{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,25]],"date-time":"2025-03-25T14:41:01Z","timestamp":1742913661294,"version":"3.40.3"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030059200"},{"type":"electronic","value":"9783030059217"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-05921-7_24","type":"book-chapter","created":{"date-parts":[[2019,2,2]],"date-time":"2019-02-02T10:54:50Z","timestamp":1549104890000},"page":"301-309","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Big Data Analytics in Smart Living Environments for Elderly Monitoring"],"prefix":"10.1007","author":[{"given":"Giovanni","family":"Diraco","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alessandro","family":"Leone","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pietro","family":"Siciliano","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,2,3]]},"reference":[{"issue":"12","key":"24_CR1","doi-asserted-by":"publisher","first-page":"910","DOI":"10.1089\/tmj.2013.0109","volume":"19","author":"H Gokalp","year":"2013","unstructured":"Gokalp H, Clarke M (2013) Monitoring activities of daily living of the elderly and the potential for its use in telecare and telehealth: a review. Telemed e-Health 19(12):910\u2013923","journal-title":"Telemed e-Health"},{"key":"24_CR2","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1007\/978-3-319-39949-2_11","volume":"9755","author":"R Sharma","year":"2016","unstructured":"Sharma R, Nah F, Sharma K, Katta T, Pang N, Yong A (2016) Smart living for elderly: design and human-computer interaction considerations. Lect Notes Comput Sci 9755:112\u2013122","journal-title":"Lect Notes Comput Sci"},{"issue":"3","key":"24_CR3","doi-asserted-by":"publisher","first-page":"579","DOI":"10.1109\/JBHI.2012.2234129","volume":"17","author":"R Parisa","year":"2013","unstructured":"Parisa R, Mihailidis A (2013) A survey on ambient-assisted living tools for older adults. IEEE J Biomed Health Inform 17(3):579\u2013590","journal-title":"IEEE J Biomed Health Inform"},{"issue":"1","key":"24_CR4","first-page":"143","volume":"9","author":"V Vimarlund","year":"2014","unstructured":"Vimarlund V, Wass S (2014) Big data, smart homes and ambient assisted living. Yearb Med Inform 9(1):143\u2013149","journal-title":"Yearb Med Inform"},{"key":"24_CR5","doi-asserted-by":"publisher","first-page":"480","DOI":"10.1016\/j.eswa.2017.09.029","volume":"91","author":"AB Mabrouk","year":"2018","unstructured":"Mabrouk AB, Zagrouba E (2018) Abnormal behavior recognition for intelligent video surveillance systems: a review. Expert Syst Appl 91:480\u2013491","journal-title":"Expert Syst Appl"},{"key":"24_CR6","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1007\/978-3-319-21671-3_9","volume":"16","author":"U Bakar","year":"2015","unstructured":"Bakar U, Ghayvat H, Hasanm SF, Mukhopadhyay SC (2015) Activity and anomaly detection in smart home: a survey. Next Gener Sensors Syst 16:191\u2013220","journal-title":"Next Gener Sensors Syst"},{"issue":"1","key":"24_CR7","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.maturitas.2011.11.003","volume":"71","author":"K Taraldsen","year":"2012","unstructured":"Taraldsen K, Chastin SFM, Riphagen II, Vereijken B, Helbostad JL (2012) Physical activity monitoring by use of accelerometer-based body-worn sensors in older adults: a systematic literature review of current knowledge and applications. Maturitas 71(1):13\u201319","journal-title":"Maturitas"},{"doi-asserted-by":"crossref","unstructured":"Min C, Kang S, Yoo C, Cha J, Choi S, Oh Y, Song J (Sept 2015) Exploring current practices for battery use and management of smartwatches. In: Proceedings of: the 2015 ACM international symposium on wearable computers, pp 11\u201318","key":"24_CR8","DOI":"10.1145\/2802083.2802085"},{"doi-asserted-by":"crossref","unstructured":"Droghini D, Ferretti D, Principi E, Squartini S, Piazza F (2017) A combined one-class SVM and template-matching approach for user-aided human fall detection by means of floor acoustic features. Comput Intell Neurosci","key":"24_CR9","DOI":"10.1155\/2017\/1512670"},{"key":"24_CR10","volume-title":"Stereo Vision","author":"Stephan Hussmann","year":"2008","unstructured":"Hussmann S, Ringbeck T, Hagebeuker B (2008) A performance review of 3D TOF vision systems in comparison to stereo vision systems. In: Stereo vision, InTech"},{"doi-asserted-by":"crossref","unstructured":"Diraco G, Leone A, Siciliano P (2017) A radar-based smart sensor for unobtrusive elderly monitoring in ambient assisted living applications. Biosensors 7(4):55","key":"24_CR11","DOI":"10.3390\/bios7040055"},{"doi-asserted-by":"crossref","unstructured":"Caroppo A, Diraco G, Rescio G, Leone A, Siciliano P (2015) Heterogeneous sensor platform for circadian rhythm analysis. In: IEEE international workshop on advances in sensors and interfaces (ISIE), 10 August 2015, pp 187\u2013192","key":"24_CR12","DOI":"10.1109\/IWASI.2015.7184955"},{"doi-asserted-by":"crossref","unstructured":"Diraco G, Leone A, Siciliano P Geodesic-based human posture analysis by using a single 3D TOF camera. In: IEEE international symposium on industrial electronics (ISIE), 27\u201330 June 2011","key":"24_CR13","DOI":"10.1109\/ISIE.2011.5984351"},{"issue":"1","key":"24_CR14","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1016\/j.gaitpost.2013.07.003","volume":"39","author":"G Diraco","year":"2014","unstructured":"Diraco G, Leone A, Siciliano P (2014) In-home hierarchical posture classification with a time-of-flight 3D sensor. Gait Posture 39(1):182\u2013187","journal-title":"Gait Posture"},{"unstructured":"Miao Y, Song J (2014) Abnormal event detection based on SVM in video surveillance. In: IEEE workshop on advance research and technology in industry applications, pp 1379\u20131383","key":"24_CR15"},{"issue":"3","key":"24_CR16","doi-asserted-by":"publisher","first-page":"628","DOI":"10.1016\/j.patcog.2014.07.007","volume":"48","author":"ARM Forkan","year":"2015","unstructured":"Forkan ARM, Khalil I, Tari Z, Foufou S, Bouras A (2015) A context-aware approach for long-term behavioural change detection and abnormality prediction in ambient assisted living. Pattern Recogn 48(3):628\u2013641","journal-title":"Pattern Recogn"},{"issue":"5","key":"24_CR17","doi-asserted-by":"publisher","first-page":"351","DOI":"10.1080\/08839514.2013.785791","volume":"27","author":"M Hejazi","year":"2013","unstructured":"Hejazi M, Singh YP (2013) One-class support vector machines approach to anomaly detection. Appl Artif Intell 27(5):351\u2013366","journal-title":"Appl Artif Intell"},{"doi-asserted-by":"crossref","unstructured":"Otte FJP, Rosales Saurer B, Stork W (2013) Unsupervised learning in ambient assisted living for pattern and anomaly detection: a survey. In: Communications in computer and information science 413 CCIS, pp 44\u201353","key":"24_CR18","DOI":"10.1007\/978-3-319-04406-4_6"},{"doi-asserted-by":"crossref","unstructured":"Sohangir S, Wang D, Pomeranets A, Khoshgoftaar TM (2018) Big data: deep learning for financial sentiment analysis. J Big Data 5(1):3","key":"24_CR19","DOI":"10.1186\/s40537-017-0111-6"},{"key":"24_CR20","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.patrec.2017.07.016","volume":"105","author":"M Ribeiro","year":"2018","unstructured":"Ribeiro M, Lazzaretti AE, Lopes HS (2018) A study of deep convolutional auto-encoders for anomaly detection in videos. Pattern Recogn Lett 105:13\u201322","journal-title":"Pattern Recogn Lett"},{"unstructured":"Krizhevsky A, Sutskever I, Hinton GE (2012) Imagenet classification with deep convolutional neural networks. In: Advances in neural information processing systems, pp 1097\u20131105","key":"24_CR21"},{"unstructured":"Krizhevsky A, Hinton GE (2011) Using very deep autoencoders for content-based image retrieval. In: ESANN, April 2011","key":"24_CR22"},{"key":"24_CR23","first-page":"52","volume-title":"Lecture Notes in Computer Science","author":"Jonathan Masci","year":"2011","unstructured":"Masci J, Meier U, Cire\u015fan D, Schmidhuber J (2011) Stacked convolutional auto-encoders for hierarchical feature extraction. In: International conference on artificial neural networks, Springer, Berlin, Heidelberg, pp 52\u201359"},{"doi-asserted-by":"crossref","unstructured":"Guo X, Liu X, Zhu E, Yin J (2017) Deep clustering with convolutional autoencoders. In: International conference on neural information processing, Springer, pp 373\u2013382, November 2017","key":"24_CR24","DOI":"10.1007\/978-3-319-70096-0_39"}],"container-title":["Lecture Notes in Electrical Engineering","Ambient Assisted Living"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-05921-7_24","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,17]],"date-time":"2019-05-17T22:59:31Z","timestamp":1558133971000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-05921-7_24"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030059200","9783030059217"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-05921-7_24","relation":{},"ISSN":["1876-1100","1876-1119"],"issn-type":[{"type":"print","value":"1876-1100"},{"type":"electronic","value":"1876-1119"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"3 February 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ForItAAL","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italian Forum of Ambient Assisted Living","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Lecce","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":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 July 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 July 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"foritaal2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.foritaal2018.it\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}