{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T17:29:45Z","timestamp":1743096585452,"version":"3.40.3"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319478975"},{"type":"electronic","value":"9783319478982"}],"license":[{"start":{"date-parts":[[2016,10,8]],"date-time":"2016-10-08T00:00:00Z","timestamp":1475884800000},"content-version":"unspecified","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":[[2017]]},"DOI":"10.1007\/978-3-319-47898-2_13","type":"book-chapter","created":{"date-parts":[[2016,10,7]],"date-time":"2016-10-07T18:41:28Z","timestamp":1475865688000},"page":"120-130","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Designing HMMs in the Age of Big Data"],"prefix":"10.1007","author":[{"given":"Cesare","family":"Alippi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stavros","family":"Ntalampiras","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Manuel","family":"Roveri","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,10,8]]},"reference":[{"key":"13_CR1","unstructured":"http:\/\/archive.ics.uci.edu\/ml\/datasets\/gas+sensor+array+drift+dataset+at+different+concentrations (2015)"},{"issue":"1","key":"13_CR2","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1109\/SURV.2013.070813.00285","volume":"16","author":"S Abolfazli","year":"2014","unstructured":"Abolfazli, S., Sanaei, Z., Ahmed, E., Gani, A., Buyya, R.: Cloud-based augmentation for mobile devices: motivation, taxonomies, and open challenges. IEEE Commun. Surv. Tutorials 16(1), 337\u2013368 (2014). doi:10.1109\/SURV.2013.070813.00285","journal-title":"IEEE Commun. Surv. Tutorials"},{"key":"13_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"396","DOI":"10.1007\/3-540-70659-3_41","volume-title":"Structural, Syntactic, and Statistical Pattern Recognition","author":"Mayer Aladjem","year":"2002","unstructured":"Aladjem, Mayer: Projection pursuit fitting gaussian mixture models. In: Caelli, Terry, Amin, Adnan, Duin, Robert, P,W., Ridder, Dick, Kamel, Mohamed (eds.) SSPR\/SPR 2002. LNCS, vol. 2396, pp. 396\u2013404. Springer, Heidelberg (2002). doi:10.1007\/3-540-70659-3_41"},{"issue":"8","key":"13_CR4","doi-asserted-by":"publisher","first-page":"1213","DOI":"10.1109\/TNNLS.2013.2253491","volume":"24","author":"C Alippi","year":"2013","unstructured":"Alippi, C., Ntalampiras, S., Roveri, M.: A cognitive fault diagnosis system for distributed sensor networks. IEEE Trans. Neural Netw. Learn. Syst. 24(8), 1213\u20131226 (2013)","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"key":"13_CR5","doi-asserted-by":"crossref","unstructured":"Andersson, M., Ntalampiras, S., Ganchev, T., Rydell, J., Ahlberg, J., Fakotakis, N.: Fusion of acoustic and optical sensor data for automatic fight detection in urban environments. In: 2010 13th Conference on Information Fusion (FUSION), pp. 1\u20138 (2010)","DOI":"10.1109\/ICIF.2010.5712105"},{"key":"13_CR6","doi-asserted-by":"crossref","unstructured":"Babaie, T., Chawla, S., Ardon, S., Yu, Y.: A unified approach to network anomaly detection. In: 2014 IEEE International Conference on Big Data (Big Data), pp. 650\u2013655 (2014)","DOI":"10.1109\/BigData.2014.7004288"},{"key":"13_CR7","doi-asserted-by":"crossref","unstructured":"Bari, N., Mani, G., Berkovich, S.: Internet of things as a methodological concept. In: 2013 Fourth International Conference on Computing for Geospatial Research and Application (COM.Geo), pp. 48\u201355 (2013)","DOI":"10.1109\/COMGEO.2013.8"},{"issue":"6","key":"13_CR8","doi-asserted-by":"publisher","first-page":"1554","DOI":"10.1214\/aoms\/1177699147","volume":"37","author":"LE Baum","year":"1966","unstructured":"Baum, L.E., Petrie, T.: Statistical inference for probabilistic functions of finite state markov chains. Ann. Math. Stat. 37(6), 1554\u20131563 (1966)","journal-title":"Ann. Math. Stat."},{"key":"13_CR9","doi-asserted-by":"crossref","unstructured":"Guo, Y., Gao, H.: Emotion recognition system in images based on fuzzy neural network and hmm. In: 5th IEEE International Conference on Cognitive Informatics, ICCI 2006, vol. 1, pp. 73\u201378 (2006)","DOI":"10.1109\/COGINF.2006.365679"},{"key":"13_CR10","doi-asserted-by":"publisher","first-page":"652","DOI":"10.1109\/ACCESS.2014.2332453","volume":"2","author":"H Hu","year":"2014","unstructured":"Hu, H., Wen, Y., Chua, T.S., Li, X.: Toward scalable systems for big data analytics: A technology tutorial. IEEE Access 2, 652\u2013687 (2014). doi:10.1109\/ACCESS.2014.2332453","journal-title":"IEEE Access"},{"key":"13_CR11","doi-asserted-by":"crossref","unstructured":"Kinjo, T., Funaki, K.: On hmm speech recognition based on complex speech analysis. In: 32nd Annual Conference on IEEE Industrial Electronics, IECON 2006, pp. 3477\u20133480 (2006)","DOI":"10.1109\/IECON.2006.347837"},{"key":"13_CR12","doi-asserted-by":"publisher","first-page":"1980","DOI":"10.1109\/ACCESS.2015.2492923","volume":"3","author":"CH Lee","year":"2015","unstructured":"Lee, C.H., Wu, C.H.: A novel big data modeling method for improving driving range estimation of EVS. IEEE Access 3, 1980\u20131993 (2015). doi:10.1109\/ACCESS.2015.2492923","journal-title":"IEEE Access"},{"key":"13_CR13","unstructured":"Murphy, K.: https:\/\/www.cs.ubc.ca\/murphyk\/software\/hmm\/hmm.html (1998)"},{"key":"13_CR14","doi-asserted-by":"crossref","unstructured":"Rabiner, L.R.: A tutorial on hidden markov models and selected applications in speech recognition. In: Proceedings of the IEEE, pp. 257\u2013286 (1989)","DOI":"10.1109\/5.18626"},{"key":"13_CR15","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1016\/j.chemolab.2013.10.012","volume":"130","author":"I Rodriguez-Lujan","year":"2014","unstructured":"Rodriguez-Lujan, I., Fonollosa, J., Vergara, A., Homer, M., Huerta, R.: On the calibration of sensor arrays for pattern recognition using the minimal number of experiments. Chemometr. Intell. Lab. Syst. 130, 123\u2013134 (2014)","journal-title":"Chemometr. Intell. Lab. Syst."},{"key":"13_CR16","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"707","DOI":"10.1007\/978-3-319-09156-3_49","volume-title":"Computational Science and Its Applications \u2013 ICCSA 2014","author":"AS Shirkhorshidi","year":"2014","unstructured":"Shirkhorshidi, A.S., Aghabozorgi, S., Wah, T.Y., Herawan, T.: Big data clustering: a review. In: Murgante, B., Misra, S., Rocha, A.M.A.C., Torre, C., Rocha, J.G., Falc\u00e3o, M.I., Taniar, D., Apduhan, B.O., Gervasi, O. (eds.) ICCSA 2014. LNCS, vol. 8583, pp. 707\u2013720. Springer, Heidelberg (2014). doi:10.1007\/978-3-319-09156-3_49"},{"issue":"5","key":"13_CR17","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/MSP.2014.2327238","volume":"31","author":"K Slavakis","year":"2014","unstructured":"Slavakis, K., Giannakis, G.B., Mateos, G.: Modeling and optimization for big data analytics: (statistical) learning tools for our era of data deluge. IEEE Sig. Process. Mag. 31(5), 18\u201331 (2014)","journal-title":"IEEE Sig. Process. Mag."},{"key":"13_CR18","doi-asserted-by":"crossref","unstructured":"Subasinghe, K., Kodithuwakku, S.R.: A big data analytic identity management expert system for social media networks. In: 2015 IEEE International WIE Conference on Electrical and Computer Engineering (WIECON-ECE), pp. 126\u2013129 (2015)","DOI":"10.1109\/WIECON-ECE.2015.7444015"},{"key":"13_CR19","volume-title":"Pattern Recognition","author":"S Theodoridis","year":"2006","unstructured":"Theodoridis, S., Koutroumbas, K.: Pattern Recognition, 3rd edn. Academic Press, Inc., Orlando (2006)","edition":"3"},{"key":"13_CR20","doi-asserted-by":"publisher","first-page":"320","DOI":"10.1016\/j.snb.2012.01.074","volume":"166\u2013167","author":"A Vergara","year":"2012","unstructured":"Vergara, A., Vembu, S., Ayhan, T., Ryan, M.A., Homer, M.L., Huerta, R.: Chemical gas sensor drift compensation using classifier ensembles. Sensors Actuators B: Chem. 166\u2013167, 320\u2013329 (2012)","journal-title":"Sensors Actuators B: Chem."}],"container-title":["Advances in Intelligent Systems and Computing","Advances in Big Data"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-47898-2_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T13:04:26Z","timestamp":1710335066000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-47898-2_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,10,8]]},"ISBN":["9783319478975","9783319478982"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-47898-2_13","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2016,10,8]]},"assertion":[{"value":"8 October 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"INNS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"INNS Conference on Big Data","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Thessaloniki","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Greece","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 October 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 October 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"inns2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/conferences.cwa.gr\/inns-big-data2016\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}