{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T21:49:36Z","timestamp":1759960176979,"version":"3.41.0"},"reference-count":7,"publisher":"Association for Computing Machinery (ACM)","issue":"4","license":[{"start":{"date-parts":[[2013,8,16]],"date-time":"2013-08-16T00:00:00Z","timestamp":1376611200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["SIGCOMM Comput. Commun. Rev."],"published-print":{"date-parts":[[2013,9,19]]},"abstract":"<jats:p>Over the past few years, smartphones have emerged as one of the most popular mechanisms for accessing content across the Internet driving considerable research to improve wireless performance. A key foundation for such research efforts is the proper understanding of user behavior. However, the gathering of live smartphone data at scale is often difficult and expensive. The focus of this paper is to explore the lessons learned from a two year study of two hundred smart phone users at the University of Notre Dame. In this paper, we offer commentary with regards to the entire process of the study covering aspects including funding considerations, technical architecture design, lessons learned, and recommendations for future efforts gathering live user data.<\/jats:p>","DOI":"10.1145\/2534169.2491171","type":"journal-article","created":{"date-parts":[[2016,6,23]],"date-time":"2016-06-23T13:02:27Z","timestamp":1466686947000},"page":"51-56","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":25,"title":["Lessons learned from the netsense smartphone study"],"prefix":"10.1145","volume":"43","author":[{"given":"Aaron","family":"Striegel","sequence":"first","affiliation":[{"name":"University of Notre Dame, Notre Dame, IN, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shu","family":"Liu","sequence":"additional","affiliation":[{"name":"University of Notre Dame, Notre Dame, IN, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lei","family":"Meng","sequence":"additional","affiliation":[{"name":"University of Notre Dame, Notre Dame, IN, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christian","family":"Poellabauer","sequence":"additional","affiliation":[{"name":"University of Notre Dame, Notre Dame, IN, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Hachen","sequence":"additional","affiliation":[{"name":"University of Notre Dame, Notre Dame, IN, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Omar","family":"Lizardo","sequence":"additional","affiliation":[{"name":"University of Notre Dame, Notre Dame, IN, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2013,8,16]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4471-4054-2_8"},{"key":"e_1_2_1_2_1","volume-title":"Arxiv Preprint arXiv:1109.5235","author":"Christakis N.","year":"2011","unstructured":"N. Christakis and J. Fowler . Social contagion theory: Examining dynamic social networks and human behavior . In Arxiv Preprint arXiv:1109.5235 , 2011 . N. Christakis and J. Fowler. Social contagion theory: Examining dynamic social networks and human behavior. In Arxiv Preprint arXiv:1109.5235, 2011."},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/MPRV.2005.37"},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/1409635.1409657"},{"key":"e_1_2_1_5_1","volume-title":"Proc. of Nokia Mobile Data Challenge Workshop","author":"Laurila J. K.","year":"2012","unstructured":"J. K. Laurila , D. Gatica-Perez , I. Aad , J. Blom , O. Bornet , T.-M.-T. Do , O. Dousse , J. Eberle , and M. Miettinen . The mobile data challenge: Big data for mobile computing research . In Proc. of Nokia Mobile Data Challenge Workshop , 2012 . J. K. Laurila, D. Gatica-Perez, I. Aad, J. Blom, O. Bornet, T.-M.-T. Do, O. Dousse, J. Eberle, and M. Miettinen. The mobile data challenge: Big data for mobile computing research. In Proc. of Nokia Mobile Data Challenge Workshop, 2012."},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCN.2011.6006081"},{"key":"e_1_2_1_7_1","volume-title":"Proc. of the National Academy of Sciences (PNAS), 106(36)","author":"Nathan Eagle A. P.","year":"2009","unstructured":"A. P. Nathan Eagle and D. Lazer . Inferring social network structure using mobile phone data . Proc. of the National Academy of Sciences (PNAS), 106(36) :15274--15278, September 2009 . A. P. Nathan Eagle and D. Lazer. Inferring social network structure using mobile phone data. Proc. of the National Academy of Sciences (PNAS), 106(36):15274--15278, September 2009."}],"container-title":["ACM SIGCOMM Computer Communication Review"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2534169.2491171","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2534169.2491171","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T07:28:24Z","timestamp":1750231704000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2534169.2491171"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,8,16]]},"references-count":7,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2013,9,19]]}},"alternative-id":["10.1145\/2534169.2491171"],"URL":"https:\/\/doi.org\/10.1145\/2534169.2491171","relation":{"is-identical-to":[{"id-type":"doi","id":"10.1145\/2491159.2491171","asserted-by":"subject"}]},"ISSN":["0146-4833"],"issn-type":[{"type":"print","value":"0146-4833"}],"subject":[],"published":{"date-parts":[[2013,8,16]]},"assertion":[{"value":"2013-08-16","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}