{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T09:57:01Z","timestamp":1743155821770,"version":"3.40.3"},"publisher-location":"Cham","reference-count":15,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319930367"},{"type":"electronic","value":"9783319930374"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"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":[[2018]]},"DOI":"10.1007\/978-3-319-93037-4_39","type":"book-chapter","created":{"date-parts":[[2018,6,19]],"date-time":"2018-06-19T16:00:13Z","timestamp":1529424013000},"page":"495-507","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["UFSSF - An Efficient Unsupervised Feature Selection for Streaming Features"],"prefix":"10.1007","author":[{"given":"Naif","family":"Almusallam","sequence":"first","affiliation":[]},{"given":"Zahir","family":"Tari","sequence":"additional","affiliation":[]},{"given":"Jeffrey","family":"Chan","sequence":"additional","affiliation":[]},{"given":"Adil","family":"AlHarthi","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,6,20]]},"reference":[{"issue":"1","key":"39_CR1","first-page":"37","volume":"6","author":"DW Aha","year":"1991","unstructured":"Aha, D.W., Kibler, D., Albert, M.K.: Instance-based learning algorithms. Mach. Learn. 6(1), 37\u201366 (1991)","journal-title":"Mach. Learn."},{"key":"39_CR2","doi-asserted-by":"crossref","unstructured":"Almalawi, A.: Designing unsupervised intrusion detection for SCADA systems (2014)","DOI":"10.1109\/TrustCom.2013.40"},{"issue":"7","key":"39_CR3","doi-asserted-by":"publisher","first-page":"9014","DOI":"10.1016\/j.eswa.2011.01.120","volume":"38","author":"H-L Chen","year":"2011","unstructured":"Chen, H.-L., Yang, B., Liu, J., Liu, D.-Y.: A support vector machine classifier with rough set-based feature selection for breast cancer diagnosis. Expert Syst. Appl. 38(7), 9014\u20139022 (2011)","journal-title":"Expert Syst. Appl."},{"key":"39_CR4","unstructured":"John, G.H., Langley, P.: Estimating continuous distributions in Bayesian classifiers. In: Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence, pp. 338\u2013345. Morgan Kaufmann Publishers Inc. (1995)"},{"issue":"7","key":"39_CR5","doi-asserted-by":"publisher","first-page":"881","DOI":"10.1109\/TPAMI.2002.1017616","volume":"24","author":"T Kanungo","year":"2002","unstructured":"Kanungo, T., Mount, D.M., Netanyahu, N.S., Piatko, C.D., Silverman, R., Wu, A.Y.: An efficient k-means clustering algorithm: analysis and implementation. IEEE Trans. Pattern Anal. Mach. Intell. 24(7), 881\u2013892 (2002)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"39_CR6","unstructured":"Li, J., Cheng, K., Wang, S., Morstatter, F., Trevino, R.P., Tang, J., Liu, H.: Feature selection: a data perspective. arXiv preprint arXiv:1601.07996 (2016)"},{"key":"39_CR7","doi-asserted-by":"crossref","unstructured":"Li, J., Hu, X., Tang, J., Liu, H.: Unsupervised streaming feature selection in social media. In: Proceedings of the 24th ACM International on Conference on Information and Knowledge Management, pp. 1041\u20131050. ACM (2015)","DOI":"10.1145\/2806416.2806501"},{"issue":"3","key":"39_CR8","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1109\/34.990133","volume":"24","author":"P Mitra","year":"2002","unstructured":"Mitra, P., Murthy, C.A., Pal, S.K.: Unsupervised feature selection using feature similarity. IEEE Trans. Pattern Anal. Mach. Intell. 24(3), 301\u2013312 (2002)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"39_CR9","unstructured":"Onwuegbuzie, A.J., Daniel, L., Leech, N.L.: Pearson product-moment correlation coefficient. In: Encyclopedia of Measurement and Statistics, pp. 751\u2013756 (2007)"},{"key":"39_CR10","first-page":"1333","volume":"3","author":"S Perkins","year":"2003","unstructured":"Perkins, S., Lacker, K., Theiler, J.: Grafting: fast, incremental feature selection by gradient descent in function space. J. Mach. Learn. Res. 3, 1333\u20131356 (2003)","journal-title":"J. Mach. Learn. Res."},{"key":"39_CR11","volume-title":"C4.5: Programs for Machine Learning","author":"JR Quinlan","year":"2014","unstructured":"Quinlan, J.R.: C4.5: Programs for Machine Learning. Elsevier, Amsterdam (2014)"},{"key":"39_CR12","volume-title":"Linear Statistical Inference and Its Applications","author":"C Radhakrishna Rao","year":"2009","unstructured":"Radhakrishna Rao, C.: Linear Statistical Inference and Its Applications, vol. 22. Wiley, New York (2009)"},{"issue":"5","key":"39_CR13","doi-asserted-by":"publisher","first-page":"1178","DOI":"10.1109\/TPAMI.2012.197","volume":"35","author":"W Xindong","year":"2013","unstructured":"Xindong, W., Kui, Y., Ding, W., Wang, H., Zhu, X.: Online feature selection with streaming features. IEEE Trans. Pattern Anal. Mach. Intell. 35(5), 1178\u20131192 (2013)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"39_CR14","doi-asserted-by":"crossref","unstructured":"Zhao, Z., Liu, H.: Spectral feature selection for supervised and unsupervised learning. In: Proceedings of the 24th International Conference on Machine Learning, pp. 1151\u20131157. ACM (2007)","DOI":"10.1145\/1273496.1273641"},{"key":"39_CR15","doi-asserted-by":"crossref","unstructured":"Zhou, J., Foster, D., Stine, R., Ungar, L.: Streaming feature selection using alpha-investing. In: Proceedings of the Eleventh ACM SIGKDD International Conference on Knowledge Discovery in Data Mining, pp. 384\u2013393. ACM (2005)","DOI":"10.1145\/1081870.1081914"}],"container-title":["Lecture Notes in Computer Science","Advances in Knowledge Discovery and Data Mining"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-93037-4_39","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T10:51:15Z","timestamp":1710327075000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-93037-4_39"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319930367","9783319930374"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-93037-4_39","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"20 June 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"PAKDD","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Pacific-Asia Conference on Knowledge Discovery and Data Mining","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Melbourne, VIC","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Australia","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":"3 June 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 June 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"pakdd2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/prada-research.net\/pakdd18\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}