{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T16:23:14Z","timestamp":1775665394212,"version":"3.50.1"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2016,4,22]],"date-time":"2016-04-22T00:00:00Z","timestamp":1461283200000},"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":["Med Biol Eng Comput"],"published-print":{"date-parts":[[2017,1]]},"DOI":"10.1007\/s11517-016-1506-9","type":"journal-article","created":{"date-parts":[[2016,4,22]],"date-time":"2016-04-22T10:57:06Z","timestamp":1461322626000},"page":"151-165","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Feature selection methods for accelerometry-based seizure detection in children"],"prefix":"10.1007","volume":"55","author":[{"given":"Milica","family":"Milo\u0161evi\u0107","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anouk","family":"Van de Vel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kris","family":"Cuppens","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bert","family":"Bonroy","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Berten","family":"Ceulemans","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lieven","family":"Lagae","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bart","family":"Vanrumste","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sabine","family":"Van Huffel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,4,22]]},"reference":[{"issue":"1","key":"1506_CR1","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1016\/j.compbiomed.2010.11.005","volume":"41","author":"G Becq","year":"2011","unstructured":"Becq G, Bonnet S, Minotti L, Antonakios M, Guillemaud R, Kahane P (2011) Classification of epileptic motor manifestations using inertial and magnetic sensors. Comput Biol Med 41(1):46\u201355","journal-title":"Comput Biol Med"},{"issue":"4","key":"1506_CR2","doi-asserted-by":"crossref","first-page":"676","DOI":"10.1111\/j.1528-1167.2010.02522.x","volume":"51","author":"AT Berg","year":"2010","unstructured":"Berg AT, Berkovic SF, Brodie MJ, Buchhalter J, Cross JH, Van Emde Boas W, Engel J, French J, Glauser TA, Mathern GW et al (2010) Revised terminology and concepts for organization of seizures and epilepsies: report of the ILAE Commission on Classification and Terminology, 2005\u20132009. Epilepsia 51(4):676\u2013685","journal-title":"Epilepsia"},{"issue":"5","key":"1506_CR3","doi-asserted-by":"crossref","first-page":"2916","DOI":"10.1214\/10-AOS799","volume":"38","author":"Z Botev","year":"2010","unstructured":"Botev Z, Grotowski J, Kroese D et al (2010) Kernel density estimation via diffusion. Ann Stat 38(5):2916\u20132957","journal-title":"Ann Stat"},{"issue":"3","key":"1506_CR4","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1016\/j.seizure.2008.08.007","volume":"18","author":"C Carlson","year":"2009","unstructured":"Carlson C, Arnedo V, Cahill M, Devinsky O (2009) Detecting nocturnal convulsions: efficacy of the MP5 monitor. Seizure 18(3):225\u2013227","journal-title":"Seizure"},{"issue":"2","key":"1506_CR5","doi-asserted-by":"crossref","first-page":"579","DOI":"10.1109\/TBME.2011.2178094","volume":"59","author":"I Conradsen","year":"2012","unstructured":"Conradsen I, Beniczky S, Hoppe K, Wolf P, Sorensen HB (2012) Automated algorithm for generalized tonic\u2013clonic epileptic seizure onset detection based on sEMG zero-crossing rate. IEEE Trans Biomed Eng 59(2):579\u2013585","journal-title":"IEEE Trans Biomed Eng"},{"issue":"2","key":"1506_CR6","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/j.cmpb.2011.06.005","volume":"107","author":"I Conradsen","year":"2012","unstructured":"Conradsen I, Beniczky S, Wolf P, Kjaer TW, Sams T, Sorensen HB (2012) Automatic multi-modal intelligent seizure acquisition (MISA): system for detection of motor seizures from electromyographic data and motion data. Comput Methods Programs Biomed 107(2):97\u2013110","journal-title":"Comput Methods Programs Biomed"},{"issue":"3","key":"1506_CR7","doi-asserted-by":"crossref","first-page":"1026","DOI":"10.1109\/JBHI.2013.2285015","volume":"18","author":"K Cuppens","year":"2014","unstructured":"Cuppens K, Karsmakers P, Van de Vel A, Bonroy B, Milosevic M, Luca S, Croonenborghs T, Ceulemans B, Lagae L, Van Huffel S, Vanrumste B (2014) Accelerometry-based home monitoring for detection of nocturnal hypermotor seizures based on novelty detection. IEEE J Biomed Health Inform 18(3):1026\u20131033","journal-title":"IEEE J Biomed Health Inform"},{"key":"1506_CR8","doi-asserted-by":"crossref","unstructured":"Cuppens K, Lagae L, Ceulemans B, Van\u00a0Huffel S, Vanrumste B (2009) Detection of nocturnal frontal lobe seizures in pediatric patients by means of accelerometers: a first study. In: Proceedings of the annual international conference of the IEEE engineering in medicine and biology society (EMBC). IEEE, pp 6608\u20136611","DOI":"10.1109\/IEMBS.2009.5332557"},{"issue":"9","key":"1506_CR9","doi-asserted-by":"crossref","first-page":"923","DOI":"10.1007\/s11517-010-0648-4","volume":"48","author":"K Cuppens","year":"2010","unstructured":"Cuppens K, Lagae L, Ceulemans B, Van Huffel S, Vanrumste B (2010) Automatic video detection of body movement during sleep based on optical flow in pediatric patients with epilepsy. Med Biol Eng Comput 48(9):923\u2013931","journal-title":"Med Biol Eng Comput"},{"issue":"02","key":"1506_CR10","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1142\/S0219720005001004","volume":"3","author":"C Ding","year":"2005","unstructured":"Ding C, Peng H (2005) Minimum redundancy feature selection from microarray gene expression data. J Bioinform Comput Biol 3(02):185\u2013205","journal-title":"J Bioinform Comput Biol"},{"key":"1506_CR11","doi-asserted-by":"crossref","first-page":"470","DOI":"10.1111\/j.0013-9580.2005.66104.x","volume":"46","author":"RS Fisher","year":"2005","unstructured":"Fisher RS, Boas WvE, Blume W, Elger C, Genton P, Lee P, Engel J (2005) Epileptic seizures and epilepsy: definitions proposed by the International League Against Epilepsy (ILAE) and the International Bureau for Epilepsy (IBE). Epilepsia 46:470\u2013472","journal-title":"Epilepsia"},{"key":"1506_CR12","first-page":"1157","volume":"3","author":"I Guyon","year":"2003","unstructured":"Guyon I, Elisseeff A (2003) An introduction to variable and feature selection. J Mach Learn Res 3:1157\u20131182","journal-title":"J Mach Learn Res"},{"issue":"12","key":"1506_CR13","doi-asserted-by":"crossref","first-page":"2352","DOI":"10.1016\/j.clinph.2012.05.018","volume":"123","author":"B Hunyadi","year":"2012","unstructured":"Hunyadi B, Signoretto M, Van Paesschen W, Suykens JA, Van Huffel S, De Vos M (2012) Incorporating structural information from the multichannel EEG improves patient-specific seizure detection. Clin Neurophysiol 123(12):2352\u20132361","journal-title":"Clin Neurophysiol"},{"issue":"1","key":"1506_CR14","doi-asserted-by":"crossref","first-page":"156","DOI":"10.1109\/TITB.2005.856864","volume":"10","author":"D Karantonis","year":"2006","unstructured":"Karantonis D, Narayanan M, Mathie M, Lovell N, Celler B (2006) Implementation of a real-time human movement classifier using a triaxial accelerometer for ambulatory monitoring. IEEE Trans Inf Technol Biomed 10(1):156\u2013167","journal-title":"IEEE Trans Inf Technol Biomed"},{"issue":"1","key":"1506_CR15","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1016\/S0004-3702(97)00043-X","volume":"97","author":"R Kohavi","year":"1997","unstructured":"Kohavi R, John G (1997) Wrappers for feature subset selection. Artif Intell 97(1):273\u2013324","journal-title":"Artif Intell"},{"issue":"1","key":"1506_CR16","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1097\/WNP.0b013e3182051320","volume":"28","author":"U Kramer","year":"2011","unstructured":"Kramer U, Kipervasser S, Shlitner A, Kuzniecky R (2011) A novel portable seizure detection alarm system: preliminary results. J Clin Neurophysiol 28(1):36","journal-title":"J Clin Neurophysiol"},{"issue":"4","key":"1506_CR17","doi-asserted-by":"crossref","first-page":"638","DOI":"10.1016\/j.yebeh.2011.01.019","volume":"20","author":"J Lockman","year":"2011","unstructured":"Lockman J, Fisher R, Olson D (2011) Detection of seizure-like movements using a wrist accelerometer. Epilepsy Behav 20(4):638\u2013641","journal-title":"Epilepsy Behav"},{"issue":"7","key":"1506_CR18","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1007\/s11517-012-0904-x","volume":"50","author":"L Logesparan","year":"2012","unstructured":"Logesparan L, Casson AJ, Rodriguez-Villegas E (2012) Optimal features for online seizure detection. Med Biol Eng Comput 50(7):659\u2013669","journal-title":"Med Biol Eng Comput"},{"issue":"9","key":"1506_CR19","doi-asserted-by":"crossref","first-page":"1006","DOI":"10.1111\/j.1528-1157.1998.tb01452.x","volume":"39","author":"H L\u00fcders","year":"1998","unstructured":"L\u00fcders H, Acharya J, Baumgartner C, Benbadis S, Bleasel A, Burgess R, Dinner D, Ebner A, Foldvary N, Geller E et al (1998) Semiological seizure classification*. Epilepsia 39(9):1006\u20131013","journal-title":"Epilepsia"},{"key":"1506_CR20","doi-asserted-by":"crossref","unstructured":"Nijsen T, Aarts R, Arends J, Cluitmans P (2009) Automated detection of tonic seizures using 3-D accelerometry. In: Proceedings of the 4th European conference of the international federation for medical and biological engineering. Springer, pp 188\u2013191","DOI":"10.1007\/978-3-540-89208-3_47"},{"issue":"5","key":"1506_CR21","doi-asserted-by":"crossref","first-page":"1197","DOI":"10.1109\/TITB.2010.2058123","volume":"14","author":"T Nijsen","year":"2010","unstructured":"Nijsen T, Aarts R, Cluitmans P, Griep P (2010) Time\u2013frequency analysis of accelerometry data for detection of myoclonic seizures. IEEE Trans Inf Technol Biomed 14(5):1197\u20131203","journal-title":"IEEE Trans Inf Technol Biomed"},{"key":"1506_CR22","doi-asserted-by":"crossref","unstructured":"Pelckmans K, Suykens JA, Van Gestel T, De Brabanter J, Lukas L, Hamers B, De Moor B, Vandewalle J (2002) LS-SVMlab: a matlab\/c toolbox for least squares support vector machines. Tutorial. KULeuven-ESAT, Leuven, Belgium","DOI":"10.1142\/5089"},{"issue":"8","key":"1506_CR23","doi-asserted-by":"crossref","first-page":"1226","DOI":"10.1109\/TPAMI.2005.159","volume":"27","author":"H Peng","year":"2005","unstructured":"Peng H, Long F, Ding C (2005) Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy. IEEE Trans Pattern Anal Mach Intell 27(8):1226\u20131238","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"5","key":"1506_CR24","doi-asserted-by":"crossref","first-page":"e93","DOI":"10.1111\/j.1528-1167.2012.03444.x","volume":"53","author":"MZ Poh","year":"2012","unstructured":"Poh MZ, Loddenkemper T, Reinsberger C, Swenson NC, Goyal S, Sabtala MC, Madsen JR, Picard RW (2012) Convulsive seizure detection using a wrist-worn electrodermal activity and accelerometry biosensor. Epilepsia 53(5):e93\u2013e97","journal-title":"Epilepsia"},{"issue":"3","key":"1506_CR25","doi-asserted-by":"crossref","first-page":"871","DOI":"10.1109\/TBME.2008.2006190","volume":"56","author":"S Preece","year":"2009","unstructured":"Preece S, Goulermas J, Kenney L, Howard D (2009) A comparison of feature extraction methods for the classification of dynamic activities from accelerometer data. IEEE Trans Biomed Eng 56(3):871\u2013879","journal-title":"IEEE Trans Biomed Eng"},{"issue":"1","key":"1506_CR26","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1016\/j.eplepsyres.2011.02.010","volume":"95","author":"E Schulc","year":"2011","unstructured":"Schulc E, Unterberger I, Saboor S, Hilbe J, Ertl M, Ammenwerth E, Trinka E, Them C (2011) Measurement and quantification of generalized tonic\u2013clonic seizures in epilepsy patients by means of accelerometry - An explorative study. Epilepsy Res 95(1):173\u2013183","journal-title":"Epilepsy Res"},{"issue":"6","key":"1506_CR27","doi-asserted-by":"crossref","first-page":"661","DOI":"10.1007\/BF02510975","volume":"35","author":"N Sheikholeslami","year":"1997","unstructured":"Sheikholeslami N, Stashuk D (1997) Supervised mutual-information based feature selection for motor unit action potential classification. Med Biol Eng Comput 35(6):661\u2013670","journal-title":"Med Biol Eng Comput"},{"key":"1506_CR28","doi-asserted-by":"crossref","DOI":"10.1142\/5089","volume-title":"Least squares support vector machines","author":"JAK Suykens","year":"2002","unstructured":"Suykens JAK, Van Gestel T, De Brabanter J, De Moor B, Vandewalle J (2002) Least squares support vector machines. World Scientific Pub. Co., Singapore"},{"issue":"3","key":"1506_CR29","doi-asserted-by":"crossref","first-page":"464","DOI":"10.1016\/j.clinph.2010.06.034","volume":"122","author":"A Temko","year":"2011","unstructured":"Temko A, Thomas E, Marnane W, Lightbody G, Boylan G (2011) EEG-based neonatal seizure detection with support vector machines. Clin Neurophysiol 122(3):464\u2013473","journal-title":"Clin Neurophysiol"},{"key":"1506_CR30","volume-title":"The nature of statistical learning theory","author":"V Vapnik","year":"1999","unstructured":"Vapnik V (1999) The nature of statistical learning theory. Springer, Berlin"},{"key":"1506_CR31","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1016\/j.seizure.2013.02.012","volume":"22","author":"A Vel Van de","year":"2013","unstructured":"Van de Vel A, Cuppens K, Bonroy B, Milosevic M, Jansen K, Van Huffel S, Vanrumste B, Lagae L, Ceulemans B (2013) Non-EEG seizure-detection systems and potential SUDEP prevention: state of the art. Seizure 22:345\u2013355","journal-title":"Seizure"}],"container-title":["Medical & Biological Engineering & Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11517-016-1506-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11517-016-1506-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11517-016-1506-9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11517-016-1506-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,6]],"date-time":"2019-09-06T23:27:54Z","timestamp":1567812474000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11517-016-1506-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,4,22]]},"references-count":31,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2017,1]]}},"alternative-id":["1506"],"URL":"https:\/\/doi.org\/10.1007\/s11517-016-1506-9","relation":{},"ISSN":["0140-0118","1741-0444"],"issn-type":[{"value":"0140-0118","type":"print"},{"value":"1741-0444","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,4,22]]}}}