Beat-ID: Towards a computationally low-cost single heartbeat biometric identity check system based on electrocardiogram wave morphology
In recent years, safer and more reliable biometric methods have been developed. Apart from the need for enhanced security, the media and entertainment sectors have also been applying biometrics in the emerging market of user-adaptable objects/systems to make these systems more user-friendly. However...
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| Published in | PloS one Vol. 12; no. 7; p. e0180942 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Public Library of Science
18.07.2017
Public Library of Science (PLoS) |
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| Online Access | Get full text |
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| Abstract | In recent years, safer and more reliable biometric methods have been developed. Apart from the need for enhanced security, the media and entertainment sectors have also been applying biometrics in the emerging market of user-adaptable objects/systems to make these systems more user-friendly. However, the complexity of some state-of-the-art biometric systems (e.g., iris recognition) or their high false rejection rate (e.g., fingerprint recognition) is neither compatible with the simple hardware architecture required by reduced-size devices nor the new trend of implementing smart objects within the dynamic market of the Internet of Things (IoT). It was recently shown that an individual can be recognized by extracting features from their electrocardiogram (ECG). However, most current ECG-based biometric algorithms are computationally demanding and/or rely on relatively large (several seconds) ECG samples, which are incompatible with the aforementioned application fields. Here, we present a computationally low-cost method (patent pending), including simple mathematical operations, for identifying a person using only three ECG morphology-based characteristics from a single heartbeat. The algorithm was trained/tested using ECG signals of different duration from the Physionet database on more than 60 different training/test datasets. The proposed method achieved maximal averaged accuracy of 97.450% in distinguishing each subject from a ten-subject set and false acceptance and rejection rates (FAR and FRR) of 5.710±1.900% and 3.440±1.980%, respectively, placing Beat-ID in a very competitive position in terms of the FRR/FAR among state-of-the-art methods. Furthermore, the proposed method can identify a person using an average of 1.020 heartbeats. It therefore has FRR/FAR behavior similar to obtaining a fingerprint, yet it is simpler and requires less expensive hardware. This method targets low-computational/energy-cost scenarios, such as tiny wearable devices (e.g., a smart object that automatically adapts its configuration to the user). A hardware proof-of-concept implementation is presented as an annex to this paper. |
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| AbstractList | In recent years, safer and more reliable biometric methods have been developed. Apart from the need for enhanced security, the media and entertainment sectors have also been applying biometrics in the emerging market of user-adaptable objects/systems to make these systems more user-friendly. However, the complexity of some state-of-the-art biometric systems (e.g., iris recognition) or their high false rejection rate (e.g., fingerprint recognition) is neither compatible with the simple hardware architecture required by reduced-size devices nor the new trend of implementing smart objects within the dynamic market of the Internet of Things (IoT). It was recently shown that an individual can be recognized by extracting features from their electrocardiogram (ECG). However, most current ECG-based biometric algorithms are computationally demanding and/or rely on relatively large (several seconds) ECG samples, which are incompatible with the aforementioned application fields. Here, we present a computationally low-cost method (patent pending), including simple mathematical operations, for identifying a person using only three ECG morphology-based characteristics from a single heartbeat. The algorithm was trained/tested using ECG signals of different duration from the Physionet database on more than 60 different training/test datasets. The proposed method achieved maximal averaged accuracy of 97.450% in distinguishing each subject from a ten-subject set and false acceptance and rejection rates (FAR and FRR) of 5.710±1.900% and 3.440±1.980%, respectively, placing Beat-ID in a very competitive position in terms of the FRR/FAR among state-of-the-art methods. Furthermore, the proposed method can identify a person using an average of 1.020 heartbeats. It therefore has FRR/FAR behavior similar to obtaining a fingerprint, yet it is simpler and requires less expensive hardware. This method targets low-computational/energy-cost scenarios, such as tiny wearable devices (e.g., a smart object that automatically adapts its configuration to the user). A hardware proof-of-concept implementation is presented as an annex to this paper. In recent years, safer and more reliable biometric methods have been developed. Apart from the need for enhanced security, the media and entertainment sectors have also been applying biometrics in the emerging market of user-adaptable objects/systems to make these systems more user-friendly. However, the complexity of some state-of-the-art biometric systems (e.g., iris recognition) or their high false rejection rate (e.g., fingerprint recognition) is neither compatible with the simple hardware architecture required by reduced-size devices nor the new trend of implementing smart objects within the dynamic market of the Internet of Things (IoT). It was recently shown that an individual can be recognized by extracting features from their electrocardiogram (ECG). However, most current ECG-based biometric algorithms are computationally demanding and/or rely on relatively large (several seconds) ECG samples, which are incompatible with the aforementioned application fields. Here, we present a computationally low-cost method (patent pending), including simple mathematical operations, for identifying a person using only three ECG morphology-based characteristics from a single heartbeat. The algorithm was trained/tested using ECG signals of different duration from the Physionet database on more than 60 different training/test datasets. The proposed method achieved maximal averaged accuracy of 97.450% in distinguishing each subject from a ten-subject set and false acceptance and rejection rates (FAR and FRR) of 5.710±1.900% and 3.440±1.980%, respectively, placing Beat-ID in a very competitive position in terms of the FRR/FAR among state-of-the-art methods. Furthermore, the proposed method can identify a person using an average of 1.020 heartbeats. It therefore has FRR/FAR behavior similar to obtaining a fingerprint, yet it is simpler and requires less expensive hardware. This method targets low-computational/energy-cost scenarios, such as tiny wearable devices (e.g., a smart object that automatically adapts its configuration to the user). A hardware proof-of-concept implementation is presented as an annex to this paper.In recent years, safer and more reliable biometric methods have been developed. Apart from the need for enhanced security, the media and entertainment sectors have also been applying biometrics in the emerging market of user-adaptable objects/systems to make these systems more user-friendly. However, the complexity of some state-of-the-art biometric systems (e.g., iris recognition) or their high false rejection rate (e.g., fingerprint recognition) is neither compatible with the simple hardware architecture required by reduced-size devices nor the new trend of implementing smart objects within the dynamic market of the Internet of Things (IoT). It was recently shown that an individual can be recognized by extracting features from their electrocardiogram (ECG). However, most current ECG-based biometric algorithms are computationally demanding and/or rely on relatively large (several seconds) ECG samples, which are incompatible with the aforementioned application fields. Here, we present a computationally low-cost method (patent pending), including simple mathematical operations, for identifying a person using only three ECG morphology-based characteristics from a single heartbeat. The algorithm was trained/tested using ECG signals of different duration from the Physionet database on more than 60 different training/test datasets. The proposed method achieved maximal averaged accuracy of 97.450% in distinguishing each subject from a ten-subject set and false acceptance and rejection rates (FAR and FRR) of 5.710±1.900% and 3.440±1.980%, respectively, placing Beat-ID in a very competitive position in terms of the FRR/FAR among state-of-the-art methods. Furthermore, the proposed method can identify a person using an average of 1.020 heartbeats. It therefore has FRR/FAR behavior similar to obtaining a fingerprint, yet it is simpler and requires less expensive hardware. This method targets low-computational/energy-cost scenarios, such as tiny wearable devices (e.g., a smart object that automatically adapts its configuration to the user). A hardware proof-of-concept implementation is presented as an annex to this paper. In recent years, safer and more reliable biometric methods have been developed. Apart from the need for enhanced security, the media and entertainment sectors have also been applying biometrics in the emerging market of user-adaptable objects/systems to make these systems more user-friendly. However, the complexity of some state-of-the-art biometric systems (e.g., iris recognition) or their high false rejection rate (e.g., fingerprint recognition) is neither compatible with the simple hardware architecture required by reduced-size devices nor the new trend of implementing smart objects within the dynamic market of the Internet of Things (IoT). It was recently shown that an individual can be recognized by extracting features from their electrocardiogram (ECG). However, most current ECG-based biometric algorithms are computationally demanding and/or rely on relatively large (several seconds) ECG samples, which are incompatible with the aforementioned application fields. Here, we present a computationally low-cost method (patent pending), including simple mathematical operations, for identifying a person using only three ECG morphology-based characteristics from a single heartbeat. The algorithm was trained/tested using ECG signals of different duration from the Physionet database on more than 60 different training/test datasets. The proposed method achieved maximal averaged accuracy of 97.450% in distinguishing each subject from a ten-subject set and false acceptance and rejection rates (FAR and FRR) of 5.710±1.900% and 3.440±1.980%, respectively, placing Beat-ID in a very competitive position in terms of the FRR/FAR among state-of-the-art methods. Furthermore, the proposed method can identify a person using an average of 1.020 heartbeats. It therefore has FRR/FAR behavior similar to obtaining a fingerprint, yet it is simpler and requires less expensive hardware. This method targets low-computational/energy-cost scenarios, such as tiny wearable devices (e.g., a smart object that automatically adapts its configuration to the user). A hardware proof-of-concept implementation is presented as an annex to this paper. |
| Audience | Academic |
| Author | Dias, Duarte Cunha, João P. S. Paiva, Joana S. |
| AuthorAffiliation | 1 Biomedical Research And INnovation (BRAIN), Centre for Biomedical Engineering Research (C-BER), INESC Technology and Science, Porto, Portugal 3 Faculty of Engineering, University of Porto, Porto, Portugal 2 Physics and Astronomy Department, Faculty of Sciences, University of Porto, Porto, Portugal Tianjin University, CHINA |
| AuthorAffiliation_xml | – name: Tianjin University, CHINA – name: 2 Physics and Astronomy Department, Faculty of Sciences, University of Porto, Porto, Portugal – name: 1 Biomedical Research And INnovation (BRAIN), Centre for Biomedical Engineering Research (C-BER), INESC Technology and Science, Porto, Portugal – name: 3 Faculty of Engineering, University of Porto, Porto, Portugal |
| Author_xml | – sequence: 1 givenname: Joana S. surname: Paiva fullname: Paiva, Joana S. – sequence: 2 givenname: Duarte surname: Dias fullname: Dias, Duarte – sequence: 3 givenname: João P. S. orcidid: 0000-0003-4131-9045 surname: Cunha fullname: Cunha, João P. S. |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/28719614$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1201/b17640 10.1049/iet-cvi:20070009 10.1016/j.patrec.2007.01.014 10.1145/2093698.2093723 10.1109/TCSVT.2003.818349 10.1155/2013/603897 10.1016/j.drugalcdep.2015.03.024 10.1016/S0031-3203(01)00103-0 10.1371/journal.pone.0118308 10.1109/ICDSP.2009.5201143 10.1016/j.patcog.2007.07.018 10.1016/j.patcog.2004.05.014 10.5455/ijmsph.2016.19082015137 10.3390/s120506155 10.1007/1-84628-064-8_1 10.7763/LNSE.2013.V1.47 10.1109/TBME.2012.2213253 10.1006/cbmr.1997.1446 10.1109/TPAMI.2005.209 10.1209/0295-5075/109/30005 10.1158/1078-0432.CCR-11-2271 10.1007/s00034-015-0108-3 10.1016/j.procs.2015.04.211 10.1016/j.cmpb.2015.05.012 10.1161/01.CIR.101.23.e215 10.1093/nar/gkh563 10.1016/j.ins.2015.04.013 10.4108/ICST.PERVASIVEHEALTH2010.899 10.1147/sj.461.0095 10.1109/EMBC.2016.7591452 10.1016/j.eswa.2010.04.087 10.1007/s11760-008-0073-4 10.26503/dl.v2009i1.381 10.1016/j.patrec.2005.10.020 10.1109/IEMBS.2002.1134388 10.1186/1475-925X-13-160 10.1109/COMST.2014.2386915 10.1016/j.sigpro.2006.02.045 10.1007/978-3-642-25364-5_12 10.4236/jis.2012.31005 10.1145/2207676.2208544 10.1007/s10044-006-0025-y 10.1109/BTAS.2013.6712689 10.1109/ICASSP.2013.6637852 10.1109/IMCET.2016.7777453 10.1142/S0129065717500058 10.1371/journal.pone.0071523 10.1109/TIP.2013.2266257 10.1080/08839514.2015.1051887 10.1109/CSIT.2014.6805999 10.1007/978-3-319-30285-0_19 10.1109/BTAS.2008.4699343 10.1109/51.993193 10.1016/j.cviu.2005.06.003 10.1145/1647314.1647378 10.1109/ATEE.2015.7133780 10.7763/IJCEE.2012.V4.522 10.1109/ICIP.2008.4711745 10.1109/TPAMI.2007.1017 10.1155/2008/148658 10.1161/01.CIR.102.23.2849 10.1109/IIHMSP.2010.83 10.1109/IEMBS.2001.1019645 10.1556/OH.2009.28537 10.1016/S1386-5056(98)00138-5 10.1109/BCC.2006.4341628 10.1109/TBME.1985.325532 10.1378/chest.70.5.611 10.1161/01.CIR.59.3.560 10.1155/2009/243215 10.1109/AHS.2014.6880185 10.1109/IDAACS.2009.5342942 10.1109/LSP.2016.2531996 10.1093/bioinformatics/btw498 10.1109/TPAMI.2003.1177152 10.1155/2011/720971 10.1109/2.820042 10.1109/TBME.1986.325695 10.1109/19.930458 10.1016/j.jpeds.2014.12.037 10.1109/5.628669 10.15676/ijeei.2012.4.2.9 10.1209/0295-5075/116/50001 10.1109/TIM.2005.851087 10.1109/TSP.2016.7760964 10.1016/j.patcog.2005.10.006 10.1016/j.physa.2017.02.038 10.1007/11608288_76 |
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| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 Competing Interests: Authors Joana S. Paiva and João P. S. Cunha have submitted a patent request entitled: “BIOMETRIC METHOD AND DEVICE FOR IDENTIFYING A PERSON THROUGH AN ELECTROCARDIOGRAM (ECG) WAVEFORM”, with the reference PT109357. Title: BIOMETRIC METHOD AND DEVICE FOR IDENTIFYING A PERSON THROUGH AN ELECTROCARDIOGRAM (ECG) WAVEFORM Authors: Joao Paulo S. Cunha and Joana S. Paiva Submission Date: 2016/04/29, Number: 20161000028874 Code: 0198. This does not alter our adherence to PLOS ONE policies on sharing data and materials. I can assure that there are no restrictions on sharing of data and/or materials. |
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| References | L Wang (ref53) 2007; 1 ref56 ref59 ref58 Y Liu (ref132) 2006; 39 ref55 S Israel (ref40) 2005; 38 R Duda (ref121) 2012 A Lourenço (ref36) 2011; 2011 I Kakadiaris (ref52) 2007; 29 P Rani (ref120) 2006; 9 G Wubbeler (ref54) 2007; 28 F Gargiulo (ref75) 2015; 121 N Maglaveras (ref136) 1998; 52 ref47 C Bishop (ref131) 2006; vol. 1 X Li (ref139) 2004; 32 R Bhatia (ref21) 2013; 3 H Çetingül (ref51) 2006; 86 ref8 Z Gao (ref65) 2015; 109 ref7 J Kephart (ref32) 2013 ref9 M Munich (ref49) 2003; 25 ref6 M Riester (ref140) 2012; 18 ref5 S Lajevardi (ref34) 2013; 22 R Wildes (ref46) 1997; 85 N Mammadova (ref125) 2013; 2013 ref37 ref33 A Jain (ref57) 2004; 14 M Korürek (ref134) 2010; 37 A Jain (ref12) 2015 S Kang (ref98) 2016; 23 P Hamilton (ref118) 1986; BME-33 B Chaitman (ref106) 1979; 59 P Karthikeyan (ref112) 2012; 4 T Kandgaonkar (ref10) 2015; 4 R Palaniappan (ref44) 2006; 27 M Hassan (ref11) 2015; 3 G Kaur (ref3) 2015; 4 M Jadhav (ref25) 2015; 4 R Das (ref19) 2014 J Wayman (ref18) 2005 A Voss (ref101) 2015; 10 J Irvine (ref41) 2009; 2009 ref20 ref22 K Phua (ref43) 2008; 41 R Rani (ref116) 2015; 15 Z Gao (ref45) 2017; 27 Z Gao (ref64) 2016; 116 A Goldberger (ref103) 2000; 101 D Peralta (ref13) 2015; 315 ref28 J Loong (ref138) 2010; 68 L Biel (ref39) 2001; 50 M Hejazi (ref122) 2015; 29 L Zhang (ref81) 2000; 102 S Prabhakar (ref48) 2002; 35 M Yang (ref35) 2013; 8 ref128 ref97 T Araujo (ref114) 2015 ref96 ref127 ref99 J Pan (ref100) 1985; 3 ref17 ref16 R Bousseljot (ref104) 1995; 40 JPS Cunha (ref73) 2012; 177 G Andrássy (ref79) 2009; 150 A Bhide (ref78) 2016; 5 ref93 B Simon (ref67) 1997; 30 ref92 ref95 ref94 Y Wang (ref71) 2008; 2008 ref91 C Ye (ref38) 2012; 59 ref90 Y Singh (ref70) 2011; 3 F Agrafioti (ref42) 2009; 3 ref86 ref137 ref85 ref88 ref135 R Subban (ref31) 2013; 1 M Huerta-Franco (ref77) 2015; vol. 582 ref82 ref84 ref142 ref83 D Clifford (ref68) 2006; 6 ref141 A Kennedy (ref115) 2015; 151 B Köhler (ref117) 2002; 21 S Ghorai (ref126) 2017 D Phan (ref108) 2015; 166 ref109 A Pal (ref62) 2015; 48 ref74 J De Sa (ref119) 2001 ref76 S Ribaric (ref26) 2005; 27 M Vaidya (ref2) 2015; 5 V Froelicher (ref107) 1976; 70 D Woodard (ref50) 2005; 100 V Franc (ref130) 2004 H Silva (ref89) 2011 ref111 ref72 A Deepthi (ref24) 2015; 4 H Bazett (ref80) 1920; 7 M Gamassi (ref14) 2005; 54 ref69 F Sufi (ref15) 2010 ref63 M Negin (ref30) 2000; 33 L Pei (ref102) 2012; 12 ref113 S Cogill (ref124) 2016; 32 J Ashok (ref27) 2010; 2 T Jeon (ref129) 2014; 13 G Supriya (ref29) 2015; 1 W Meng (ref23) 2015; 17 ref60 H Li (ref133) 2016; 35 D Benyon (ref4) 2005 ref123 D Kreiseler (ref105) 1995; 40 ref61 Z Gao (ref66) 2017; 476 M Blount (ref87) 2007; 46 M Islam (ref110) 2012; vol. 4 I Odinaka (ref1) 2012 23744685 - IEEE Trans Image Process. 2013 Sep;22(9):3625-35 25822720 - PLoS One. 2015 Mar 30;10(3):e0118308 3817849 - IEEE Trans Biomed Eng. 1986 Dec;33(12):1157-65 22228636 - Clin Cancer Res. 2012 Mar 1;18(5):1323-33 27506227 - Bioinformatics. 2016 Dec 1;32(23 ):3611-3618 25920802 - Drug Alcohol Depend. 2015 Jun 1;151:159-66 761337 - Circulation. 1979 Mar;59(3):560-70 22778635 - Sensors (Basel). 2012;12 (5):6155-75 28269028 - Conf Proc IEEE Eng Med Biol Soc. 2016 Aug;2016:3378-3381 27832712 - Int J Neural Syst. 2017 Jun;27(4):1750005 9848416 - Int J Med Inform. 1998 Oct-Dec;52(1-3):191-208 17299221 - IEEE Trans Pattern Anal Mach Intell. 2007 Apr;29(4):640-9 16285370 - IEEE Trans Pattern Anal Mach Intell. 2005 Nov;27(11):1698-709 15148356 - Nucleic Acids Res. 2004 May 17;32(9):2685-94 21837235 - Comput Intell Neurosci. 2011;2011:1-8 10851218 - Circulation. 2000 Jun 13;101(23):E215-20 23977063 - PLoS One. 2013 Aug 20;8(8):e71523 11935987 - IEEE Eng Med Biol Mag. 2002 Jan-Feb;21(1):42-57 11104743 - Circulation. 2000 Dec 5;102(23):2849-55 19240015 - Orv Hetil. 2009 Mar 8;150(10):447-57 22907960 - IEEE Trans Biomed Eng. 2012 Oct;59(10):2930-41 25491135 - Biomed Eng Online. 2014 Dec 10;13:160 26143963 - Comput Methods Programs Biomed. 2015 Oct;121(3):127-36 3997178 - IEEE Trans Biomed Eng. 1985 Mar;32(3):230-6 22942053 - Stud Health Technol Inform. 2012;177:185-95 25648293 - J Pediatr. 2015 Apr;166(4):960-4.e1-2 24574862 - ScientificWorldJournal. 2013 Dec 25;2013:603897 975977 - Chest. 1976 Nov;70(5):611-6 9339321 - Comput Biomed Res. 1997 Aug;30(4):257-72 |
| References_xml | – volume: 3 issue: 2 year: 2015 ident: ref11 article-title: Unconstrained Facial Recognition Systems: A Review publication-title: Asian Journal of Applied Sciences – year: 2014 ident: ref19 article-title: Biometric Technology: Authentication, Biocryptography, and Cloud-Based Architecture doi: 10.1201/b17640 – volume: 1 start-page: 113 issue: 3/4 year: 2007 ident: ref53 article-title: Infrared imaging of hand vein patterns for biometric purposes publication-title: IET computer vision doi: 10.1049/iet-cvi:20070009 – ident: ref85 – start-page: 325 year: 2017 ident: ref126 article-title: Computer, Communication and Electrical Technology – volume: 28 start-page: 1172 issue: 10 year: 2007 ident: ref54 article-title: Verification of humans using the electrocardiogram publication-title: Pattern Recognition Letters doi: 10.1016/j.patrec.2007.01.014 – ident: ref97 doi: 10.1145/2093698.2093723 – volume: 4 start-page: 1890 issue: 7 year: 2015 ident: ref24 article-title: Finger-Vein Recognition Systems publication-title: Compusoft – volume: 14 start-page: 4 issue: 1 year: 2004 ident: ref57 article-title: An introduction to biometric recognition publication-title: IEEE Transactions on circuits and systems for video technology doi: 10.1109/TCSVT.2003.818349 – volume: 2013 year: 2013 ident: ref125 article-title: Application of the support vector machine to predict subclinical mastitis in dairy cattle publication-title: The Scientific World Journal doi: 10.1155/2013/603897 – volume: 151 start-page: 159 year: 2015 ident: ref115 article-title: Continuous in-the-field measurement of heart rate: Correlates of drug use, craving, stress, and mood in polydrug users publication-title: Drug and Alcohol Dependence doi: 10.1016/j.drugalcdep.2015.03.024 – volume: 35 start-page: 861 issue: 4 year: 2002 ident: ref48 article-title: Decision-level fusion in fingerprint verification publication-title: Pattern Recognition doi: 10.1016/S0031-3203(01)00103-0 – volume: 10 start-page: e0118308 issue: 3 year: 2015 ident: ref101 article-title: Short-term heart rate variability—influence of gender and age in healthy subjects publication-title: PloS one doi: 10.1371/journal.pone.0118308 – ident: ref83 doi: 10.1109/ICDSP.2009.5201143 – ident: ref9 – start-page: 309 year: 2010 ident: ref15 article-title: Handbook of Information and Communication Security – volume: 41 start-page: 906 issue: 3 year: 2008 ident: ref43 article-title: Heart sound as a biometric publication-title: Pattern Recognition doi: 10.1016/j.patcog.2007.07.018 – volume: 38 start-page: 133 issue: 1 year: 2005 ident: ref40 article-title: ECG to identify individuals publication-title: Pattern recognition doi: 10.1016/j.patcog.2004.05.014 – volume: 5 issue: 5 year: 2016 ident: ref78 article-title: Electrocardiographic changes during acute mental stress publication-title: International Journal of Medical Science and Public Health doi: 10.5455/ijmsph.2016.19082015137 – volume: 12 start-page: 6155 issue: 5 year: 2012 ident: ref102 article-title: Using LS-SVM based motion recognition for smartphone indoor wireless positioning publication-title: Sensors doi: 10.3390/s120506155 – ident: ref113 – ident: ref6 – start-page: 1 year: 2015 ident: ref12 article-title: Bridging The Gap: From Biometrics to Forensics publication-title: To appear in Philosophical Transactions of The Royal Society B – year: 2005 ident: ref18 article-title: An introduction to biometric authentication systems doi: 10.1007/1-84628-064-8_1 – volume: 1 start-page: 1067 issue: 9 year: 2015 ident: ref29 article-title: Efficient Iris Recognition by Fusion of Matching Scores obtained by Lifting DWT and Log-Gabor methods of Feature Extraction publication-title: IJAR – volume: 1 start-page: 209 issue: 2 year: 2013 ident: ref31 article-title: A Study of Biometric Approach Using Fingerprint Recognition publication-title: Lecture Notes on Software Engineering doi: 10.7763/LNSE.2013.V1.47 – volume: 59 start-page: 2930 issue: 10 year: 2012 ident: ref38 article-title: Heartbeat classification using morphological and dynamic features of ECG signals publication-title: Biomedical Engineering, IEEE Transactions on doi: 10.1109/TBME.2012.2213253 – volume: 30 start-page: 257 issue: 4 year: 1997 ident: ref67 article-title: An ECG classifier designed using modified decision based neural networks publication-title: Computers and Biomedical Research doi: 10.1006/cbmr.1997.1446 – ident: ref82 – volume: 27 start-page: 1698 issue: 11 year: 2005 ident: ref26 article-title: A biometric identification system based on eigenpalm and eigenfinger features publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence doi: 10.1109/TPAMI.2005.209 – year: 2005 ident: ref4 – volume: 109 start-page: 30005 issue: 3 year: 2015 ident: ref65 article-title: Multiscale complex network for analyzing experimental multivariate time series publication-title: EPL (Europhysics Letters) doi: 10.1209/0295-5075/109/30005 – volume: 18 start-page: 1323 issue: 5 year: 2012 ident: ref140 article-title: Combination of a Novel Gene Expression Signature with a Clinical Nomogram Improves the Prediction of Survival in High-Risk Bladder Cancer publication-title: Clinical Cancer Research doi: 10.1158/1078-0432.CCR-11-2271 – volume: 35 start-page: 1187 issue: 4 year: 2016 ident: ref133 article-title: Novel ECG Signal Classification Based on KICA Nonlinear Feature Extraction publication-title: Circuits, Systems, and Signal Processing doi: 10.1007/s00034-015-0108-3 – ident: ref47 – volume: 48 start-page: 746 year: 2015 ident: ref62 article-title: Evaluation of Bioelectric Signals for Human Recognition publication-title: Procedia Computer Science doi: 10.1016/j.procs.2015.04.211 – volume: 121 start-page: 127 issue: 3 year: 2015 ident: ref75 article-title: Subject identification via ECG fiducial-based systems: Influence of the type of QT interval correction publication-title: Computer Methods and Programs in Biomedicine doi: 10.1016/j.cmpb.2015.05.012 – ident: ref96 – volume: 101 start-page: e215 issue: 23 year: 2000 ident: ref103 article-title: PhysioBank, PhysioToolkit, and PhysioNet: Components of a New Research Resource for Complex Physiologic Signals publication-title: Circulation doi: 10.1161/01.CIR.101.23.e215 – volume: 32 start-page: 2685 issue: 9 year: 2004 ident: ref139 article-title: Gene mining: a novel and powerful ensemble decision approach to hunting for disease genes using microarray expression profiling publication-title: Nucleic Acids Research doi: 10.1093/nar/gkh563 – ident: ref16 – ident: ref33 – volume: 315 start-page: 67 issue: 1674 year: 2015 ident: ref13 article-title: A survey on fingerprint minutiae-based local matching for verification and identification: Taxonomy and experimental evaluation publication-title: Information Sciences doi: 10.1016/j.ins.2015.04.013 – ident: ref58 – year: 2001 ident: ref119 article-title: Pattern recognition: concepts, methods, and applications – ident: ref72 doi: 10.4108/ICST.PERVASIVEHEALTH2010.899 – volume: 46 start-page: 95 issue: 1 year: 2007 ident: ref87 article-title: Remote health-care monitoring using Personal Care Connect publication-title: IBM Systems Journal doi: 10.1147/sj.461.0095 – volume: 40 start-page: 319 issue: s1 year: 1995 ident: ref105 article-title: Automatisierte EKG-Auswertung mit hilfe der EKG-Signaldatenbank CARDIODAT der PTB publication-title: Biomedizinische Technik/Biomedical Engineering – volume: 6 start-page: 18 year: 2006 ident: ref68 article-title: ECG statistics, noise, artifacts, and missing data publication-title: Advanced Methods and Tools for ECG Data Analysis – ident: ref99 doi: 10.1109/EMBC.2016.7591452 – ident: ref74 – volume: 37 start-page: 7563 issue: 12 year: 2010 ident: ref134 article-title: ECG beat classification using particle swarm optimization and radial basis function neural network publication-title: Expert systems with Applications doi: 10.1016/j.eswa.2010.04.087 – volume: 3 start-page: 329 issue: 4 year: 2009 ident: ref42 article-title: ECG biometric analysis in cardiac irregularity conditions publication-title: Signal, Image and Video Processing doi: 10.1007/s11760-008-0073-4 – ident: ref5 doi: 10.26503/dl.v2009i1.381 – volume: 27 start-page: 726 issue: 7 year: 2006 ident: ref44 article-title: Improving visual evoked potential feature classification for person recognition using PCA and normalization publication-title: Pattern Recognition Letters doi: 10.1016/j.patrec.2005.10.020 – ident: ref76 doi: 10.1109/IEMBS.2002.1134388 – volume: 13 start-page: 160 issue: 1 year: 2014 ident: ref129 article-title: Implementation of a portable device for real-time ECG signal analysis publication-title: Biomedical Engineering Online doi: 10.1186/1475-925X-13-160 – volume: 17 start-page: 1268 issue: 3 year: 2015 ident: ref23 article-title: Surveying the development of biometric user authentication on mobile phones publication-title: IEEE Communications Surveys & Tutorials doi: 10.1109/COMST.2014.2386915 – volume: 86 start-page: 3549 issue: 12 year: 2006 ident: ref51 article-title: Multimodal speaker/speech recognition using lip motion, lip texture and audio publication-title: Signal processing doi: 10.1016/j.sigpro.2006.02.045 – year: 2011 ident: ref89 article-title: Clinical data privacy and customization via biometrics based on ECG signals doi: 10.1007/978-3-642-25364-5_12 – ident: ref88 – ident: ref142 – volume: 3 start-page: 39 issue: 1 year: 2011 ident: ref70 article-title: Evaluation of electrocardiogram for biometric authentication publication-title: Journal of Information Security doi: 10.4236/jis.2012.31005 – volume: 40 start-page: 317 issue: s1 year: 1995 ident: ref104 article-title: Nutzung der EKG-Signaldatenbank CARDIODAT der PTB über das Internet publication-title: Biomedizinische Technik/Biomedical Engineering – ident: ref59 doi: 10.1145/2207676.2208544 – volume: 9 start-page: 58 issue: 1 year: 2006 ident: ref120 article-title: An empirical study of machine learning techniques for affect recognition in human–robot interaction publication-title: Pattern Analysis and Applications doi: 10.1007/s10044-006-0025-y – ident: ref91 doi: 10.1109/BTAS.2013.6712689 – volume: 15 start-page: 1 issue: 1 year: 2015 ident: ref116 article-title: Automated Detection of QRS Complex in ECG Signal using Wavelet Transform publication-title: International Journal of Computer Science and Network Security (IJCSNS) – ident: ref94 – ident: ref111 doi: 10.1109/ICASSP.2013.6637852 – ident: ref8 – volume: 2 start-page: 2402 issue: 7 year: 2010 ident: ref27 article-title: An overview of biometrics publication-title: International Journal on Computer Science and Engineering – ident: ref127 doi: 10.1109/IMCET.2016.7777453 – volume: 27 start-page: 1750005 issue: 04 year: 2017 ident: ref45 article-title: Visibility Graph from Adaptive Optimal Kernel Time-Frequency Representation for Classification of Epileptiform EEG publication-title: International Journal of Neural Systems doi: 10.1142/S0129065717500058 – volume: 7 start-page: 353 year: 1920 ident: ref80 article-title: An analysis of the time-relations of electrocardiograms publication-title: Heart – volume: 8 start-page: 1 issue: 8 year: 2013 ident: ref35 article-title: Normalizing Electrocardiograms of Both Healthy Persons and Cardiovascular Disease Patients for Biometric Authentication publication-title: PLoS ONE doi: 10.1371/journal.pone.0071523 – year: 2012 ident: ref121 article-title: Pattern classification – ident: ref141 – volume: 22 start-page: 3625 issue: 9 year: 2013 ident: ref34 article-title: Retina verification system based on biometric graph matching publication-title: IEEE transactions on image processing doi: 10.1109/TIP.2013.2266257 – year: 2004 ident: ref130 article-title: Statistical pattern recognition toolbox for Matlab – volume: 5 start-page: 235 year: 2015 ident: ref2 article-title: A Study of Biometrics Technology Methods and Their Applications-A review publication-title: International Journal of Innovations in Engineering and Technology – volume: 29 start-page: 660 issue: 7 year: 2015 ident: ref122 article-title: Multiclass Support Vector Machines for Classification of ECG Data with Missing Values publication-title: Applied Artificial Intelligence doi: 10.1080/08839514.2015.1051887 – ident: ref69 – ident: ref95 – ident: ref17 – volume: vol. 582 start-page: 012040 year: 2015 ident: ref77 article-title: Effects of psychological stress test on the cardiac response of public safety workers: alternative parameters to autonomic balance publication-title: Journal of Physics: Conference Series – ident: ref86 – ident: ref20 doi: 10.1109/CSIT.2014.6805999 – ident: ref123 doi: 10.1007/978-3-319-30285-0_19 – ident: ref37 doi: 10.1109/BTAS.2008.4699343 – volume: 21 start-page: 42 issue: 1 year: 2002 ident: ref117 article-title: The principles of software QRS detection publication-title: Engineering in Medicine and Biology Magazine, IEEE doi: 10.1109/51.993193 – volume: 100 start-page: 357 issue: 3 year: 2005 ident: ref50 article-title: Finger surface as a biometric identifier publication-title: Computer Vision and Image Understanding doi: 10.1016/j.cviu.2005.06.003 – volume: vol. 1 year: 2006 ident: ref131 article-title: Pattern recognition and machine learning – ident: ref61 doi: 10.1145/1647314.1647378 – ident: ref63 doi: 10.1109/ATEE.2015.7133780 – volume: vol. 4 start-page: 404 year: 2012 ident: ref110 article-title: Study and Analysis of ECG Signal Using MATLAB & LABVIEW as Effective Tools publication-title: International Journal of Computer and Electrical Engineering doi: 10.7763/IJCEE.2012.V4.522 – year: 2013 ident: ref32 article-title: A feasible and cost-effective solution for foreign visitors traveling by air and sea, Centre for immigration study – ident: ref55 doi: 10.1109/ICIP.2008.4711745 – volume: 177 start-page: 185 year: 2012 ident: ref73 article-title: PHealth and wearable technologies: A permanent challenge publication-title: Stud Health Technol Inform – ident: ref92 – volume: 29 start-page: 640 issue: 4 year: 2007 ident: ref52 article-title: Three-dimensional face recognition in the presence of facial expressions: An annotated deformable model approach publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence doi: 10.1109/TPAMI.2007.1017 – volume: 2008 start-page: 19 issue: 1 year: 2008 ident: ref71 article-title: Analysis of human electrocardiogram for biometric recognition publication-title: EURASIP journal on Advances in Signal Processing doi: 10.1155/2008/148658 – volume: 102 start-page: 2849 issue: 23 year: 2000 ident: ref81 article-title: Spectrum of ST-T–wave patterns and repolarization parameters in congenital long-QT Syndrome ECG findings identify genotypes publication-title: Circulation doi: 10.1161/01.CIR.102.23.2849 – ident: ref56 doi: 10.1109/IIHMSP.2010.83 – ident: ref60 doi: 10.1109/IEMBS.2001.1019645 – volume: 150 start-page: 447 issue: 10 year: 2009 ident: ref79 article-title: The effect of different stressors on the QT interval and the T wave publication-title: Orvosi Hetilap doi: 10.1556/OH.2009.28537 – volume: 52 start-page: 191 issue: 1 year: 1998 ident: ref136 article-title: ECG pattern recognition and classification using non-linear transformations and neural networks: a review publication-title: International journal of medical informatics doi: 10.1016/S1386-5056(98)00138-5 – ident: ref137 doi: 10.1109/BCC.2006.4341628 – volume: 68 start-page: 759 year: 2010 ident: ref138 article-title: A new approach to ECG biometric systems: a comparative study between LPC and WPD systems publication-title: World Acad Sci Eng Technol – volume: 4 issue: 6 year: 2015 ident: ref25 article-title: A Biometric System for Person Authentication Based on Finger Vein Patterns on FPGA publication-title: International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering – volume: 3 start-page: 230 year: 1985 ident: ref100 article-title: A real-time QRS detection algorithm publication-title: Biomedical Engineering, IEEE Transactions on doi: 10.1109/TBME.1985.325532 – volume: 70 start-page: 611 issue: 5 year: 1976 ident: ref107 article-title: A comparison of two bipolar exercise electrocardiographic leads to lead V5 publication-title: Chest doi: 10.1378/chest.70.5.611 – volume: 59 start-page: 560 issue: 3 year: 1979 ident: ref106 article-title: The importance of clinical subsets in interpreting maximal treadmill exercise test results: the role of multiple-lead ECG systems publication-title: Circulation doi: 10.1161/01.CIR.59.3.560 – volume: 2009 start-page: 1 issue: 1 year: 2009 ident: ref41 article-title: A sequential procedure for individual identity verification using ECG publication-title: EURASIP Journal on Advances in Signal Processing doi: 10.1155/2009/243215 – ident: ref128 doi: 10.1109/AHS.2014.6880185 – ident: ref7 – volume: 4 start-page: 88 issue: 1 year: 2015 ident: ref10 article-title: Ear Biometrics: A Survey on Ear Image Databases and Techniques for Ear Detection and Recognition publication-title: IBMRD’s Journal of Management & Research – ident: ref135 doi: 10.1109/IDAACS.2009.5342942 – volume: 23 start-page: 805 issue: 6 year: 2016 ident: ref98 article-title: ECG Authentication System Design Based on Signal Analysis in Mobile and Wearable Devices publication-title: IEEE Signal Processing Letters doi: 10.1109/LSP.2016.2531996 – volume: 32 start-page: 3611 issue: 23 year: 2016 ident: ref124 article-title: Support vector machine model of developmental brain gene expression data for prioritization of Autism risk gene candidates publication-title: Bioinformatics doi: 10.1093/bioinformatics/btw498 – start-page: 301 year: 2015 ident: ref114 article-title: Pattern Recognition Applications and Methods. vol. 318 of Advances in Intelligent Systems and Computing – volume: 25 start-page: 200 issue: 2 year: 2003 ident: ref49 article-title: Visual identification by signature tracking publication-title: IEEE Transactions on Pattern Analysis and Machine Intelligence doi: 10.1109/TPAMI.2003.1177152 – volume: 2011 start-page: 1 year: 2011 ident: ref36 article-title: Unveiling the biometric potential of Finger-Based ECG signals publication-title: Computational Intelligence and Neuroscience doi: 10.1155/2011/720971 – volume: 33 start-page: 70 issue: 2 year: 2000 ident: ref30 article-title: An iris biometric system for public and personal use publication-title: Computer doi: 10.1109/2.820042 – volume: BME-33 start-page: 1157 issue: 12 year: 1986 ident: ref118 article-title: Quantitative investigation of QRS detection rules using the MIT/BIH arrhythmia database publication-title: Biomedical Engineering, IEEE Transactions on doi: 10.1109/TBME.1986.325695 – volume: 50 start-page: 808 issue: 3 year: 2001 ident: ref39 article-title: ECG analysis: a new approach in human identification publication-title: Instrumentation and Measurement, IEEE Transactions on doi: 10.1109/19.930458 – ident: ref93 – volume: 166 start-page: 960 issue: 4 year: 2015 ident: ref108 article-title: Comparison of formulas for calculation of the corrected QT interval in infants and young children publication-title: The Journal of pediatrics doi: 10.1016/j.jpeds.2014.12.037 – volume: 85 start-page: 1348 issue: 9 year: 1997 ident: ref46 article-title: Iris recognition: an emerging biometric technology publication-title: Proceedings of the IEEE doi: 10.1109/5.628669 – year: 2012 ident: ref1 article-title: ECG biometric recognition: A comparative analysis publication-title: Information Forensics and Security, IEEE Transactions on – volume: 3 issue: 5 year: 2013 ident: ref21 article-title: Biometrics and face recognition techniques publication-title: International Journal of Advanced Research in Computer Science and Software Engineering – ident: ref90 – ident: ref84 – volume: 4 start-page: 306 issue: 2 year: 2012 ident: ref112 article-title: ECG signal denoising using wavelet thresholding technique in human stress assessment publication-title: International Journal on Electrical Engineering and Informatics doi: 10.15676/ijeei.2012.4.2.9 – volume: 116 start-page: 50001 issue: 5 year: 2016 ident: ref64 article-title: Complex network analysis of time series publication-title: EPL (Europhysics Letters) doi: 10.1209/0295-5075/116/50001 – ident: ref28 – volume: 4 start-page: 202 issue: 5 year: 2015 ident: ref3 article-title: Electrocardiogram ECG as a Biometric Characteristic: A Review publication-title: International Journal of Emerging Research in Management & Technology – volume: 54 start-page: 1489 issue: 4 year: 2005 ident: ref14 article-title: Quality assessment of biometric systems: a comprehensive perspective based on accuracy and performance measurement publication-title: IEEE Transactions on Instrumentation and Measurement doi: 10.1109/TIM.2005.851087 – ident: ref109 doi: 10.1109/TSP.2016.7760964 – volume: 39 start-page: 1333 issue: 7 year: 2006 ident: ref132 article-title: FS_SFS: A novel feature selection method for support vector machines publication-title: Pattern recognition doi: 10.1016/j.patcog.2005.10.006 – volume: 476 start-page: 43 year: 2017 ident: ref66 article-title: Time-dependent limited penetrable visibility graph analysis of nonstationary time series publication-title: Physica A: Statistical Mechanics and its Applications doi: 10.1016/j.physa.2017.02.038 – ident: ref22 doi: 10.1007/11608288_76 – reference: 22907960 - IEEE Trans Biomed Eng. 2012 Oct;59(10):2930-41 – reference: 25920802 - Drug Alcohol Depend. 2015 Jun 1;151:159-66 – reference: 25491135 - Biomed Eng Online. 2014 Dec 10;13:160 – reference: 25648293 - J Pediatr. 2015 Apr;166(4):960-4.e1-2 – reference: 23977063 - PLoS One. 2013 Aug 20;8(8):e71523 – reference: 761337 - Circulation. 1979 Mar;59(3):560-70 – reference: 22228636 - Clin Cancer Res. 2012 Mar 1;18(5):1323-33 – reference: 9848416 - Int J Med Inform. 1998 Oct-Dec;52(1-3):191-208 – reference: 11935987 - IEEE Eng Med Biol Mag. 2002 Jan-Feb;21(1):42-57 – reference: 3997178 - IEEE Trans Biomed Eng. 1985 Mar;32(3):230-6 – reference: 21837235 - Comput Intell Neurosci. 2011;2011:1-8 – reference: 25822720 - PLoS One. 2015 Mar 30;10(3):e0118308 – reference: 16285370 - IEEE Trans Pattern Anal Mach Intell. 2005 Nov;27(11):1698-709 – reference: 22942053 - Stud Health Technol Inform. 2012;177:185-95 – reference: 9339321 - Comput Biomed Res. 1997 Aug;30(4):257-72 – reference: 22778635 - Sensors (Basel). 2012;12 (5):6155-75 – reference: 26143963 - Comput Methods Programs Biomed. 2015 Oct;121(3):127-36 – reference: 975977 - Chest. 1976 Nov;70(5):611-6 – reference: 11104743 - Circulation. 2000 Dec 5;102(23):2849-55 – reference: 23744685 - IEEE Trans Image Process. 2013 Sep;22(9):3625-35 – reference: 10851218 - Circulation. 2000 Jun 13;101(23):E215-20 – reference: 15148356 - Nucleic Acids Res. 2004 May 17;32(9):2685-94 – reference: 27832712 - Int J Neural Syst. 2017 Jun;27(4):1750005 – reference: 19240015 - Orv Hetil. 2009 Mar 8;150(10):447-57 – reference: 3817849 - IEEE Trans Biomed Eng. 1986 Dec;33(12):1157-65 – reference: 17299221 - IEEE Trans Pattern Anal Mach Intell. 2007 Apr;29(4):640-9 – reference: 24574862 - ScientificWorldJournal. 2013 Dec 25;2013:603897 – reference: 28269028 - Conf Proc IEEE Eng Med Biol Soc. 2016 Aug;2016:3378-3381 – reference: 27506227 - Bioinformatics. 2016 Dec 1;32(23 ):3611-3618 |
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| SubjectTerms | Accuracy Adult Algorithms Analysis Biology and Life Sciences Biomedical engineering Biomedical research Biometric Identification - methods Biometric recognition systems Biometrics Biometry Brain research Classification Complexity Computation Computer and Information Sciences Computer applications Computer architecture Devices Dynamical systems EKG Electrocardiography Engineering and Technology Entertainment Feature extraction Feature recognition Female Gene expression Hardware Heart Heart rate Humans Identification Identification methods Innovations Internet of Things Iris recognition Male Marketing Markets Mathematical morphology Medical research Medicine and Health Sciences Methods Morphology Pattern recognition Physical characteristics Physical Sciences Product testing Rejection Rejection rate Research and Analysis Methods Researchers Security Signal Processing, Computer-Assisted Social Sciences State of the art Studies Time Factors Wearable technology |
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| Title | Beat-ID: Towards a computationally low-cost single heartbeat biometric identity check system based on electrocardiogram wave morphology |
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