{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,16]],"date-time":"2025-12-16T12:29:46Z","timestamp":1765888186920,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":35,"publisher":"ACM","license":[{"start":{"date-parts":[[2019,7,25]],"date-time":"2019-07-25T00:00:00Z","timestamp":1564012800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/100007297","name":"Office of Naval Research","doi-asserted-by":"publisher","award":["N00014-15-1-2229"],"award-info":[{"award-number":["N00014-15-1-2229"]}],"id":[{"id":"10.13039\/100007297","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003750","name":"Alzheimer's Association","doi-asserted-by":"publisher","award":["AARG-17-533039"],"award-info":[{"award-number":["AARG-17-533039"]}],"id":[{"id":"10.13039\/501100003750","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["1750936"],"award-info":[{"award-number":["1750936"]}],"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":[[2019,7,25]]},"DOI":"10.1145\/3292500.3330688","type":"proceedings-article","created":{"date-parts":[[2019,7,26]],"date-time":"2019-07-26T13:17:26Z","timestamp":1564147046000},"page":"1862-1870","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":29,"title":["Active Deep Learning for Activity Recognition with Context Aware Annotator Selection"],"prefix":"10.1145","author":[{"given":"H M Sajjad","family":"Hossain","sequence":"first","affiliation":[{"name":"University of Maryland Baltimore County, Baltimore, MD, USA"}]},{"given":"Nirmalya","family":"Roy","sequence":"additional","affiliation":[{"name":"University of Maryland Baltimore County, Baltimore, MD, USA"}]}],"member":"320","published-online":{"date-parts":[[2019,7,25]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Unseen Activity Recognitions: A Hierarchical Active Transfer Learning Approach. In 37th IEEE International Conference on Distributed Computing Systems, ICDCS 2017","author":"Ul Alam Mohammad Arif","year":"2017","unstructured":"Mohammad Arif Ul Alam and Nirmalya Roy . 2017 . Unseen Activity Recognitions: A Hierarchical Active Transfer Learning Approach. In 37th IEEE International Conference on Distributed Computing Systems, ICDCS 2017 , Atlanta, GA, USA, June 5--8 , 2017. 436--446. Mohammad Arif Ul Alam and Nirmalya Roy. 2017. Unseen Activity Recognitions: A Hierarchical Active Transfer Learning Approach. In 37th IEEE International Conference on Distributed Computing Systems, ICDCS 2017, Atlanta, GA, USA, June 5--8, 2017. 436--446."},{"key":"e_1_3_2_1_2_1","first-page":"209","article-title":"Active learning with uncertainty sampling for large scale activity recognition in smart homes","volume":"9","author":"Alemdar Hande","year":"2017","unstructured":"Hande \u00d6 zg\u00fc r Alemdar , T. L. M. van Kasteren , and Cem Ersoy . 2017 . Active learning with uncertainty sampling for large scale activity recognition in smart homes . JAISE , Vol. 9 , 2 (2017), 209 -- 223 . Hande \u00d6 zg\u00fc r Alemdar, T. L. M. van Kasteren, and Cem Ersoy. 2017. Active learning with uncertainty sampling for large scale activity recognition in smart homes. JAISE , Vol. 9, 2 (2017), 209--223.","journal-title":"JAISE"},{"key":"e_1_3_2_1_3_1","unstructured":"Mohammad Abu Alsheikh Ahmed Selim Dusit Niyato Linda Doyle Shaowei Lin and Hwee-Pink Tan. 2016. Deep Activity Recognition Models with Triaxial Accelerometers. In Artificial Intelligence Applied to Assistive Technologies and Smart Environments Papers from the 2016 AAAI Workshop .  Mohammad Abu Alsheikh Ahmed Selim Dusit Niyato Linda Doyle Shaowei Lin and Hwee-Pink Tan. 2016. Deep Activity Recognition Models with Triaxial Accelerometers. In Artificial Intelligence Applied to Assistive Technologies and Smart Environments Papers from the 2016 AAAI Workshop ."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2012.2198883"},{"key":"e_1_3_2_1_5_1","volume-title":"NECTAR: Knowledge-based Collaborative Active Learning for Activity Recognition. In 2018 IEEE International Conference on Pervasive Computing and Communications, PerCom 2018","author":"Civitarese Gabriele","year":"2018","unstructured":"Gabriele Civitarese , Claudio Bettini , Timo Sztyler , Daniele Riboni , and Heiner Stuckenschmidt . 2018 . NECTAR: Knowledge-based Collaborative Active Learning for Activity Recognition. In 2018 IEEE International Conference on Pervasive Computing and Communications, PerCom 2018 , Athens, Greece, March 19--23 , 2018. 1--10. Gabriele Civitarese, Claudio Bettini, Timo Sztyler, Daniele Riboni, and Heiner Stuckenschmidt. 2018. NECTAR: Knowledge-based Collaborative Active Learning for Activity Recognition. In 2018 IEEE International Conference on Pervasive Computing and Communications, PerCom 2018, Athens, Greece, March 19--23, 2018. 1--10."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1458082.1458165"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972801.72"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3090076"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2015.516"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2016.08.017"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/3214269"},{"key":"e_1_3_2_1_12_1","volume-title":"Proceedings of the AAAI Fall Symposium on Reasoning and Learning in Real-World Systems for Long-Term Autonomy. 30--37","author":"Sajjad Hossain H. M.","year":"2018","unstructured":"H. M. Sajjad Hossain and Nirmalya Roy . 2018 . SocialAnnotator: Annotator Selection Using Activity and Social Context . In Proceedings of the AAAI Fall Symposium on Reasoning and Learning in Real-World Systems for Long-Term Autonomy. 30--37 . H. M. Sajjad Hossain and Nirmalya Roy. 2018. SocialAnnotator: Annotator Selection Using Activity and Social Context. In Proceedings of the AAAI Fall Symposium on Reasoning and Learning in Real-World Systems for Long-Term Autonomy. 30--37."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/PERCOMW.2017.7917621"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/PERCOM.2018.8444585"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3161201"},{"key":"e_1_3_2_1_16_1","volume-title":"Continuous control with deep reinforcement learning. CoRR","author":"Lillicrap Timothy P.","year":"2015","unstructured":"Timothy P. Lillicrap , Jonathan J. Hunt , Alexander Pritzel , Nicolas Heess , Tom Erez , Yuval Tassa , David Silver , and Daan Wierstra . 2015. Continuous control with deep reinforcement learning. CoRR ( 2015 ). Timothy P. Lillicrap, Jonathan J. Hunt, Alexander Pritzel, Nicolas Heess, Tom Erez, Yuval Tassa, David Silver, and Daan Wierstra. 2015. Continuous control with deep reinforcement learning. CoRR (2015)."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/IPSN.2018.00048"},{"key":"e_1_3_2_1_18_1","volume-title":"Riedmiller","author":"Mnih Volodymyr","year":"2013","unstructured":"Volodymyr Mnih , Koray Kavukcuoglu , David Silver , Alex Graves , Ioannis Antonoglou , Daan Wierstra , and Martin A . Riedmiller . 2013 . Playing Atari with Deep Reinforcement Learning. CoRR , Vol. abs\/ 1312 .5602 (2013). Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, and Martin A. Riedmiller. 2013. Playing Atari with Deep Reinforcement Learning. CoRR , Vol. abs\/1312.5602 (2013)."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.3390\/s16081182"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3123021.3123046"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2018.03.056"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3214277"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/3161174"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1002\/widm.1254"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/2971648.2971691"},{"key":"e_1_3_2_1_26_1","volume-title":"Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence","author":"Rokni Seyed Ali","year":"2018","unstructured":"Seyed Ali Rokni , Marjan Nourollahi , and Hassan Ghasemzadeh . 2018 . Personalized Human Activity Recognition Using Convolutional Neural Networks . In Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence , New Orleans, Louisiana, USA, February 2--7 , 2018 . Seyed Ali Rokni, Marjan Nourollahi, and Hassan Ghasemzadeh. 2018. Personalized Human Activity Recognition Using Convolutional Neural Networks. In Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, New Orleans, Louisiana, USA, February 2--7, 2018 ."},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01081-2_23"},{"volume-title":"Active Learning","author":"Settles Burr","key":"e_1_3_2_1_28_1","unstructured":"Burr Settles . 2012. Active Learning . Morgan & Claypool Publishers . Burr Settles. 2012. Active Learning .Morgan & Claypool Publishers."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/CHASE.2017.115"},{"key":"e_1_3_2_1_30_1","volume-title":"Proceedings of the 31st International Conference on International Conference on Machine Learning -","volume":"32","author":"Silver David","year":"2014","unstructured":"David Silver , Guy Lever , Nicolas Heess , Thomas Degris , Daan Wierstra , and Martin Riedmiller . 2014 . Deterministic Policy Gradient Algorithms . In Proceedings of the 31st International Conference on International Conference on Machine Learning - Volume 32 (ICML'14). David Silver, Guy Lever, Nicolas Heess, Thomas Degris, Daan Wierstra, and Martin Riedmiller. 2014. Deterministic Policy Gradient Algorithms. In Proceedings of the 31st International Conference on International Conference on Machine Learning - Volume 32 (ICML'14)."},{"key":"e_1_3_2_1_31_1","volume-title":"Barto","author":"Sutton Richard S.","year":"1998","unstructured":"Richard S. Sutton and Andrew G . Barto . 1998 . Reinforcement learning - an introduction .MIT Press . Richard S. Sutton and Andrew G. Barto. 1998. Reinforcement learning - an introduction .MIT Press."},{"key":"e_1_3_2_1_32_1","volume-title":"Stratified Transfer Learning for Cross-domain Activity Recognition. In 2018 IEEE International Conference on Pervasive Computing and Communications, PerCom 2018","author":"Wang Jindong","year":"2018","unstructured":"Jindong Wang , Yiqiang Chen , Lisha Hu , Xiaohui Peng , and Philip S. Yu . 2018 . Stratified Transfer Learning for Cross-domain Activity Recognition. In 2018 IEEE International Conference on Pervasive Computing and Communications, PerCom 2018 , Athens, Greece, March 19--23 , 2018 . 1--10. Jindong Wang, Yiqiang Chen, Lisha Hu, Xiaohui Peng, and Philip S. Yu. 2018. Stratified Transfer Learning for Cross-domain Activity Recognition. In 2018 IEEE International Conference on Pervasive Computing and Communications, PerCom 2018, Athens, Greece, March 19--23, 2018. 1--10."},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2012.48"},{"key":"e_1_3_2_1_34_1","volume-title":"IJCAI 2011, Proceedings of the 22nd International Joint Conference on Artificial Intelligence","author":"Wu Ou","year":"2011","unstructured":"Ou Wu , Weiming Hu , and Jun Gao . 2011 . Learning to Rank under Multiple Annotators . In IJCAI 2011, Proceedings of the 22nd International Joint Conference on Artificial Intelligence , Barcelona, Catalonia, Spain, July 16--22 , 2011. 1571--1576. Ou Wu, Weiming Hu, and Jun Gao. 2011. Learning to Rank under Multiple Annotators. In IJCAI 2011, Proceedings of the 22nd International Joint Conference on Artificial Intelligence, Barcelona, Catalonia, Spain, July 16--22, 2011. 1571--1576."},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.4108\/icst.mobicase.2014.257786"}],"event":{"name":"KDD '19: The 25th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"],"location":"Anchorage AK USA","acronym":"KDD '19"},"container-title":["Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery &amp; Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3292500.3330688","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3292500.3330688","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3292500.3330688","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T01:02:10Z","timestamp":1750208530000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3292500.3330688"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,7,25]]},"references-count":35,"alternative-id":["10.1145\/3292500.3330688","10.1145\/3292500"],"URL":"https:\/\/doi.org\/10.1145\/3292500.3330688","relation":{},"subject":[],"published":{"date-parts":[[2019,7,25]]},"assertion":[{"value":"2019-07-25","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}