{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T15:53:23Z","timestamp":1774454003773,"version":"3.50.1"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319685595","type":"print"},{"value":"9783319685601","type":"electronic"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-68560-1_39","type":"book-chapter","created":{"date-parts":[[2017,10,12]],"date-time":"2017-10-12T12:28:21Z","timestamp":1507811301000},"page":"435-444","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Indoor Actions Classification Through Long Short Term Memory Neural Networks"],"prefix":"10.1007","author":[{"given":"Emanuele","family":"Cipolla","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ignazio","family":"Infantino","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Umberto","family":"Maniscalco","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Giovanni","family":"Pilato","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Filippo","family":"Vella","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,10,13]]},"reference":[{"key":"39_CR1","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1007\/978-3-642-21384-7_10","volume-title":"Advances in Distributed Agent-Based Retrieval Tools","author":"A Augello","year":"2011","unstructured":"Augello, A., Ortolani, M., Re, G.L., Gaglio, S.: Sensor mining for user behavior profiling in intelligent environments. In: Pallotta, V., Soro, A., Vargiu, E. (eds.) Advances in Distributed Agent-Based Retrieval Tools, pp. 143\u2013158. Springer, Heidelberg (2011). doi:10.1007\/978-3-642-21384-7_10"},{"key":"39_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1007\/978-3-642-25446-8_4","volume-title":"Human Behavior Understanding","author":"M Baccouche","year":"2011","unstructured":"Baccouche, M., Mamalet, F., Wolf, C., Garcia, C., Baskurt, A.: Sequential deep learning for human action recognition. In: Salah, A.A., Lepri, B. (eds.) HBU 2011. LNCS, vol. 7065, pp. 29\u201339. Springer, Heidelberg (2011). doi:10.1007\/978-3-642-25446-8_4"},{"issue":"8","key":"39_CR3","doi-asserted-by":"publisher","first-page":"1798","DOI":"10.1109\/TPAMI.2013.50","volume":"35","author":"Y Bengio","year":"2013","unstructured":"Bengio, Y., Courville, A., Vincent, P.: Representation learning: a review and new perspectives. IEEE Trans. Pattern Anal. Mach. Intell. 35(8), 1798\u20131828 (2013)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"4","key":"39_CR4","doi-asserted-by":"publisher","first-page":"810","DOI":"10.1080\/00207721.2013.784372","volume":"45","author":"JC Castillo","year":"2014","unstructured":"Castillo, J.C., Carneiro, D., Serrano-Cuerda, J., Novais, P., Fern\u00e1ndez-Caballero, A., Neves, J.: A multi-modal approach for activity classification and fall detection. Int. J. Syst. Sci. 45(4), 810\u2013824 (2014)","journal-title":"Int. J. Syst. Sci."},{"issue":"4","key":"39_CR5","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1016\/j.pmcj.2009.04.001","volume":"5","author":"DJ Cook","year":"2009","unstructured":"Cook, D.J., Augusto, J.C., Jakkula, V.R.: Ambient intelligence: technologies, applications, and opportunities. Pervasive Mob. Comput. 5(4), 277\u2013298 (2009)","journal-title":"Pervasive Mob. Comput."},{"key":"39_CR6","doi-asserted-by":"crossref","unstructured":"Donahue, J., Hendricks, L.A., Guadarrama, S., Rohrbach, M., Venugopalan, S., Saenko, K., Darrell, T.: Long-term recurrent convolutional networks for visual recognition and description. CoRR abs\/1411.4389 (2014). http:\/\/arxiv.org\/abs\/1411.4389","DOI":"10.21236\/ADA623249"},{"key":"39_CR7","unstructured":"Filippo, V., Agnese, A., Umberto, M., Vincenzo, B., Salvatore, G.: Classification of indoor actions through deep neural networks. In: 2016 International Conference on Signal-Image Technology & Internet-Based Systems (SITIS). IEEE (2016)"},{"key":"39_CR8","series-title":"Studies in Computational Intelligence","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-24797-2","volume-title":"Supervised Sequence Labelling with Recurrent Neural Networks","author":"A Graves","year":"2012","unstructured":"Graves, A.: Supervised Sequence Labelling with Recurrent Neural Networks. Studies in Computational Intelligence, vol. 385. Springer, Heidelberg (2012). doi:10.1007\/978-3-642-24797-2"},{"issue":"8","key":"39_CR9","doi-asserted-by":"publisher","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"S Hochreiter","year":"1997","unstructured":"Hochreiter, S., Schmidhuber, J.: Long short-term memory. Neural Comput. 9(8), 1735\u20131780 (1997)","journal-title":"Neural Comput."},{"key":"39_CR10","doi-asserted-by":"crossref","unstructured":"Krishnan, K., Prabhu, N., Babu, R.V.: ARRNET: action recognition through recurrent neural networks. In: 2016 International Conference on Signal Processing and Communications (SPCOM), pp. 1\u20135, June 2016","DOI":"10.1109\/SPCOM.2016.7746614"},{"key":"39_CR11","doi-asserted-by":"publisher","first-page":"138","DOI":"10.1016\/j.pmcj.2012.07.003","volume":"10","author":"NC Krishnan","year":"2014","unstructured":"Krishnan, N.C., Cook, D.J.: Activity recognition on streaming sensor data. Pervasive Mob. Comput. Part B 10, 138\u2013154 (2014)","journal-title":"Pervasive Mob. Comput. Part B"},{"issue":"3","key":"39_CR12","doi-asserted-by":"publisher","first-page":"1093","DOI":"10.1007\/s11277-015-2779-2","volume":"87","author":"S Kyriazakos","year":"2016","unstructured":"Kyriazakos, S., Mihaylov, M., Anggorojati, B., Mihovska, A., Craciunescu, R., Fratu, O., Prasad, R.: eWALL: an intelligent caring home environment offering personalized context-aware applications based on advanced sensing. Wirel. Pers. Commun. 87(3), 1093\u20131111 (2016)","journal-title":"Wirel. Pers. Commun."},{"issue":"7553","key":"39_CR13","doi-asserted-by":"publisher","first-page":"436","DOI":"10.1038\/nature14539","volume":"521","author":"Y LeCun","year":"2015","unstructured":"LeCun, Y., Bengio, Y., Hinton, G.: Deep learning. Nature 521(7553), 436\u2013444 (2015)","journal-title":"Nature"},{"key":"39_CR14","doi-asserted-by":"crossref","unstructured":"Lima, W.S., Souto, E., Rocha, T., Pazzi, R.W., Pramudianto, F.: User activity recognition for energy saving in smart home environment. In: 2015 IEEE Symposium on Computers and Communication (ISCC), pp. 751\u2013757. IEEE (2015)","DOI":"10.1109\/ISCC.2015.7405604"},{"issue":"2","key":"39_CR15","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1016\/j.medengphy.2013.11.010","volume":"36","author":"SA Lowe","year":"2014","unstructured":"Lowe, S.A., \u00d3Laighin, G.: Monitoring human health behaviour in one\u2019s living environment: a technological review. Med. Eng. Phys. 36(2), 147\u2013168 (2014)","journal-title":"Med. Eng. Phys."},{"key":"39_CR16","unstructured":"Pascanu, R., G\u00fcl\u00e7ehre, \u00c7., Cho, K., Bengio, Y.: How to construct deep recurrent neural networks. CoRR abs\/1312.6026 (2013). http:\/\/arxiv.org\/abs\/1312.6026"},{"issue":"1","key":"39_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/TSMCA.2004.838456","volume":"35","author":"P Remagnino","year":"2005","unstructured":"Remagnino, P., Foresti, G.L.: Ambient intelligence: a new multidisciplinary paradigm. IEEE Trans. Syst. Man Cybern. Part A Syst. Hum. 35(1), 1\u20136 (2005)","journal-title":"IEEE Trans. Syst. Man Cybern. Part A Syst. Hum."},{"key":"39_CR18","unstructured":"Twomey, N., Diethe, T., Kull, M., Song, H., Camplani, M., Hannuna, S., Fafoutis, X., Zhu, N., Woznowski, P., Flach, P., Craddock, I.: The SPHERE challenge: activity recognition with multimodal sensor data. arXiv preprint arXiv:1603.00797 (2016)"},{"key":"39_CR19","series-title":"Smart Innovation, Systems and Technologies","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1007\/978-3-319-59480-4_14","volume-title":"Intelligent Interactive Multimedia Systems and Services 2017","author":"U Maniscalco","year":"2018","unstructured":"Maniscalco, U., Pilato, G., Vella, F.: Detection of indoor actions through probabilistic induction model. In: De Pietro, G., Gallo, L., Howlett, R.J., Jain, L.C. (eds.) KES-IIMSS 2017. SIST, vol. 76, pp. 129\u2013138. Springer, Cham (2018). doi:10.1007\/978-3-319-59480-4_14"},{"issue":"2","key":"39_CR20","first-page":"1","volume":"76","author":"F Vella","year":"2016","unstructured":"Vella, F., Infantino, I., Scardino, G.: Person identification through entropy oriented mean shift clustering of human gaze patterns. Multimedia Tools Appl. 76(2), 1\u201325 (2016)","journal-title":"Multimedia Tools Appl."}],"container-title":["Lecture Notes in Computer Science","Image Analysis and Processing - ICIAP 2017"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-68560-1_39","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,11]],"date-time":"2024-03-11T14:22:08Z","timestamp":1710166928000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-68560-1_39"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319685595","9783319685601"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-68560-1_39","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"13 October 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIAP","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Image Analysis and Processing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Catania","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 September 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15 September 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iciap2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.iciap2017.com","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}