{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,16]],"date-time":"2025-12-16T12:29:13Z","timestamp":1765888153129,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":31,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,5,13]],"date-time":"2019-05-13T00:00:00Z","timestamp":1557705600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,5,13]]},"DOI":"10.1145\/3308558.3313726","type":"proceedings-article","created":{"date-parts":[[2019,5,13]],"date-time":"2019-05-13T12:17:59Z","timestamp":1557749879000},"page":"2536-2542","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":37,"title":["City-Wide Signal Strength Maps: Prediction with Random Forests"],"prefix":"10.1145","author":[{"given":"Emmanouil","family":"Alimpertis","sequence":"first","affiliation":[{"name":"University of California, Irvine, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Athina","family":"Markopoulou","sequence":"additional","affiliation":[{"name":"University of California, Irvine, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carter","family":"Butts","sequence":"additional","affiliation":[{"name":"University of California, Irvine, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Konstantinos","family":"Psounis","sequence":"additional","affiliation":[{"name":"University of Souther California, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2019,5,13]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"AntMonitor: System and Applications. arXiv:1611.04268 (Nov","author":"Shubaa A.","year":"2016","unstructured":"A. Shubaa , A. Le , E. Alimpertis , M. Gjoka , A. Markopoulou . 2016. AntMonitor: System and Applications. arXiv:1611.04268 (Nov . 2016 ). A. Shubaa, A. Le, E. Alimpertis, M. Gjoka, A. Markopoulou. 2016. AntMonitor: System and Applications. arXiv:1611.04268 (Nov. 2016)."},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_2_1","DOI":"10.1109\/LWC.2014.2321741"},{"volume-title":"14th USENIX NSDI'17","author":"Alimpertis E.","unstructured":"E. Alimpertis and A. Markopoulou . 2017. A system for crowdsourcing passive mobile network measurements . In 14th USENIX NSDI'17 , Posters Sessions. USENIX Association, Boston, Massachusetts, USA. E. Alimpertis and A. Markopoulou. 2017. A system for crowdsourcing passive mobile network measurements. In 14th USENIX NSDI'17, Posters Sessions. USENIX Association, Boston, Massachusetts, USA.","key":"e_1_3_2_1_3_1"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_4_1","DOI":"10.1109\/MNET.2017.1600301"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_5_1","DOI":"10.1023\/A:1010933404324"},{"unstructured":"Y. J. Bultitude and T. Rautiainen. 2007. IST-4-027756 WINNER II D1. 1.2 V1. 2 WINNER II Channel Models. Technical Report.  Y. J. Bultitude and T. Rautiainen. 2007. IST-4-027756 WINNER II D1. 1.2 V1. 2 WINNER II Channel Models. Technical Report.","key":"e_1_3_2_1_6_1"},{"key":"e_1_3_2_1_7_1","first-page":"160","volume-title":"PAKDD '13","author":"Campello R. JGB","unstructured":"R. JGB Campello , D. Moulavi , and J. Sander . 2013. Density-based clustering based on hierarchical density estimates . In PAKDD '13 . Springer , 160 - 172 . R. JGB Campello, D. Moulavi, and J. Sander. 2013. Density-based clustering based on hierarchical density estimates. In PAKDD '13. Springer, 160-172."},{"key":"e_1_3_2_1_8_1","first-page":"1","volume-title":"SpecSense: Crowdsensing for Efficient Querying of Spectrum Occupancy. In Proc. of the IEEE INFOCOM '17","author":"Chakraborty A.","unstructured":"A. Chakraborty , Md S. Rahman , H. Gupta , and S. R Das . {n. d.}. SpecSense: Crowdsensing for Efficient Querying of Spectrum Occupancy. In Proc. of the IEEE INFOCOM '17 . 1 - 9 . A. Chakraborty, Md S. Rahman, H. Gupta, and S. R Das. {n. d.}. SpecSense: Crowdsensing for Efficient Querying of Spectrum Occupancy. In Proc. of the IEEE INFOCOM '17. 1-9."},{"key":"e_1_3_2_1_9_1","first-page":"903","article-title":"Cell-to-cell activity prediction for smart cities. In Proc. of the IEEE INFOCOM WKSHPS '16","author":"Cici B.","year":"2016","unstructured":"B. Cici , E. Alimpertis , A. Ihler , and A. Markopoulou . 2016 . Cell-to-cell activity prediction for smart cities. In Proc. of the IEEE INFOCOM WKSHPS '16 . IEEE , 903 - 908 . B. Cici, E. Alimpertis, A. Ihler, and A. Markopoulou. 2016. Cell-to-cell activity prediction for smart cities. In Proc. of the IEEE INFOCOM WKSHPS '16. IEEE, 903-908.","journal-title":"IEEE"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_10_1","DOI":"10.1145\/3278532.3278546"},{"key":"e_1_3_2_1_11_1","first-page":"1","volume-title":"Proc. of the IEEE WCNC '18","author":"Enami R.","unstructured":"R. Enami , D. Rajan , and J. Camp . 2018. RAIK: Regional analysis with geodata and crowdsourcing to infer key performance indicators . In Proc. of the IEEE WCNC '18 . 1 - 6 . R. Enami, D. Rajan, and J. Camp. 2018. RAIK: Regional analysis with geodata and crowdsourcing to infer key performance indicators. In Proc. of the IEEE WCNC '18. 1-6."},{"unstructured":"ETSI. 2015. LTE Evolved Universal Terrestrial Radio Access (E-UTRA) Physical layer Measurements (3GPP TS 36.214 version 12.2.0 Release 12). http:\/\/www.etsi.org\/.  ETSI. 2015. LTE Evolved Universal Terrestrial Radio Access (E-UTRA) Physical layer Measurements (3GPP TS 36.214 version 12.2.0 Release 12). http:\/\/www.etsi.org\/.","key":"e_1_3_2_1_12_1"},{"volume-title":"Proc. of the IEEE INFOCOM '17","author":"Fida M. R.","unstructured":"M. R. Fida , A. Lutu , M. K. Marina , and O. Alay . 2017. ZipWeave: Towards efficient and reliable measurement based mobile coverage maps . In Proc. of the IEEE INFOCOM '17 . IEEE. M. R. Fida, A. Lutu, M. K. Marina, and O. Alay. 2017. ZipWeave: Towards efficient and reliable measurement based mobile coverage maps. In Proc. of the IEEE INFOCOM '17. IEEE.","key":"e_1_3_2_1_13_1"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_14_1","DOI":"10.1109\/TMC.2016.2601919"},{"key":"e_1_3_2_1_15_1","first-page":"1016","article-title":"Steering Crowdsourced Signal Map Construction via Bayesian Compressive Sensing. In Proc. of the IEEE INFOCOM '18","author":"He S.","year":"2018","unstructured":"S. He and K. G. Shin . 2018 . Steering Crowdsourced Signal Map Construction via Bayesian Compressive Sensing. In Proc. of the IEEE INFOCOM '18 . IEEE , 1016 - 1024 . S. He and K. G. Shin. 2018. Steering Crowdsourced Signal Map Construction via Bayesian Compressive Sensing. In Proc. of the IEEE INFOCOM '18. IEEE, 1016-1024.","journal-title":"IEEE"},{"doi-asserted-by":"crossref","unstructured":"A. Imran A. Zoha and A. Abu-Dayya. 2014. Challenges in 5G: How to empower SON with big data for enabling 5G. IEEE network 28 6 (2014) 27-33.  A. Imran A. Zoha and A. Abu-Dayya. 2014. Challenges in 5G: How to empower SON with big data for enabling 5G. IEEE network 28 6 (2014) 27-33.","key":"e_1_3_2_1_16_1","DOI":"10.1109\/MNET.2014.6963801"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_17_1","DOI":"10.1109\/MCOM.2012.6353680"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_18_1","DOI":"10.1145\/3038912.3052563"},{"key":"e_1_3_2_1_19_1","first-page":"1","volume-title":"Proc. of the IEEE INFOCOM '17","author":"Margolies R.","unstructured":"R. Margolies , Richard Becker , S. Byers , S. Deb , R. Jana , S. Urbanek , and C. Volinsky . 2017. Can you find me now? Evaluation of network-based localization in a 4G LTE network . In Proc. of the IEEE INFOCOM '17 . 1 - 9 . R. Margolies, Richard Becker, S. Byers, S. Deb, R. Jana, S. Urbanek, and C. Volinsky. 2017. Can you find me now? Evaluation of network-based localization in a 4G LTE network. In Proc. of the IEEE INFOCOM '17. 1-9."},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_20_1","DOI":"10.1145\/2787394.2787395"},{"key":"e_1_3_2_1_21_1","volume-title":"Machine Learning: A Probabilistic Prespective","author":"Murphy K. P.","year":"2012","unstructured":"K. P. Murphy . 2012 . Machine Learning: A Probabilistic Prespective . The MIT Press, Cambridge , Massachusetts . K. P. Murphy. 2012. Machine Learning: A Probabilistic Prespective. The MIT Press, Cambridge, Massachusetts."},{"unstructured":"Open Signal Inc.2011. 3G and 4G LTE Cell Coverage Map. http:\/\/www.opensignal.com.  Open Signal Inc.2011. 3G and 4G LTE Cell Coverage Map. http:\/\/www.opensignal.com.","key":"e_1_3_2_1_22_1"},{"key":"e_1_3_2_1_23_1","first-page":"2825","article-title":"Scikit-learn: Machine learning in Python","author":"Pedregosa F.","year":"2011","unstructured":"F. Pedregosa , G. Varoquaux , A. Gramfort , V. Michel , B. Thirion , O. Grisel , M. Blondel , P. Prettenhofer , R. Weiss , V. Dubourg , 2011 . Scikit-learn: Machine learning in Python . Journal of Machine Learning Research 12 , Oct. (2011), 2825 - 2830 . F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, V. Dubourg, 2011. Scikit-learn: Machine learning in Python. Journal of Machine Learning Research 12, Oct. (2011), 2825-2830.","journal-title":"Journal of Machine Learning Research 12"},{"key":"e_1_3_2_1_24_1","first-page":"422","volume-title":"Proc. of the IEEE DYSPAN '12 (Oct.","author":"Phillips C.","year":"2012","unstructured":"C. Phillips , M. Ton , D. Sicker , and D. Grunwald . 2012. Practical radio environment mapping with geostatistics . Proc. of the IEEE DYSPAN '12 (Oct. 2012 ), 422 - 433 . C. Phillips, M. Ton, D. Sicker, and D. Grunwald. 2012. Practical radio environment mapping with geostatistics. Proc. of the IEEE DYSPAN '12 (Oct. 2012), 422-433."},{"key":"e_1_3_2_1_25_1","volume-title":"Wireless Communications: Principles and Practice","author":"Rappaport T.","unstructured":"T. Rappaport . 2001. Wireless Communications: Principles and Practice ( 2 nd ed.). Prentice Hall PTR , Upper Saddle River, NJ, USA. T. Rappaport. 2001. Wireless Communications: Principles and Practice (2nd ed.). Prentice Hall PTR, Upper Saddle River, NJ, USA.","edition":"2"},{"volume-title":"Proc. of the IEEE INFOCOM '16","author":"Ray A.","unstructured":"A. Ray , S. Deb , and P. Monogioudis . 2016. Localization of LTE measurement records with missing information . In Proc. of the IEEE INFOCOM '16 . A. Ray, S. Deb, and P. Monogioudis. 2016. Localization of LTE measurement records with missing information. In Proc. of the IEEE INFOCOM '16.","key":"e_1_3_2_1_26_1"},{"unstructured":"Root Metrics Inc.2018. Metro RootScore Reports. http:\/\/www.rootmetrics.com\/us.  Root Metrics Inc.2018. Metro RootScore Reports. http:\/\/www.rootmetrics.com\/us.","key":"e_1_3_2_1_28_1"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_29_1","DOI":"10.1109\/35.601747"},{"unstructured":"Tutela Inc.2011. Crowdsourced mobile data. http:\/\/www.tutela.com.  Tutela Inc.2011. Crowdsourced mobile data. http:\/\/www.tutela.com.","key":"e_1_3_2_1_30_1"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_31_1","DOI":"10.1145\/1864349.1864384"},{"doi-asserted-by":"publisher","key":"e_1_3_2_1_32_1","DOI":"10.1109\/ACCESS.2015.2453991"}],"event":{"sponsor":["IW3C2 International World Wide Web Conference Committee"],"acronym":"WWW '19","name":"WWW '19: The Web Conference","location":"San Francisco CA USA"},"container-title":["The World Wide Web Conference"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3308558.3313726","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3308558.3313726","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T23:53:31Z","timestamp":1750204411000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3308558.3313726"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,5,13]]},"references-count":31,"alternative-id":["10.1145\/3308558.3313726","10.1145\/3308558"],"URL":"https:\/\/doi.org\/10.1145\/3308558.3313726","relation":{},"subject":[],"published":{"date-parts":[[2019,5,13]]},"assertion":[{"value":"2019-05-13","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}