{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,16]],"date-time":"2026-01-16T06:59:31Z","timestamp":1768546771523,"version":"3.49.0"},"publisher-location":"Cham","reference-count":18,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030031008","type":"print"},{"value":"9783030031015","type":"electronic"}],"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\/978-3-030-03101-5_8","type":"book-chapter","created":{"date-parts":[[2019,1,12]],"date-time":"2019-01-12T06:03:03Z","timestamp":1547272983000},"page":"86-97","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Road Anomaly Detection Using Smartphone: A Brief Analysis"],"prefix":"10.1007","author":[{"given":"Van Khang","family":"Nguyen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"\u00c9ric","family":"Renault","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Viet Hai","family":"Ha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,1,13]]},"reference":[{"key":"8_CR1","unstructured":"Support vector machine. \nhttps:\/\/en.wikipedia.org\/wiki\/Support_vector_machine"},{"key":"8_CR2","series-title":"Adaptive Computation and Machine Learning","volume-title":"Introduction to Machine Learning","author":"E Alpaydin","year":"2010","unstructured":"Alpaydin, E.: Introduction to Machine Learning. Adaptive Computation and Machine Learning, 2nd edn. MIT Press, New York (2010)","edition":"2"},{"key":"8_CR3","doi-asserted-by":"crossref","unstructured":"Bhoraskar, R., Vankadhara, N., Raman, B., Kulkarni, P.: Wolverine: traffic and road condition estimation using smartphone sensors. In: 2012 Fourth International Conference on Communication Systems and Networks (COMSNETS), pp. 1\u20136. IEEE (2012)","DOI":"10.1109\/COMSNETS.2012.6151382"},{"issue":"6","key":"8_CR4","first-page":"595","volume":"7","author":"G Chugh","year":"2014","unstructured":"Chugh, G., Bansal, D., Sofat, S.: Road condition detection using smartphone sensors: a survey. Int. J. Electron. Electr. Eng. 7(6), 595\u2013602 (2014)","journal-title":"Int. J. Electron. Electr. Eng."},{"key":"8_CR5","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1007\/978-3-642-39065-4_36","volume-title":"Advances in Neural Networks \u2013 ISNN 2013","author":"F Cong","year":"2013","unstructured":"Cong, F., et al.: Applying wavelet packet decomposition and one-class support vector machine on vehicle acceleration traces for road anomaly detection. In: Guo, C., Hou, Z.-G., Zeng, Z. (eds.) ISNN 2013. LNCS, vol. 7951, pp. 291\u2013299. Springer, Heidelberg (2013). \nhttps:\/\/doi.org\/10.1007\/978-3-642-39065-4_36"},{"issue":"3","key":"8_CR6","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273\u2013297 (1995)","journal-title":"Mach. Learn."},{"key":"8_CR7","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611970104","volume-title":"Ten Lectures on Wavelets","author":"I Daubechies","year":"1992","unstructured":"Daubechies, I.: Ten Lectures on Wavelets. Society for Industrial and Applied Mathematics, Philadelphia (1992)"},{"key":"8_CR8","doi-asserted-by":"crossref","unstructured":"Eriksson, J., Girod, L., Hull, B., Newton, R., Madden, S., Balakrishnan, H.: The pothole patrol: using a mobile sensor network for road surface monitoring. In: Proceedings of the 6th International Conference on Mobile Systems, Applications, and Services, pp. 29\u201339. ACM (2008)","DOI":"10.1145\/1378600.1378605"},{"key":"8_CR9","doi-asserted-by":"publisher","DOI":"10.1002\/9781119991656.ch3","volume-title":"Signal Demodulation","author":"M Feldman","year":"2011","unstructured":"Feldman, M.: Signal Demodulation. Wiley, New York (2011)"},{"key":"8_CR10","first-page":"439","volume-title":"Adaptation in Natural and Artificial Systems: An Introductory Analysis with Application to Biology, Control, and Artificial Intelligence","author":"JH Holland","year":"1975","unstructured":"Holland, J.H.: Adaptation in Natural and Artificial Systems: An Introductory Analysis with Application to Biology, Control, and Artificial Intelligence, pp. 439\u2013444. University of Michigan Press, Ann Arbor (1975)"},{"issue":"8","key":"8_CR11","first-page":"603","volume":"5","author":"T Kim","year":"2014","unstructured":"Kim, T., Ryu, S.K.: Review and analysis of pothole detection methods. J. Emerg. Trends Comput. Inf. Sci. 5(8), 603\u2013608 (2014)","journal-title":"J. Emerg. Trends Comput. Inf. Sci."},{"key":"8_CR12","doi-asserted-by":"crossref","unstructured":"Mednis, A., Strazdins, G., Zviedris, R., Kanonirs, G., Selavo, L.: Real time pothole detection using android smartphones with accelerometers. In: 2011 International Conference on Distributed Computing in Sensor Systems and Workshops (DCOSS), pp. 1\u20136. IEEE (2011)","DOI":"10.1109\/DCOSS.2011.5982206"},{"key":"8_CR13","doi-asserted-by":"crossref","unstructured":"Mohan, P., Padmanabhan, V.N., Ramjee, R.: Nericell: rich monitoring of road and traffic conditions using mobile smartphones. In: Proceedings of the 6th ACM Conference on Embedded Network Sensor Systems, pp. 323\u2013336. ACM (2008)","DOI":"10.1145\/1460412.1460444"},{"key":"8_CR14","series-title":"Lecture Notes in Statistics","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1007\/978-1-4612-2544-7_17","volume-title":"Wavelets and Statistics","author":"GP Nason","year":"1995","unstructured":"Nason, G.P., Silverman, B.W.: The stationary wavelet transform and some statistical applications. In: Antoniadis, A., Oppenheim, G. (eds.) Wavelets and Statistics. LNS, vol. 103, pp. 281\u2013299. Springer, New York (1995). \nhttps:\/\/doi.org\/10.1007\/978-1-4612-2544-7_17"},{"key":"8_CR15","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1007\/978-3-642-23641-9_8","volume-title":"Ubiquitous Intelligence and Computing","author":"M Perttunen","year":"2011","unstructured":"Perttunen, M., et al.: Distributed road surface condition monitoring using mobile phones. In: Hsu, C.-H., Yang, L.T., Ma, J., Zhu, C. (eds.) UIC 2011. LNCS, vol. 6905, pp. 64\u201378. Springer, Heidelberg (2011). \nhttps:\/\/doi.org\/10.1007\/978-3-642-23641-9_8"},{"key":"8_CR16","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"128","DOI":"10.1007\/978-3-319-29009-6_7","volume-title":"Big Data Analytics in the Social and Ubiquitous Context","author":"F Seraj","year":"2016","unstructured":"Seraj, F., van der Zwaag, B.J., Dilo, A., Luarasi, T., Havinga, P.: RoADS: a road pavement monitoring system for anomaly detection using smart phones. In: Atzmueller, M., Chin, A., Janssen, F., Schweizer, I., Trattner, C. (eds.) Big Data Analytics in the Social and Ubiquitous Context. LNCS (LNAI), vol. 9546, pp. 128\u2013146. Springer, Cham (2016). \nhttps:\/\/doi.org\/10.1007\/978-3-319-29009-6_7"},{"issue":"1\u20132","key":"8_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0167-2789(00)00159-7","volume":"147","author":"N Tanaka","year":"2000","unstructured":"Tanaka, N., Okamoto, H., Naito, M.: Detecting and evaluating intrinsic nonlinearity present in the mutual dependence between two variables. Phys. D: Nonlinear Phenom. 147(1\u20132), 1\u201311 (2000)","journal-title":"Phys. D: Nonlinear Phenom."},{"key":"8_CR18","doi-asserted-by":"publisher","first-page":"242","DOI":"10.1016\/j.sbspro.2014.01.057","volume":"111","author":"A Vittorio","year":"2014","unstructured":"Vittorio, A., Rosolino, V., Teresa, I., Vittoria, C.M., Vincenzo, P.G., et al.: Automated sensing system for monitoring of road surface quality by mobile devices. Procedia - Soc. Behav. Sci. 111, 242\u2013251 (2014)","journal-title":"Procedia - Soc. Behav. Sci."}],"container-title":["Lecture Notes in Computer Science","Mobile, Secure, and Programmable Networking"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-03101-5_8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,1,12]],"date-time":"2019-01-12T06:05:40Z","timestamp":1547273140000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-03101-5_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030031008","9783030031015"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-03101-5_8","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"13 January 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"MSPN","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Mobile, Secure, and Programmable Networking","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Paris","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"France","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":"18 June 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 June 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"mspn2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.adda-association.org\/mspn\/Home.html","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"52","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"27","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"52% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"3","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information"}}]}}