{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T07:27:42Z","timestamp":1740122862279,"version":"3.37.3"},"reference-count":34,"publisher":"Springer Science and Business Media LLC","issue":"24","license":[{"start":{"date-parts":[[2015,11,7]],"date-time":"2015-11-07T00:00:00Z","timestamp":1446854400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"the National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["41305138","61321491"],"award-info":[{"award-number":["41305138","61321491"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Program for New Century Excellent Talents of Ministry of Education of China","award":["NCET-04-0460"],"award-info":[{"award-number":["NCET-04-0460"]}]},{"name":"Science and Technology Plan of Jiangsu Province","award":["BY2012190","BY2013072-04"],"award-info":[{"award-number":["BY2012190","BY2013072-04"]}]},{"name":"Innovation Foundation of State Key Lab for Novel Software Technology of China","award":["ZZKT2013A12"],"award-info":[{"award-number":["ZZKT2013A12"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2016,12]]},"DOI":"10.1007\/s11042-015-3003-9","type":"journal-article","created":{"date-parts":[[2015,11,7]],"date-time":"2015-11-07T16:46:36Z","timestamp":1446914796000},"page":"17393-17419","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Dynamic node selection in camera networks based on approximate reinforcement learning"],"prefix":"10.1007","volume":"75","author":[{"given":"Qian","family":"Li","sequence":"first","affiliation":[]},{"given":"Zhengxing","family":"Sun","sequence":"additional","affiliation":[]},{"given":"Songle","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Shiming","family":"Xia","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,11,7]]},"reference":[{"issue":"1","key":"3003_CR1","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1109\/TPAMI.2006.21","volume":"28","author":"A Agarwal","year":"2006","unstructured":"Agarwal A, Triggs B (2006) Recovering 3D human pose from monocular images. IEEE Trans Patt Anal Mach Intell 28(1):44\u201358. doi: 10.1109\/TPAMI.2006.21","journal-title":"IEEE Trans Patt Anal Mach Intell"},{"key":"3003_CR2","doi-asserted-by":"publisher","unstructured":"Agostini A, Celaya E (2010) Reinforcement learning with a Gaussian mixture model. In Neural Networks (IJCNN), The 2010 Int Joint Conf : 1\u20138. doi: 10.1109\/IJCNN.2010.5596306","DOI":"10.1109\/IJCNN.2010.5596306"},{"issue":"3","key":"3003_CR3","doi-asserted-by":"publisher","first-page":"262","DOI":"10.1016\/j.cognition.2008.08.011","volume":"113","author":"M Botvinick","year":"2009","unstructured":"Botvinick M, Niv Y, Barto A (2009) Hierarchically organized behavior and its neural foundations: a reinforcement learning perspective. Cognition 113(3):262\u2013280. doi: 10.1016\/j.cognition.2008.08.011","journal-title":"Cognition"},{"key":"3003_CR4","doi-asserted-by":"publisher","unstructured":"Busoniu L, Babuska R, DeSchutter B, Ernst D (2010) Reinforcement learning and dynamic programming using function approximators. CRC press. doi: 10.1201\/9781439821091","DOI":"10.1201\/9781439821091"},{"issue":"2","key":"3003_CR5","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1109\/MWC.2009.4907559","volume":"16","author":"Y Charfi","year":"2009","unstructured":"Charfi Y, Wakamiya N, Murata M (2009) Challenging issues in visual sensor networks. IEEE Wirel Commun 16(2):44. doi: 10.1109\/MWC.2009.4907559","journal-title":"IEEE Wirel Commun"},{"key":"3003_CR6","doi-asserted-by":"crossref","unstructured":"Cohn D, Ghahramani Z, Jordan M (1996) Active learning with statistical models. J Artif Intell Res 4(1):129\u2013145","DOI":"10.1613\/jair.295"},{"key":"3003_CR7","doi-asserted-by":"publisher","first-page":"235","DOI":"10.1007\/s11042-009-0355-z","volume":"46","author":"F Daniyal","year":"2010","unstructured":"Daniyal F, Taj M, Cavallaro A (2010) Content and task-based view selection from multiple video streams. Multimed Tools Applic 46:235\u2013258. doi: 10.1007\/s11042-009-0355-z","journal-title":"Multimed Tools Applic"},{"issue":"7","key":"3003_CR8","doi-asserted-by":"publisher","first-page":"717","DOI":"10.1109\/TMM.2010.2052025","volume":"12","author":"Y Fu","year":"2010","unstructured":"Fu Y, Guo Y, Zhu Y (2010) Multi-view video summarization. IEEE Trans Multimed 12(7):717\u2013729. doi: 10.1109\/TMM.2010.2052025","journal-title":"IEEE Trans Multimed"},{"key":"3003_CR9","doi-asserted-by":"publisher","unstructured":"Gupta A, Mittal A, Davis L (2007) Cost: An approach for camera selection and multi-object inference ordering in dynamic scenes. Proceedings of IEEE International Conference on Computer Vision, Rio de Janeiro: 1\u20138. doi: 10.1109\/ICCV.2007.4408842","DOI":"10.1109\/ICCV.2007.4408842"},{"key":"3003_CR10","doi-asserted-by":"publisher","unstructured":"Han B, Joo S,\u00a0Davis L (2011) Multi-camera tracking with adaptive resource allocation. Int J Comput Vis 91(1):45\u201358. doi: 10.1007\/s11263-010-0373-3","DOI":"10.1007\/s11263-010-0373-3"},{"issue":"5","key":"3003_CR11","doi-asserted-by":"publisher","first-page":"1338","DOI":"10.1109\/TAC.2011.2175070","volume":"57","author":"M Huber","year":"2012","unstructured":"Huber M (2012) Optimal pruning for multi-step sensor scheduling. IEEE Trans Autom Control 57(5):1338\u20131343. doi: 10.1109\/TAC.2011.2175070","journal-title":"IEEE Trans Autom Control"},{"key":"3003_CR12","doi-asserted-by":"publisher","unstructured":"Javed O, Khan S, Rasheed Z (2000) Camera handoff: tracking in multiple uncalibrated stationary cameras. Proc Workshop Human Motion, IEEE: 113\u2013118. doi: 10.1109\/HUMO.2000.897380","DOI":"10.1109\/HUMO.2000.897380"},{"issue":"6","key":"3003_CR13","doi-asserted-by":"publisher","first-page":"997","DOI":"10.1109\/TMM.2008.2001379","volume":"10","author":"H Jiang","year":"2008","unstructured":"Jiang H, Fels S, Little J (2008) Optimizing multiple object tracking and best view video synthesis. IEEE Trans Multimed 10(6):997\u20131012. doi: 10.1109\/TMM.2008.2001379","journal-title":"IEEE Trans Multimed"},{"key":"3003_CR14","unstructured":"Kveton B, Theocharous G (2012) Kernel-based reinforcement learning on representative states. Association for the Advancement of Artificial Intelligence, pp 977\u2013983"},{"key":"3003_CR15","doi-asserted-by":"publisher","unstructured":"Kwon J, Lee K (2010) Visual tracking decomposition. IEEE Conf Comput Vision Patt Recognit: 1269\u20131276. doi: 10.1109\/CVPR.2010.5539821","DOI":"10.1109\/CVPR.2010.5539821"},{"issue":"3","key":"3003_CR16","doi-asserted-by":"publisher","first-page":"676","DOI":"10.1109\/JSEN.2010.2051148","volume":"11","author":"Y Li","year":"2011","unstructured":"Li Y, Bhanu B (2011) Utility-based camera assignment in a video network: a game theoretic framework. IEEE Sensors J 11(3):676\u2013687. doi: 10.1109\/JSEN.2010.2051148","journal-title":"IEEE Sensors J"},{"key":"3003_CR17","doi-asserted-by":"publisher","unstructured":"Li Q, Sun Z, Chen S, Liu Y (2013) A method of camera selection based on partially observable Markov decision process model in camera networks. Ame Contrl Conf: 3833\u20133839. doi: 10.1109\/ACC.2013.6580424","DOI":"10.1109\/ACC.2013.6580424"},{"issue":"4","key":"3003_CR18","doi-asserted-by":"publisher","first-page":"293","DOI":"10.1049\/iet-wss.2012.0033","volume":"2","author":"W Li","year":"2012","unstructured":"Li W, Zhang W (2012) Sensor selection for improving accuracy of target localization in wireless visual sensor networks. IET Wireless Sens Syst 2(4):293\u2013301. doi: 10.1049\/iet-wss.2012.0033","journal-title":"IET Wireless Sens Syst"},{"key":"3003_CR19","doi-asserted-by":"publisher","unstructured":"Liang P, Klein D (2009) Online EM for unsupervised models. In Proceedings of human language technologies: The 2009 annual conference of the North American chapter of the association for computational linguistics. Assoc Comput Linguist: 611\u2013619. doi: 10.3115\/1620754.1620843","DOI":"10.3115\/1620754.1620843"},{"key":"3003_CR20","doi-asserted-by":"publisher","unstructured":"McLachlan G, Peel D (2004) Finite mixture models. New York: J. Wiley. doi: 10.1002\/0471721182","DOI":"10.1002\/0471721182"},{"issue":"7","key":"3003_CR21","doi-asserted-by":"publisher","first-page":"1330","DOI":"10.1016\/j.automatica.2011.02.001","volume":"47","author":"Y Mo","year":"2011","unstructured":"Mo Y, Ambrosino R, Sinopoli B (2011) Sensor selection strategies for state estimation in energy constrained wireless sensor networks. Automatica 47(7):1330\u20131338. doi: 10.1016\/j.automatica.2011.02.001","journal-title":"Automatica"},{"key":"3003_CR22","doi-asserted-by":"publisher","DOI":"10.1109\/ICDSC.2009.5289400","author":"E Monari","year":"2009","unstructured":"Monari E, Kroschel K (2009) A knowledge-based camera selection approach for object tracking in large sensor networks. Third ACM\/IEEE Int Conf Distrib Smart Cam. doi: 10.1109\/ICDSC.2009.5289400","journal-title":"Third ACM\/IEEE Int Conf Distrib Smart Cam"},{"key":"3003_CR23","unstructured":"Park J, Bhat C, Kak A (2006) A look-up table based approach for solving the camera selection problem in large camera networks. In IEEE Workshop on Distributed Smart Cameras, Boulder, CO, USA, Oct. 31, 2006"},{"issue":"3","key":"3003_CR24","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1007\/s11263-011-0484-5","volume":"97","author":"D Rudoy","year":"2012","unstructured":"Rudoy D, Zelnik-Manor L (2012) Viewpoint selection for human actions. Int J Comput Vis 97(3):243\u2013254. doi: 10.1007\/s11263-011-0484-5","journal-title":"Int J Comput Vis"},{"issue":"3","key":"3003_CR25","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1007\/s11263-011-0484-5","volume":"97","author":"D Rudoy","year":"2012","unstructured":"Rudoy D, Zelnik-Manor L (2012) Viewpoint selection for human actions. Int J Comput Vis 97(3):243\u2013254. doi: 10.1007\/s11263-011-0484-5","journal-title":"Int J Comput Vis"},{"issue":"2","key":"3003_CR26","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1162\/089976600300015853","volume":"12","author":"M Sato","year":"2000","unstructured":"Sato M, Ishii S (2000) On-line EM algorithm for the normalized Gaussian network. Neural Comput 12(2):407\u2013432. doi: 10.1162\/089976600300015853","journal-title":"Neural Comput"},{"key":"3003_CR27","doi-asserted-by":"publisher","unstructured":"Shen C, Zhang C, Fels S (2007) A multi-camera surveillance system that estimates quality-of-view measurement. Proc IEEE Int Conf Image Process, San Antonio: III 193-III 196. doi: 10.1109\/ICIP.2007.4379279","DOI":"10.1109\/ICIP.2007.4379279"},{"key":"3003_CR28","doi-asserted-by":"publisher","unstructured":"Singh S, Jaakkola T, Jordan M (1995) Reinforcement learning with soft state aggregation. Advances in neural information processing systems: 361\u2013368. doi: 10.1162\/089976600300015961","DOI":"10.1162\/089976600300015961"},{"key":"3003_CR29","doi-asserted-by":"publisher","unstructured":"Soro S, Heinzelman W (2007) Camera selection in visual sensor networks. Proc IEEE Conf Adv Video Signal Based Surveill: 81\u201386. doi: 10.1109\/AVSS.2007.4425290","DOI":"10.1109\/AVSS.2007.4425290"},{"key":"3003_CR30","doi-asserted-by":"publisher","unstructured":"Soro S, Heinzelman W (2009) A survey of visual sensor networks. Adv Multimed: 1\u201322. doi: 10.1155\/2009\/640386","DOI":"10.1155\/2009\/640386"},{"key":"3003_CR31","doi-asserted-by":"crossref","unstructured":"Spaan M, Lima P (2009) A decision-theoretic approach to dynamic sensor selection in camera networks. In ICAPS: 1\u20138. doi: ocs\/index.php\/ICAPS\/ICAPS09\/paper\/viewFile\/758\/1125","DOI":"10.1609\/icaps.v19i1.13381"},{"key":"3003_CR32","doi-asserted-by":"publisher","unstructured":"Sutton R, Barto A (1998) Reinforcement learning: an introduction. MIT Press. Cambridge, Massachusetts London, England. doi: 10.1109\/TNN.1998.712192","DOI":"10.1109\/TNN.1998.712192"},{"key":"3003_CR33","doi-asserted-by":"publisher","unstructured":"Tessens L, Morbee M, Lee H, Philips W, Aghajan H (2008) Principal view determination for camera selection in distributed smart camera networks. Sec ACM\/IEEE Int Conf Distrib Smart Cam: 1\u201310. doi: 10.1109\/ICDSC.2008.4635699","DOI":"10.1109\/ICDSC.2008.4635699"},{"issue":"3","key":"3003_CR34","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1007\/BF00992698","volume":"8","author":"C Watkins","year":"1992","unstructured":"Watkins C, Dayan P (1992) Q-learning. Mach Learn 8(3):279\u2013292. doi: 10.1007\/BF00992698","journal-title":"Mach Learn"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-015-3003-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-015-3003-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-015-3003-9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-015-3003-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,15]],"date-time":"2023-08-15T19:52:52Z","timestamp":1692129172000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-015-3003-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,11,7]]},"references-count":34,"journal-issue":{"issue":"24","published-print":{"date-parts":[[2016,12]]}},"alternative-id":["3003"],"URL":"https:\/\/doi.org\/10.1007\/s11042-015-3003-9","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2015,11,7]]}}}