":"Huynh, T., Fritz, M., Schiele, B. Discovery of activity patterns using topic models. In Ubicomp 10\u201319 (2008)","DOI":"10.1145\/1409635.1409638"},{"key":"189_CR19","unstructured":"Kasteren, T., Noulas, A., Englebienne, G., Kr\u00f6se, B.: Accurate activity recognition in a home setting. In UbiComp 1\u20139 (2008)"},{"key":"189_CR20","volume-title":"Social balance theory: revisiting Heider\u2019s balance theory for many agents","author":"D Khanafiah","year":"2004","unstructured":"Khanafiah, D., Situngkir, H.: Social balance theory: revisiting Heider\u2019s balance theory for many agents. Technical Report, Bandung Fe Institute (2004)"},{"issue":"5757","key":"189_CR21","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1126\/science.1116869","volume":"311","author":"G Kossinets","year":"2006","unstructured":"Kossinets, G., Watts, D.J.: Empirical analysis of an evolving social network. Science 311(5757), 88\u201390 (2006)","journal-title":"Science"},{"key":"189_CR22","doi-asserted-by":"crossref","unstructured":"Kumar, R., Novak, J., Tomkins, A.: Structure and evolution of online social networks. In Proceedings of 12th International Conference on Knowledge Discovery in Data Mining (KDD 2006), 611\u2013617.","DOI":"10.1145\/1150402.1150476"},{"issue":"5915","key":"189_CR23","doi-asserted-by":"crossref","first-page":"721","DOI":"10.1126\/science.1167742","volume":"323","author":"D Lazer","year":"2009","unstructured":"Lazer, D., et al.: Computational social science. Science 323(5915), 721\u2013723 (2009)","journal-title":"Science"},{"issue":"1\u20132","key":"189_CR24","first-page":"133","volume":"21","author":"RTAJ Leenders","year":"1997","unstructured":"Leenders, R.T.A.J.: Evolution of friendship and best friendship choices. J. Math. Sociol. 21(1\u20132), 133\u2013148 (1997)","journal-title":"J. Math. Sociol."},{"key":"189_CR25","doi-asserted-by":"crossref","unstructured":"Leskovec, J., Backstrom, L., Kumar, R., Tomkins, A.: Microscopic evolution of social networks. In KDD 462\u2013470 (2008)","DOI":"10.1145\/1401890.1401948"},{"key":"189_CR26","doi-asserted-by":"crossref","unstructured":"Leskovec, J., Horvitz, E.: Planetary-scale views on a large instant-messaging network. In WWW 915\u2013924 (2008)","DOI":"10.1145\/1367497.1367620"},{"key":"189_CR27","doi-asserted-by":"crossref","unstructured":"Lin, Y.-R., Chi, Y., Zhu, S., Sundaram, H., Tseng, B.L.: Analyzing communities and their evolutions in dynamic social networks. ACM Trans Knowl Discov Data 3(2), Article 8, April 2009","DOI":"10.1145\/1514888.1514891"},{"key":"189_CR28","doi-asserted-by":"crossref","unstructured":"Liu, Y., Chen, L., Pei, J., Chen, Q., Zhao, Y.: Mining frequent trajectory patterns for activity monitoring using radio frequency tag arrays. In PerCom 37\u201346 (2007)","DOI":"10.1109\/PERCOM.2007.23"},{"key":"189_CR29","doi-asserted-by":"crossref","unstructured":"Malmgren, R.D., Hofman, J.M., Amaral, L.A.N., Watts, D.J.: Characterizing individual communication patterns. In KDD 607\u2013616 (2009)","DOI":"10.1145\/1557019.1557088"},{"key":"189_CR30","doi-asserted-by":"crossref","unstructured":"Miklas, A. et al.: Exploiting social interactions in mobile systems. In UbiComp LNCS 4717, 409\u2013428 (2007)","DOI":"10.1007\/978-3-540-74853-3_24"},{"issue":"5960","key":"189_CR31","doi-asserted-by":"crossref","first-page":"1644","DOI":"10.1126\/science.1174459","volume":"326","author":"TM Mitchell","year":"2009","unstructured":"Mitchell, T.M.: Mining Our reality. Science 326(5960), 1644\u20131645 (2009)","journal-title":"Science"},{"key":"189_CR32","doi-asserted-by":"crossref","unstructured":"Musia\u0142, K., Kazienko, P.: Social networks on the Internet. World Wide Web, online, doi: 10.1007\/s11280-011-0155-z (2012)","DOI":"10.1007\/s11280-011-0155-z"},{"issue":"18","key":"189_CR33","doi-asserted-by":"crossref","first-page":"7332","DOI":"10.1073\/pnas.0610245104","volume":"104","author":"J-P Onnela","year":"2007","unstructured":"Onnela, J.-P., et al.: Structure and tie strengths in mobile communication networks. Proc. Natl. Acad Sci. (PNAS) 104(18), 7332\u20137336 (2007)","journal-title":"Proc. Natl. Acad Sci. (PNAS)"},{"issue":"7136","key":"189_CR34","doi-asserted-by":"crossref","first-page":"664","DOI":"10.1038\/nature05670","volume":"446","author":"G Palla","year":"2007","unstructured":"Palla, G., Barabasi, A.-L., Vicsek, T.: Quantifying social group evolution. Nature 446(7136), 664\u2013667 (2007)","journal-title":"Nature"},{"issue":"3","key":"189_CR35","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1109\/MPRV.2010.43","volume":"9","author":"D Quercia","year":"2010","unstructured":"Quercia, D., Ellis, J., Capra, L.: Using mobile phones to nurture social networks. IEEE Pervasive Comput. 9(3), 12\u201320 (2010)","journal-title":"IEEE Pervasive Comput."},{"issue":"11","key":"189_CR36","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1145\/1592761.1592778","volume":"52","author":"K Shilton","year":"2009","unstructured":"Shilton, K.: Four billion little brothers: privacy, mobile phones, and ubiquitous data collection. Commun. ACM 52(11), 48\u201353 (2009)","journal-title":"Commun. ACM"},{"issue":"5968","key":"189_CR37","doi-asserted-by":"crossref","first-page":"1018","DOI":"10.1126\/science.1177170","volume":"327","author":"C Song","year":"2010","unstructured":"Song, C., Qu, Z., Blumm, N., Barabasi, A.-L.: Limits of predictability in human mobility. Science 327(5968), 1018\u20131021 (2010)","journal-title":"Science"},{"key":"189_CR38","unstructured":"Tang, L., Wang, X., Liu, H. Scalable learning of collective behavior. IEEE Trans. Knowl. Data Eng. online. http:\/\/doi.ieeecomputersociety.org\/10.1109\/TKDE.2011.38 (2011)"},{"key":"189_CR39","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The nature of statistical learning theory","author":"VN Vapnik","year":"1995","unstructured":"Vapnik, V.N.: The nature of statistical learning theory. Springer Verlag, Heidelberg (1995)"},{"issue":"1","key":"189_CR40","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1016\/j.ssresearch.2006.11.002","volume":"37","author":"E Vaquera","year":"2008","unstructured":"Vaquera, E., Kao, G.: Do you like me as much as i like you? Friendship reciprocity and its effects on school outcomes among adolescents. Soc. Sci. Res. 37(1), 55\u201372 (2008)","journal-title":"Soc. Sci. Res."},{"key":"189_CR41","unstructured":"Wesolowski, A., Eagle, N.: Parameterizing the dynamics of slums. AAAI Spring Symposium 2010 on Artifical Intelligence for Development (AI-D), 2010. (in press)"},{"issue":"10","key":"189_CR42","doi-asserted-by":"crossref","first-page":"1333","DOI":"10.1109\/TKDE.2007.1061","volume":"19","author":"B Yang","year":"2007","unstructured":"Yang, B., Cheung, W.K., Liu, J.: Community mining from signed social networks. IEEE Trans. Knowl. Data Eng. 19(10), 1333\u20131348 (2007)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"4","key":"189_CR43","doi-asserted-by":"crossref","first-page":"759","DOI":"10.1109\/TKDE.2010.224","volume":"24","author":"Z Yu","year":"2012","unstructured":"Yu, Z., Zhou, X., Becker, C., Nakamura, Y.: Tree-based mining for discovering patterns of human interaction in meetings. IEEE Trans. Knowl. Data Eng. 24(4), 759\u2013768 (2012)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"issue":"7","key":"189_CR44","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1109\/MC.2011.65","volume":"44","author":"D Zhang","year":"2011","unstructured":"Zhang, D., Guo, B., Yu, Z.: The emergence of social and community intelligence. IEEE Comput. 44(7), 21\u201328 (2011)","journal-title":"IEEE Comput."},{"key":"189_CR45","doi-asserted-by":"crossref","unstructured":"Zhang, D., Wang, Z., Guo, B., Yu, Z.: Social and community intelligence - Technologies and Trends. IEEE Softw. 29(4) (2012)","DOI":"10.1109\/MS.2012.96"},{"issue":"1","key":"189_CR46","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1658373.1658374","volume":"4","author":"Y Zheng","year":"2010","unstructured":"Zheng, Y., Chen, Y., Li, Q., Xie, X., Ma, W.Y.: Understanding transportation modes based on GPS data for web applications. ACM Trans. Web 4(1), 1\u201336 (2010)","journal-title":"ACM Trans. Web"}],"container-title":["World Wide Web"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11280-012-0189-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11280-012-0189-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11280-012-0189-x","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T04:26:48Z","timestamp":1744172808000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11280-012-0189-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,9,22]]},"references-count":46,"journal-issue":{"issue":"5-6","published-print":{"date-parts":[[2013,11]]}},"alternative-id":["189"],"URL":"https:\/\/doi.org\/10.1007\/s11280-012-0189-x","relation":{},"ISSN":["1386-145X","1573-1413"],"issn-type":[{"type":"print","value":"1386-145X"},{"type":"electronic","value":"1573-1413"}],"subject":[],"published":{"date-parts":[[2012,9,22]]}}}