{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,5]],"date-time":"2026-03-05T16:16:51Z","timestamp":1772727411826,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":36,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,7,2]],"date-time":"2019-07-02T00:00:00Z","timestamp":1562025600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["CNS-1650685,DGE 16-44869"],"award-info":[{"award-number":["CNS-1650685,DGE 16-44869"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2019,7,2]]},"DOI":"10.1145\/3323679.3326521","type":"proceedings-article","created":{"date-parts":[[2019,6,4]],"date-time":"2019-06-04T16:07:11Z","timestamp":1559664431000},"page":"231-240","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":53,"title":["RAN Resource Usage Prediction for a 5G Slice Broker"],"prefix":"10.1145","author":[{"given":"Craig","family":"Gutterman","sequence":"first","affiliation":[{"name":"Electrical Engineering, Columbia University"}]},{"given":"Edward","family":"Grinshpun","sequence":"additional","affiliation":[{"name":"Nokia Bell Labs"}]},{"given":"Sameer","family":"Sharma","sequence":"additional","affiliation":[{"name":"Nokia Bell Labs"}]},{"given":"Gil","family":"Zussman","sequence":"additional","affiliation":[{"name":"Electrical Engineering, Columbia University"}]}],"member":"320","published-online":{"date-parts":[[2019,7,2]]},"reference":[{"key":"e_1_3_2_1_2_1","volume-title":"3rd Generation Partnership Project (3GPP).","author":"GPP.","unstructured":"3 GPP. 2011. Evolved Universal Terrestrial Radio Access Physical channels and modulation. TS 36.211 . 3rd Generation Partnership Project (3GPP). 3GPP. 2011. Evolved Universal Terrestrial Radio Access Physical channels and modulation. TS 36.211. 3rd Generation Partnership Project (3GPP)."},{"key":"e_1_3_2_1_3_1","volume-title":"3rd Generation Partnership Project (3GPP).","author":"GPP.","unstructured":"3 GPP. 2018. Policy and charging control architecture (Release 15). TS 23.203 . 3rd Generation Partnership Project (3GPP). 3GPP. 2018. Policy and charging control architecture (Release 15). TS 23.203. 3rd Generation Partnership Project (3GPP)."},{"key":"e_1_3_2_1_4_1","unstructured":"5G Infrastructure Association and others. 2017. Deliverable D3.2 5G NORMA network architecture Intermediate report. January (2017).  5G Infrastructure Association and others. 2017. Deliverable D3.2 5G NORMA network architecture Intermediate report. January (2017)."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2009.2037507"},{"key":"e_1_3_2_1_6_1","volume-title":"Time Series analysis: forecasting and control","author":"Box George EP","unstructured":"George EP Box , Gwilym M Jenkins , Gregory C Reinsel , and Greta M Ljung . 2015. Time Series analysis: forecasting and control . John Wiley & Sons . George EP Box, Gwilym M Jenkins, Gregory C Reinsel, and Greta M Ljung. 2015. Time Series analysis: forecasting and control. John Wiley & Sons."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFCOMW.2018.8407021"},{"key":"e_1_3_2_1_8_1","volume-title":"Empirical evaluation of gated recurrent neural networks on sequence modeling. arXiv preprint arXiv:1412.3555","author":"Chung Junyoung","year":"2014","unstructured":"Junyoung Chung , Caglar Gulcehre , KyungHyun Cho , and Yoshua Bengio . 2014. Empirical evaluation of gated recurrent neural networks on sequence modeling. arXiv preprint arXiv:1412.3555 ( 2014 ). Junyoung Chung, Caglar Gulcehre, KyungHyun Cho, and Yoshua Bengio. 2014. Empirical evaluation of gated recurrent neural networks on sequence modeling. arXiv preprint arXiv:1412.3555 (2014)."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3117811.3117831"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1162\/153244303768966139"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/PIMRC.2016.7794857"},{"key":"e_1_3_2_1_12_1","unstructured":"Sepp Hochreiter Yoshua Bengio Paolo Frasconi and J\u00fcrgen Schmidhuber. 2001. Gradient flow in recurrent nets: the difficulty of learning long-term dependencies. (2001).  Sepp Hochreiter Yoshua Bengio Paolo Frasconi and J\u00fcrgen Schmidhuber. 2001. Gradient flow in recurrent nets: the difficulty of learning long-term dependencies. (2001)."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIM.2015.7108393"},{"key":"e_1_3_2_1_15_1","volume-title":"Visualizing and understanding recurrent networks. arXiv preprint arXiv:1506.02078","author":"Karpathy Andrej","year":"2015","unstructured":"Andrej Karpathy , Justin Johnson , and Li Fei-Fei . 2015. Visualizing and understanding recurrent networks. arXiv preprint arXiv:1506.02078 ( 2015 ). Andrej Karpathy, Justin Johnson, and Li Fei-Fei. 2015. Visualizing and understanding recurrent networks. arXiv preprint arXiv:1506.02078 (2015)."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2014.2383691"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/VETECF.2010.5594476"},{"key":"e_1_3_2_1_18_1","volume-title":"Proc. of IEEE INFOCOM.","author":"Leconte Mathieu","year":"2017","unstructured":"Mathieu Leconte , Georgios Paschos , Panayotis Mertikopoulos , and Ulas Kozat . 2017 . A resource allocation framework for network slicing . In Proc. of IEEE INFOCOM. Mathieu Leconte, Georgios Paschos, Panayotis Mertikopoulos, and Ulas Kozat. 2017. A resource allocation framework for network slicing. In Proc. of IEEE INFOCOM."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3241539.3241567"},{"key":"e_1_3_2_1_20_1","unstructured":"Daniel Neil Michael Pfeiffer and Shih-Chii Liu. 2016. Phased LSTM: Accelerating recurrent network training for long or event-based sequences. In Advances in Neural Information Processing Systems. 3882--3890.   Daniel Neil Michael Pfeiffer and Shih-Chii Liu. 2016. Phased LSTM: Accelerating recurrent network training for long or event-based sequences. In Advances in Neural Information Processing Systems. 3882--3890."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2017.1600920"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3281411.3281435"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2016.7514161"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/CLOUD.2015.135"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2017.8057230"},{"key":"e_1_3_2_1_26_1","unstructured":"Julius Shiskin. 1965. The X-11 variant of the census method II seasonal adjustment program. Number 15. US Government Printing Office.  Julius Shiskin. 1965. The X-11 variant of the census method II seasonal adjustment program. Number 15. US Government Printing Office."},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/PACC.2011.5978929"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/PIMRC.2015.7343594"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/2815675.2815680"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2017.8057090"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/WCNC.2017.7925951"},{"key":"e_1_3_2_1_32_1","volume-title":"Proc. of IEEE ICNP.","author":"Wang Xu","year":"2017","unstructured":"Xu Wang , Zimu Zhou , Zheng Yang , Yunhao Liu , and Chunyi Peng . 2017 . Spatiotemporal analysis and prediction of cellular traffic in metropolis . In Proc. of IEEE ICNP. Xu Wang, Zimu Zhou, Zheng Yang, Yunhao Liu, and Chunyi Peng. 2017. Spatiotemporal analysis and prediction of cellular traffic in metropolis. In Proc. of IEEE ICNP."},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/2789168.2790118"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/2462456.2464453"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3143361.3143393"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/3209582.3209606"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/2699343.2699359"}],"event":{"name":"Mobihoc '19: The Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing","location":"Catania Italy","acronym":"Mobihoc '19","sponsor":["SIGMOBILE ACM Special Interest Group on Mobility of Systems, Users, Data and Computing"]},"container-title":["Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3323679.3326521","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3323679.3326521","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3323679.3326521","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T00:25:40Z","timestamp":1750206340000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3323679.3326521"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,7,2]]},"references-count":36,"alternative-id":["10.1145\/3323679.3326521","10.1145\/3323679"],"URL":"https:\/\/doi.org\/10.1145\/3323679.3326521","relation":{},"subject":[],"published":{"date-parts":[[2019,7,2]]},"assertion":[{"value":"2019-07-02","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}