{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T04:10:08Z","timestamp":1750306208634,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":34,"publisher":"ACM","license":[{"start":{"date-parts":[[2016,10,16]],"date-time":"2016-10-16T00:00:00Z","timestamp":1476576000000},"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":[],"published-print":{"date-parts":[[2016,10,16]]},"DOI":"10.1145\/2988257.2988260","type":"proceedings-article","created":{"date-parts":[[2016,10,12]],"date-time":"2016-10-12T18:34:04Z","timestamp":1476297244000},"page":"67-74","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":10,"title":["Continuous Multimodal Human Affect Estimation using Echo State Networks"],"prefix":"10.1145","author":[{"given":"Mohammadreza","family":"Amirian","sequence":"first","affiliation":[{"name":"Ulm University, Ulm, Germany"}]},{"given":"Markus","family":"K\u00e4chele","sequence":"additional","affiliation":[{"name":"Ulm University, Ulm, Germany"}]},{"given":"Patrick","family":"Thiam","sequence":"additional","affiliation":[{"name":"Ulm University, Ulm, Germany"}]},{"given":"Viktor","family":"Kessler","sequence":"additional","affiliation":[{"name":"Ulm University, Ulm, Germany"}]},{"given":"Friedhelm","family":"Schwenker","sequence":"additional","affiliation":[{"name":"Ulm University, Ulm, Germany"}]}],"member":"320","published-online":{"date-parts":[[2016,10,16]]},"reference":[{"issue":"3","key":"e_1_3_2_1_1_1","first-page":"272","article-title":"Random forests and decision trees","volume":"9","author":"Ali J.","year":"2012","unstructured":"J. Ali , R. Khan , N. Ahmad , and I. Maqsood . Random forests and decision trees . International Journal of Computer Science Issues , 9 ( 3 ): 272 -- 278 , sep 2012 . J. Ali, R. Khan, N. Ahmad, and I. Maqsood. Random forests and decision trees. International Journal of Computer Science Issues, 9(3):272--278, sep 2012.","journal-title":"International Journal of Computer Science Issues"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACII.2013.65"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/2808196.2811634"},{"key":"e_1_3_2_1_4_1","first-page":"1","volume-title":"International Conference on Intelligent System Applications to Power Systems","author":"Dai J.","year":"2009","unstructured":"J. Dai , G. K. Venayagamoorthy , and R. G. Harley . An introduction to the echo state netwwork and its applications in power system . In International Conference on Intelligent System Applications to Power Systems , pages 1 -- 7 , nov 2009 . J. Dai, G. K. Venayagamoorthy, and R. G. Harley. An introduction to the echo state netwwork and its applications in power system. In International Conference on Intelligent System Applications to Power Systems, pages 1--7, nov 2009."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.5194\/hess-17-253-2013"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.5772\/4755"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.4018\/jse.2010101605"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/2808196.2811641"},{"key":"e_1_3_2_1_9_1","volume-title":"The echo state approach to analysing and training recurrent neural networks. Technical report","author":"Jaeger H.","year":"2001","unstructured":"H. Jaeger . The echo state approach to analysing and training recurrent neural networks. Technical report , German National Research Center for Information Technology , 2001 . H. Jaeger. The echo state approach to analysing and training recurrent neural networks. Technical report, German National Research Center for Information Technology, 2001."},{"key":"e_1_3_2_1_10_1","volume-title":"Adaptive confidence learning for the personalization of pain intensity estimation systems. Evolving Systems, online first:1--13","author":"Kachele M.","year":"2016","unstructured":"M. Kachele , M. Amirian , P. Thiam , P. Werner , S. Walter , G. Palm , and F. Schwenker . Adaptive confidence learning for the personalization of pain intensity estimation systems. Evolving Systems, online first:1--13 , 2016 . M. Kachele, M. Amirian, P. Thiam, P. Werner, S. Walter, G. Palm, and F. Schwenker. Adaptive confidence learning for the personalization of pain intensity estimation systems. Evolving Systems, online first:1--13, 2016."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.5220\/0004828606710678"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12193-015-0202-7"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/2661806.2661813"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2016.2535962"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/2808196.2811637"},{"key":"e_1_3_2_1_16_1","series-title":"LNCS","first-page":"368","volume-title":"G. Bebis, R. Boyle, B. Parvin, D. Koracin, C. Fowlkes, S. Wang, M.-H","author":"Kaltwang S.","year":"2012","unstructured":"S. Kaltwang , O. Rudovic , and M. Pantic . Continuous pain intensity estimation from facial expressions . In G. Bebis, R. Boyle, B. Parvin, D. Koracin, C. Fowlkes, S. Wang, M.-H . Choi, S. Mantler, J. Schulze, D. Acevedo, K. Mueller, and M. Papka, editors, Advances in Visual Computing, volume 7432 of LNCS , pages 368 -- 377 . Springer Berlin Heidelberg , 2012 . S. Kaltwang, O. Rudovic, and M. Pantic. Continuous pain intensity estimation from facial expressions. In G. Bebis, R. Boyle, B. Parvin, D. Koracin, C. Fowlkes, S. Wang, M.-H. Choi, S. Mantler, J. Schulze, D. Acevedo, K. Mueller, and M. Papka, editors, Advances in Visual Computing, volume 7432 of LNCS, pages 368--377. Springer Berlin Heidelberg, 2012."},{"key":"e_1_3_2_1_17_1","volume-title":"Reservoir computing trends. KI - K\u00fcnstliche Intelligenz, 26(4):365--371","author":"Lukosevicius M.","year":"2012","unstructured":"M. Lukosevicius , H. Jaeger , and B. Schrauwen . Reservoir computing trends. KI - K\u00fcnstliche Intelligenz, 26(4):365--371 , 2012 . M. Lukosevicius, H. Jaeger, and B. Schrauwen. Reservoir computing trends. KI - K\u00fcnstliche Intelligenz, 26(4):365--371, 2012."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/T-AFFC.2011.9"},{"key":"e_1_3_2_1_19_1","first-page":"9","volume-title":"Proceedings.(ICASSP'03)","volume":"2","author":"Nwe T. L.","year":"2003","unstructured":"T. L. Nwe , S. W. Foo , and L. C. De Silva . Classification of stress in speech using linear and nonlinear features. In Acoustics, Speech, and Signal Processing, 2003 . Proceedings.(ICASSP'03) . 2003 IEEE International Conference on , volume 2 , pages II-- 9 . IEEE, 2003. T. L. Nwe, S. W. Foo, and L. C. De Silva. Classification of stress in speech using linear and nonlinear features. In Acoustics, Speech, and Signal Processing, 2003. Proceedings.(ICASSP'03). 2003 IEEE International Conference on, volume 2, pages II--9. IEEE, 2003."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2003.817122"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2013.6553805"},{"key":"e_1_3_2_1_22_1","first-page":"385","volume-title":"Revisiting AVEC 2011--an information fusion architecture. In Neural Nets and Surroundings","author":"Schels M.","year":"2013","unstructured":"M. Schels , M. Glodek , F. Schwenker , and G. Palm . Revisiting AVEC 2011--an information fusion architecture. In Neural Nets and Surroundings , pages 385 -- 393 . Springer , 2013 . M. Schels, M. Glodek, F. Schwenker, and G. Palm. Revisiting AVEC 2011--an information fusion architecture. In Neural Nets and Surroundings, pages 385--393. Springer, 2013."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12193-013-0133-0"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/2133366.2133370"},{"key":"e_1_3_2_1_25_1","first-page":"941","volume-title":"2007 IEEE International Conference on Acoustics, Speech and Signal Processing-ICASSP'07","volume":"4","author":"Schuller B.","unstructured":"B. Schuller , D. Seppi , A. Batliner , A. Maier , and S. Steidl . Towards more reality in the recognition of emotional speech . In 2007 IEEE International Conference on Acoustics, Speech and Signal Processing-ICASSP'07 , volume 4 , pages IV-- 941 . IEEE, 2007. B. Schuller, D. Seppi, A. Batliner, A. Maier, and S. Steidl. Towards more reality in the recognition of emotional speech. In 2007 IEEE International Conference on Acoustics, Speech and Signal Processing-ICASSP'07, volume 4, pages IV--941. IEEE, 2007."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACII.2009.5349499"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACII.2013.31"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2014.10.015"},{"key":"e_1_3_2_1_29_1","volume-title":"AVEC 2016-depression, mood, and emotion recognition workshop and challenge. arXiv preprint arXiv:1605","author":"Valstar M.","year":"2016","unstructured":"M. Valstar , J. Gratch , B. Schuller , F. Ringeval , D. Lalanne , M. T. Torres , S. Scherer , G. Stratou , R. Cowie , and M. Pantic . AVEC 2016-depression, mood, and emotion recognition workshop and challenge. arXiv preprint arXiv:1605 .01600, 2016 . M. Valstar, J. Gratch, B. Schuller, F. Ringeval, D. Lalanne, M. T. Torres, S. Scherer, G. Stratou, R. Cowie, and M. Pantic. AVEC 2016-depression, mood, and emotion recognition workshop and challenge. arXiv preprint arXiv:1605.01600, 2016."},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/2661806.2661807"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2012.03.001"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2010.2057200"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2013.75"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.52"}],"event":{"name":"MM '16: ACM Multimedia Conference","sponsor":["SIGMM ACM Special Interest Group on Multimedia"],"location":"Amsterdam The Netherlands","acronym":"MM '16"},"container-title":["Proceedings of the 6th International Workshop on Audio\/Visual Emotion Challenge"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2988257.2988260","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2988257.2988260","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T03:50:36Z","timestamp":1750218636000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2988257.2988260"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,10,16]]},"references-count":34,"alternative-id":["10.1145\/2988257.2988260","10.1145\/2988257"],"URL":"https:\/\/doi.org\/10.1145\/2988257.2988260","relation":{},"subject":[],"published":{"date-parts":[[2016,10,16]]},"assertion":[{"value":"2016-10-16","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}