{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,26]],"date-time":"2025-11-26T21:55:25Z","timestamp":1764194125898},"reference-count":21,"publisher":"World Scientific Pub Co Pte Lt","issue":"01n02","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Adv. Adapt. Data Anal."],"published-print":{"date-parts":[[2015,4]]},"abstract":"<jats:p> In this paper, we developed a new approach for the analysis of physiological time series. An iterative convolution filter is used to decompose the time series into various components. Statistics of these components are extracted as features to characterize the mechanisms underlying the time series. Studies have shown that many normal physiological systems involve irregularity, while the decrease of irregularity usually implies abnormality. This motivates the use of the statistics for \u201coutliers\u201d in the components as features measuring irregularity. Support vector machines are used to select the most relevant features that are able to differentiate the time series from normal and abnormal systems. This new approach is successfully used in the study of congestive heart failure by heart beat interval time series. <\/jats:p>","DOI":"10.1142\/s1793536915500016","type":"journal-article","created":{"date-parts":[[2015,5,13]],"date-time":"2015-05-13T00:00:38Z","timestamp":1431475238000},"page":"1550001","source":"Crossref","is-referenced-by-count":1,"title":["A New Approach for Physiological Time Series"],"prefix":"10.1142","volume":"07","author":[{"given":"Dong","family":"Mao","sequence":"first","affiliation":[{"name":"AMSL Brion, 4211 Burton Drive, Santa Clara, CA 95054, USA"}]},{"given":"Yang","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Mathematics, Hong Kong University of Science and Technology, Hong Kong"}]},{"given":"Qiang","family":"Wu","sequence":"additional","affiliation":[{"name":"Department of Mathematical Sciences, Middle Tennessee State University, 1301 E Main Street, Murfreesboro, TN 37132, USA"}]}],"member":"219","published-online":{"date-parts":[[2016,4,7]]},"reference":[{"key":"S1793536915500016BIB001","doi-asserted-by":"publisher","DOI":"10.1016\/0002-9149(89)90871-0"},{"key":"S1793536915500016BIB002","doi-asserted-by":"publisher","DOI":"10.1007\/s10444-004-7614-3"},{"key":"S1793536915500016BIB003","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevE.71.021906"},{"key":"S1793536915500016BIB004","doi-asserted-by":"publisher","DOI":"10.1007\/BF02345370"},{"key":"S1793536915500016BIB005","doi-asserted-by":"publisher","DOI":"10.1023\/A:1012487302797"},{"key":"S1793536915500016BIB006","doi-asserted-by":"publisher","DOI":"10.1142\/S1793536909000205"},{"key":"S1793536915500016BIB007","doi-asserted-by":"publisher","DOI":"10.1098\/rspa.1998.0193"},{"key":"S1793536915500016BIB009","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.16"},{"key":"S1793536915500016BIB010","doi-asserted-by":"publisher","DOI":"10.1038\/20924"},{"key":"S1793536915500016BIB011","doi-asserted-by":"publisher","DOI":"10.1016\/j.cam.2011.06.007"},{"key":"S1793536915500016BIB012","series-title":"Cambridge Nonlinear Science Series","volume-title":"Nonlinear Time Series Analysis","volume":"7","author":"Kantz H.","year":"1997"},{"key":"S1793536915500016BIB013","series-title":"Springer Series in Synergetics","volume-title":"Nonlinear Techniques in Physiological Time Series Analysis","author":"Kantz H.","year":"1998"},{"key":"S1793536915500016BIB014","doi-asserted-by":"publisher","DOI":"10.1142\/S179353690900028X"},{"key":"S1793536915500016BIB015","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2005.02.003"},{"key":"S1793536915500016BIB016","doi-asserted-by":"publisher","DOI":"10.1063\/1.166141"},{"key":"S1793536915500016BIB018","doi-asserted-by":"publisher","DOI":"10.1038\/39043"},{"key":"S1793536915500016BIB019","doi-asserted-by":"publisher","DOI":"10.1016\/S0370-1573(98)00035-0"},{"key":"S1793536915500016BIB020","volume-title":"Nonlinear Time Series Analysis.","author":"Tong H.","year":"1990"},{"key":"S1793536915500016BIB021","series-title":"Applied and Numerical Harmonic Analysis","first-page":"543","volume-title":"Wavelet Analysis and Applications","author":"Yang Z.","year":"2006"},{"key":"S1793536915500016BIB022","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2006.03.002"},{"issue":"3","key":"S1793536915500016BIB023","first-page":"369","volume":"21","author":"Zheng T.","year":"2008","journal-title":"Pattern Recogn. Artif. Intell."}],"container-title":["Advances in Adaptive Data Analysis"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S1793536915500016","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,6]],"date-time":"2019-08-06T11:08:50Z","timestamp":1565089730000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S1793536915500016"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,4]]},"references-count":21,"journal-issue":{"issue":"01n02","published-online":{"date-parts":[[2016,4,7]]},"published-print":{"date-parts":[[2015,4]]}},"alternative-id":["10.1142\/S1793536915500016"],"URL":"https:\/\/doi.org\/10.1142\/s1793536915500016","relation":{},"ISSN":["1793-5369","1793-7175"],"issn-type":[{"value":"1793-5369","type":"print"},{"value":"1793-7175","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,4]]}}}