{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T01:17:51Z","timestamp":1768267071014,"version":"3.49.0"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319225715","type":"print"},{"value":"9783319225722","type":"electronic"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"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":[[2015]]},"DOI":"10.1007\/978-3-319-22572-2_19","type":"book-chapter","created":{"date-parts":[[2015,8,22]],"date-time":"2015-08-22T09:50:56Z","timestamp":1440237056000},"page":"259-273","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Distributed and Efficient One-Class Outliers Detection Classifier in Wireless Sensors Networks"],"prefix":"10.1007","author":[{"given":"Oussama","family":"Ghorbel","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohamed Wassim","family":"Jmal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohamed","family":"Abid","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hichem","family":"Snoussi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,8,23]]},"reference":[{"key":"19_CR1","doi-asserted-by":"crossref","unstructured":"Naumowicz, T., Freeman, T., Heil, R., Calsyn, A., Hellmich, E., Brandle, A., Guilford, T., Schiller, J.: Autonomous monitoring of vulnerable habitats using a wireless sensor network. In: Proceedings of the Workshop on Real-World Wireless Sensor Networks, REALWSN 2008, Glasgow, Scotland (2008)","DOI":"10.1145\/1435473.1435488"},{"issue":"8","key":"19_CR2","doi-asserted-by":"publisher","first-page":"969","DOI":"10.1093\/comjnl\/bxp035","volume":"52","author":"F Marcelloni","year":"2009","unstructured":"Marcelloni, F., Vecchio, M.: An efficient lossless compression algorithm for tiny nodes of monitoring wireless sensor networks. Comput. J. 52(8), 969\u2013987 (2009)","journal-title":"Comput. J."},{"issue":"4","key":"19_CR3","doi-asserted-by":"publisher","first-page":"921","DOI":"10.1016\/j.comnet.2006.10.002","volume":"51","author":"A Akyildiz","year":"2007","unstructured":"Akyildiz, A., Ian, F., Melodia, T., Kaushik, R.: A survey on wireless multimedia sensor networks. J. Comput. Netw.: Int. J. Comput. Telecommun. Netw. 51(4), 921\u2013960 (2007). Inc. New York, NY, USA, United State","journal-title":"J. Comput. Netw.: Int. J. Comput. Telecommun. Netw."},{"key":"19_CR4","doi-asserted-by":"crossref","unstructured":"Ghorbel, O., Ayedi, W., Jmal, M.W., Abid, M.: Images compression and transmission in WSN: Performances Analysis. In: 14th International Conference on Communication Technology, Chine (2012)","DOI":"10.1109\/ICCT.2012.6511432"},{"key":"19_CR5","unstructured":"Zhang, Y., Meratnia, N., Havinga, P.: Outlier detection Techniques for wireless sensor networks: A survey, pp. 11\u201320 (2008)"},{"issue":"1","key":"19_CR6","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1016\/j.ces.2003.09.012","volume":"59","author":"J-M Lee","year":"2004","unstructured":"Lee, J.-M., Yoo, C., Choi, S.W., Vanrolleghem, P.A., Lee, I.-B.: Nonlinear process monitoring using kernel principal component analysis. Chem. Eng. Sci. 59(1), 223\u2013234 (2004)","journal-title":"Chem. Eng. Sci."},{"issue":"1","key":"19_CR7","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1016\/j.chemolab.2004.05.001","volume":"75","author":"SW Choi","year":"2005","unstructured":"Choi, S.W., Lee, C., Lee, J.M., Park, J.H., Lee, I.B.: Fault detection and identification of nonlinear processes based on kernel PCA. Chemometr. Intell. Lab. Syst. 75(1), 55\u201367 (2005)","journal-title":"Chemometr. Intell. Lab. Syst."},{"issue":"5","key":"19_CR8","doi-asserted-by":"publisher","first-page":"1299","DOI":"10.1162\/089976698300017467","volume":"10","author":"B Scholkopf","year":"1998","unstructured":"Scholkopf, B., Smola, A., Muller, K.-R.: Nonlinear component analysis as a kernel eigenvalue problem. Neural Comput. 10(5), 1299\u20131319 (1998)","journal-title":"Neural Comput."},{"key":"19_CR9","unstructured":"Kapitanova, K., Son, S.H., Kang, K.D.: Event detection in wireless sensor networks. In: Second International Conference, ADHOCNETS 2010, Victoria, BC, Canada, August 2010"},{"key":"19_CR10","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Meratnia, N.P., Havinga, J.M.: Distributed online outlier detection in wireless sensor networks using ellipsoidal support vector machine. Ad Hoc Networks, December 2012","DOI":"10.1016\/j.adhoc.2012.11.001"},{"key":"19_CR11","first-page":"17","volume":"2","author":"HM Koupaie","year":"2013","unstructured":"Koupaie, H.M., Ibrahim, S., Hosseinkhani, J.: Outlier detection in stream data by machine learning and feature selection methods. Int. J. Adv. Comput. Sci. Inf. Technol. (IJACSIT) 2, 17\u201324 (2013)","journal-title":"Int. J. Adv. Comput. Sci. Inf. Technol. (IJACSIT)"},{"key":"19_CR12","doi-asserted-by":"crossref","unstructured":"Rajasegarar, S., Leckie, C., Palaniswami, M., Bezdek, J.C.: Quarter sphere based distributed anomaly detection in wireless sensor networks. In: Proceedings of IEEE International Conference on Communications, pp. 3864\u20133869 (2007)","DOI":"10.1109\/ICC.2007.637"},{"issue":"8","key":"19_CR13","doi-asserted-by":"publisher","first-page":"1373","DOI":"10.1080\/13658816.2012.654493","volume":"26","author":"Y Zhang","year":"2012","unstructured":"Zhang, Y., Hammb, N.A.S., Meratniaa, N., Steinb, A., Van de Voorta, M., Havingaa, P.J.M.: Statistics-based outlier detection for wireless sensor networks. Int. J. Geogr. Inf. Sci. 26(8), 1373\u20131392 (2012)","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"19_CR14","unstructured":"Chakour, C., et al.: Adaptive kernel principal component analysis for nonlinear time-varying processes monitoring. In: ICEECA 2012 (2012)"},{"key":"19_CR15","unstructured":"IBRL, Intel Berkely Reseach Lab Dataset (2004). http:\/\/db.csail.mit.edu\/labdata\/1120labdata.html"},{"key":"19_CR16","unstructured":"GStB, Grand-St-Bernard dataset (2007). http:\/\/lcav.epfl.ch\/cms\/lang\/en\/pid\/86035"},{"key":"19_CR17","unstructured":"LUCE, Lausanne Urban Canopy Experiment (2007). http:\/\/lcav.epfl.ch\/cms\/lang\/en\/1122pid\/86035 ed"},{"key":"19_CR18","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/MIC.2006.26","volume":"10","author":"G Werner-Allen","year":"2006","unstructured":"Werner-Allen, G., Lorin, C.Z.K., Welsh, M., Marcillo, O.: Johnson, J, Ruiz, M., Lees, J.: Deploying a wireless sensors network on an active volcano. IEEE Internet Comput. 10, 18\u201325 (2006)","journal-title":"IEEE Internet Comput."},{"key":"19_CR19","doi-asserted-by":"crossref","unstructured":"Szewezyk, R., Mainwaring, A., Polastre, J., Culler, D.: Analysis of alarge scale habitet monitoring application. In: Proceedings of the second ACM Conference on Embedded Networked Sensors Systems (SenSys), Baltimore (2004)","DOI":"10.1145\/1031495.1031521"},{"key":"19_CR20","first-page":"28","volume":"5","author":"K Verma","year":"2010","unstructured":"Verma, K., Kumar, V., Samparthi, S.: Outlier detection of data in wireless sensor networks using kernel density estimation. Int. J. Comput. Appl. 5, 28\u201332 (2010). Published By Foundation of Computer Science","journal-title":"Int. J. Comput. Appl."},{"key":"19_CR21","unstructured":"Nguyen, M.H., Torre, F.: Robust Kernel Principal Component Analysis (2008)"},{"key":"19_CR22","doi-asserted-by":"publisher","first-page":"1542","DOI":"10.1016\/j.sigpro.2009.11.001","volume":"90","author":"M Ding","year":"2010","unstructured":"Ding, M., Tian, Z., Xu, H.: Adaptive kernel principal component analysis. Signal Process. 90, 1542\u20131553 (2010)","journal-title":"Signal Process."},{"key":"19_CR23","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1007\/s11063-004-0036-x","volume":"22","author":"W Zheng","year":"2005","unstructured":"Zheng, W., Zou, C., Zhao, L.: An improved algorithm for kernel principal component analysis. Neural Process. 22, 49\u201356 (2005)","journal-title":"Neural Process."},{"key":"19_CR24","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"426","DOI":"10.1007\/978-3-540-45179-2_53","volume-title":"Computer Analysis of Images and Patterns","author":"Vojt\u011bch Franc","year":"2003","unstructured":"Franc, Vojt\u011bch, Hlav\u010d, V\u00e1clav: Greedy Algorithm for a Training Set Reduction in the Kernel Methods. In: Petkov, Nicolai, Westenberg, Michel A. (eds.) CAIP 2003. LNCS, vol. 2756, pp. 426\u2013433. Springer, Heidelberg (2003)"},{"key":"19_CR25","doi-asserted-by":"publisher","first-page":"863","DOI":"10.1016\/j.patcog.2006.07.009","volume":"40","author":"H Hoffmann","year":"2007","unstructured":"Hoffmann, H.: Kernel PCA for novelty detection. Pattern Recogn. 40, 863\u2013874 (2007)","journal-title":"Pattern Recogn."},{"key":"19_CR26","doi-asserted-by":"crossref","unstructured":"Xie, Z., Quirino, T., Shyu, M.-L., Chen, S.-C., Chang, L.: UNPCC: a novel unsupervised classification scheme for network intrusion detection. Presented at the Proceedings of the 18th IEEE International Conference on Tools with Artificial Intelligence (2006)","DOI":"10.1109\/ICTAI.2006.115"},{"key":"19_CR27","doi-asserted-by":"publisher","first-page":"498","DOI":"10.1037\/h0070888","volume":"24","author":"H Hotelling","year":"1933","unstructured":"Hotelling, H.: Analysis of a complex of statistical variables with principal components. J. Educ. Psychol. 24, 498\u2013520 (1933)","journal-title":"J. Educ. Psychol."},{"key":"19_CR28","doi-asserted-by":"crossref","unstructured":"Szewezyk, R., Mainwaring, A., Polastre, J., Culler, D.: Analysis of alarge scale habitet monitoring application. In: Proceedings of the Second ACM Conference en Embedded Networked Sensors Systems (SenSys), Baltimore (2004)","DOI":"10.1145\/1031495.1031521"},{"key":"19_CR29","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/MIC.2006.26","volume":"10","author":"G Werner-Allen","year":"2006","unstructured":"Werner-Allen, G., Lorin, K.C.Z., Welsh, M., Marcillo, O., Johnson, J., Ruiz, M., Lees, J.: Deploying a wireless sensors network on an active volcano. IEEE Internet Comput. 10, 18\u201325 (2006)","journal-title":"IEEE Internet Comput."},{"key":"19_CR30","doi-asserted-by":"crossref","unstructured":"Barrenetxea, G., Ingelrest, F., Schaefer, G., Vetterli, M., Couach, O., Parlange, M.: SensorScope: out-of-the-box Environmental monitoring. In: Proceeding of the 7th International Conference on Information Processing in Sensor Networks, pp. 332\u2013343, 22\u201324 April 2008","DOI":"10.1109\/IPSN.2008.28"},{"key":"19_CR31","doi-asserted-by":"crossref","unstructured":"Vapnik, V.: The nature of statistical learning theory (Information Science and Statistics) (1995)","DOI":"10.1007\/978-1-4757-2440-0"},{"issue":"7","key":"19_CR32","doi-asserted-by":"publisher","first-page":"1443","DOI":"10.1162\/089976601750264965","volume":"13","author":"B Scholkopf","year":"2001","unstructured":"Scholkopf, B., Platt, J., Shawe-Taylor, J., Smola, J., Williamson, R.C.: Estimating the support of a high-dimensional distribution. Neural Comput. 13(7), 1443\u20131471 (2001)","journal-title":"Neural Comput."},{"issue":"4","key":"19_CR33","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1023\/B:MACH.0000008084.60811.49","volume":"27","author":"DM Tax","year":"2004","unstructured":"Tax, D.M., Duin, R.P.: Support vector data description. Machine Learn. 27(4), 45\u201366 (2004)","journal-title":"Machine Learn."}],"container-title":["Lecture Notes in Computer Science","Wired\/Wireless Internet Communications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-22572-2_19","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,8]],"date-time":"2023-02-08T16:23:07Z","timestamp":1675873387000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-22572-2_19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319225715","9783319225722"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-22572-2_19","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"23 August 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}