메뉴 건너뛰기




Volumn 15, Issue 3, 2006, Pages 411-432

Feature extraction and classification of fetal heart rate using wavelet analysis and support vector machines

Author keywords

Discrete Wavelet Transform; Fetal Heart Rate; Support Vector Machines

Indexed keywords


EID: 33746227691     PISSN: 02182130     EISSN: None     Source Type: Journal    
DOI: 10.1142/S0218213006002746     Document Type: Article
Times cited : (42)

References (54)
  • 1
    • 0032104674 scopus 로고    scopus 로고
    • Electronic fetal monitoring: A brief summary of its development, problems and prospects
    • C. B. Martin, Electronic fetal monitoring: a brief summary of its development, problems and prospects, Eur. J. Obstet. Gynecol. Repr. Biol 78(2) (1998) 133-140.
    • (1998) Eur. J. Obstet. Gynecol. Repr. Biol , vol.78 , Issue.2 , pp. 133-140
    • Martin, C.B.1
  • 2
    • 0000634150 scopus 로고
    • Guidelines for the use of fetal monitoring
    • G. Rooth, A. Huch and H. Hough, Guidelines for the use of fetal monitoring, Int. J. Gynecol. Obstet. 25 (1987) 159-167.
    • (1987) Int. J. Gynecol. Obstet. , vol.25 , pp. 159-167
    • Rooth, G.1    Huch, A.2    Hough, H.3
  • 3
    • 0031474793 scopus 로고    scopus 로고
    • Electronic fetal heart rate monitoring: Research guidelines for interpretation
    • National Institute of Child Health and Human Development Research Planning Workshop, Electronic fetal heart rate monitoring: Research guidelines for interpretation, Am. J. Obstet Gynecol. 177 (1997) 1385-1390.
    • (1997) Am. J. Obstet Gynecol. , vol.177 , pp. 1385-1390
  • 4
    • 0027460708 scopus 로고
    • Present-day performance qualities of cardiotocographs
    • C. M. Carter, Present-day performance qualities of cardiotocographs, Br. J. Obstet. Gynaecol. 100(Suppl. 9) (1993) 10-14.
    • (1993) Br. J. Obstet. Gynaecol. , vol.100 , Issue.9 SUPPL. , pp. 10-14
    • Carter, C.M.1
  • 13
    • 84904355611 scopus 로고    scopus 로고
    • Analysis of nonstationarities in fetal heart rate signal, Inconsistency measures of baselines using acceleration/deceleration patterns
    • France, Paris
    • J. Jezewski, K. Horoba, A. Gacek, J. Wrobel, A. Matonia and T. Kupka, Analysis of nonstationarities in fetal heart rate signal, Inconsistency measures of baselines using acceleration/deceleration patterns, in Proc. 7th ISSPA (France, Paris 2003) 34-38.
    • (2003) Proc. 7th ISSPA , pp. 34-38
    • Jezewski, J.1    Horoba, K.2    Gacek, A.3    Wrobel, J.4    Matonia, A.5    Kupka, T.6
  • 14
    • 0025630524 scopus 로고
    • Computerized analysis of cardiotocograms and fetal movements
    • K. Maeda, Computerized analysis of cardiotocograms and fetal movements, Bailliers Clin. Obstet. Gynaecol. 4(4) (1990) 1797-1813.
    • (1990) Bailliers Clin. Obstet. Gynaecol. , vol.4 , Issue.4 , pp. 1797-1813
    • Maeda, K.1
  • 15
    • 0030928556 scopus 로고    scopus 로고
    • Computerised estimation of the baseline fetal heart rate in labour: The low frequency line
    • M. Mongelli, R. Dawkins, T. Chung, D. Sahota, J. A. Spenser and A. M. Chang, Computerised estimation of the baseline fetal heart rate in labour: the low frequency line,Br. J. Obstet. Gynaecol. 104(10) (1997) 1128-1133.
    • (1997) Br. J. Obstet. Gynaecol. , vol.104 , Issue.10 , pp. 1128-1133
    • Mongelli, M.1    Dawkins, R.2    Chung, T.3    Sahota, D.4    Spenser, J.A.5    Chang, A.M.6
  • 16
    • 0033812166 scopus 로고    scopus 로고
    • The development and validation of an algorithm for real time computerized fetal heart rate monitoring in labour
    • G. M. Taylor, G. J. Mires, E. W. Abel, S. Tsantis, T. Farrell, P. F. W. Chien and Y. Liu, The development and validation of an algorithm for real time computerized fetal heart rate monitoring in labour, Br. J. Obstet. Gynaecol. 107(9) (2000) 1130-1137.
    • (2000) Br. J. Obstet. Gynaecol. , vol.107 , Issue.9 , pp. 1130-1137
    • Taylor, G.M.1    Mires, G.J.2    Abel, E.W.3    Tsantis, S.4    Farrell, T.5    Chien, P.F.W.6    Liu, Y.7
  • 17
    • 0032033309 scopus 로고    scopus 로고
    • Neural Network for recognizing patterns in cardiotocograms
    • C. Ulbricht, G. Dorffner and A. Lee, Neural Network for recognizing patterns in cardiotocograms, Artif. Intell Med. 12(3) (1998) 271-284.
    • (1998) Artif. Intell Med. , vol.12 , Issue.3 , pp. 271-284
    • Ulbricht, C.1    Dorffner, G.2    Lee, A.3
  • 18
    • 0036498382 scopus 로고    scopus 로고
    • Intelligent analysis and pattern recognition in cardiotocographic signals using a tightly coupled hybrid system
    • B. Guijarro-Berdinas, A. Alonso-Betanzos and O. Fontenla-Romero, Intelligent analysis and pattern recognition in cardiotocographic signals using a tightly coupled hybrid system, Artificial Intelligence 136(1) (2002) 1-27.
    • (2002) Artificial Intelligence , vol.136 , Issue.1 , pp. 1-27
    • Guijarro-Berdinas, B.1    Alonso-Betanzos, A.2    Fontenla-Romero, O.3
  • 20
    • 0033726015 scopus 로고    scopus 로고
    • Classification of cardiotocographic records by neural networks
    • G. Magenes, M. G. Signorini and D. Arduini, Classification of cardiotocographic records by neural networks, in Proc. IJCNN 3(3) (2000) 3637-3641.
    • (2000) Proc. IJCNN , vol.3 , Issue.3 , pp. 3637-3641
    • Magenes, G.1    Signorini, M.G.2    Arduini, D.3
  • 22
    • 0029066322 scopus 로고
    • The prediction of fetal acidosis at birth by computerized analysis of intrapartum cardiotocography
    • T. K. H. Chung, M. P. Mohajer, X. J. Yang, A. M. Z. Chang and D. S. Sahota, The prediction of fetal acidosis at birth by computerized analysis of intrapartum cardiotocography, Br. J. Obstet. Gynaecol. 102 (1995) 454-460.
    • (1995) Br. J. Obstet. Gynaecol. , vol.102 , pp. 454-460
    • Chung, T.K.H.1    Mohajer, M.P.2    Yang, X.J.3    Chang, A.M.Z.4    Sahota, D.S.5
  • 23
    • 0028786421 scopus 로고
    • Computerized analysis of antepartum fetal heart rate
    • G. S. Dawes, M. Moulden and C. W. Redman, Computerized analysis of antepartum fetal heart rate, Amer. J. Obstet. Gynecol. 173(4) (1995) 1353-1354.
    • (1995) Amer. J. Obstet. Gynecol. , vol.173 , Issue.4 , pp. 1353-1354
    • Dawes, G.S.1    Moulden, M.2    Redman, C.W.3
  • 24
    • 0025300536 scopus 로고
    • A computer aided monitoring system for supervision of labour
    • ed. K. Maeda (Elsevier Science, Amsterdam)
    • W. Krause, A computer aided monitoring system for supervision of labour, in Computers in perinatal medicine, ed. K. Maeda (Elsevier Science, Amsterdam, 1990), 103-111.
    • (1990) Computers in Perinatal Medicine , pp. 103-111
    • Krause, W.1
  • 25
    • 0036803196 scopus 로고    scopus 로고
    • Computerised intrapartum diagnosis of fetal hypoxia based on fetal heart rate monitoring and fetal pulse oximetry recordings utilising wavelet analysis and neural networks
    • E. Salamalekis, P. Thomopoulos, D. Giannaris, I. Salloum, G. Vasios, A. Prentza and D. Koutsouris, Computerised intrapartum diagnosis of fetal hypoxia based on fetal heart rate monitoring and fetal pulse oximetry recordings utilising wavelet analysis and neural networks, Br. J. Obstet. Gynaecol. 109(10) 2002 1137-1142.
    • (2002) Br. J. Obstet. Gynaecol. , vol.109 , Issue.10 , pp. 1137-1142
    • Salamalekis, E.1    Thomopoulos, P.2    Giannaris, D.3    Salloum, I.4    Vasios, G.5    Prentza, A.6    Koutsouris, D.7
  • 26
    • 0344837758 scopus 로고    scopus 로고
    • Linear and nonlinear parameters for the analysis of fetal heart rate signal from cardiotocographic recordings
    • M. G. Signorini, G. Magenes, S. Cerutti and D. Arduini, Linear and nonlinear parameters for the analysis of fetal heart rate signal from cardiotocographic recordings, IEEE Trans. Biomed. Eng. 50(3) (2003) 365 - 374.
    • (2003) IEEE Trans. Biomed. Eng. , vol.50 , Issue.3 , pp. 365-374
    • Signorini, M.G.1    Magenes, G.2    Cerutti, S.3    Arduini, D.4
  • 28
    • 0030127507 scopus 로고    scopus 로고
    • A review of wavelets in biomedical applications
    • M. Unser and A. Aldrubi, A Review of Wavelets in Biomedical Applications, in Proc. IEEE 84(4) (1996) pp 626-638.
    • (1996) Proc. IEEE , vol.84 , Issue.4 , pp. 626-638
    • Unser, M.1    Aldrubi, A.2
  • 30
    • 0024700097 scopus 로고
    • A theory for multiresolution signal decomposition: The wavelet representation
    • S. Mallat, A theory for multiresolution signal decomposition: the wavelet representation, IEEE Trans. Patt. Anal. Machine Intell. 11(7) (1989) 674-793.
    • (1989) IEEE Trans. Patt. Anal. Machine Intell. , vol.11 , Issue.7 , pp. 674-793
    • Mallat, S.1
  • 31
    • 0042810453 scopus 로고    scopus 로고
    • Multiresolution wavelet analysis of heartbeat intervals discriminates healthy patients from those with cardiac pathology
    • S. Thuner, M. C Feurstein. and M.C Teich, Multiresolution wavelet analysis of heartbeat intervals discriminates healthy patients from those with cardiac pathology, Phys. Rev. Lett. 80(7) (1998) 1544-1547.
    • (1998) Phys. Rev. Lett. , vol.80 , Issue.7 , pp. 1544-1547
    • Thuner, S.1    Feurstein, M.C.2    Teich, M.C.3
  • 36
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C. J. C. Burges, A Tutorial on Support Vector Machines for Pattern Recognition, Data Mining and Knowledge Dicovery 2(2) (1998) 121-167.
    • (1998) Data Mining and Knowledge Dicovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 45
    • 7444242147 scopus 로고    scopus 로고
    • A non-parametric wavelet feature extractor for time-series classification
    • eds. H. Dai, R. Srikant, C. Zhang (Australia, Sydney)
    • H. Zhang, Ho, T. B. & Lin, M. S. A Non-Parametric Wavelet Feature Extractor for Time-Series Classification, in Proc. 8th Pacific-Asia Conf. Knowledge Discovery Data Engineering (PAKDD), eds. H. Dai, R. Srikant, C. Zhang (Australia, Sydney, 2004), 595-603.
    • (2004) Proc. 8th Pacific-Asia Conf. Knowledge Discovery Data Engineering (PAKDD) , pp. 595-603
    • Zhang, H.1    Ho, T.B.2    Lin, M.S.3
  • 46
    • 33746244254 scopus 로고    scopus 로고
    • A novel methodology for fetal heart rate signal classification during the intrapartum period
    • G. Georgoulas, C. Stylios and P. Groumpos, A Novel methodology for Fetal Heart Rate Signal Classification During the Intrapartum Period, IEEE Trans. Biomed. Eng. 33, (5) (2006).
    • (2006) IEEE Trans. Biomed. Eng. , vol.33 , Issue.5
    • Georgoulas, G.1    Stylios, C.2    Groumpos, P.3
  • 47
    • 27244440347 scopus 로고    scopus 로고
    • Applying support vector machines to imbalanced datasets
    • eds. J.-F. Boulicaut, F. Esposito, F. Giannotti and D Pedreschi (Italy, Pisa)
    • R. Akbani, S. Kwek and N. Japkowicz, Applying Support Vector Machines to Imbalanced Datasets, in Proc. 15th Eur. Con. Machine Learning (ECML'2004), eds. J.-F. Boulicaut, F. Esposito, F. Giannotti and D Pedreschi (Italy, Pisa, 2004).
    • (2004) Proc. 15th Eur. Con. Machine Learning (ECML'2004)
    • Akbani, R.1    Kwek, S.2    Japkowicz, N.3
  • 49
    • 0035172225 scopus 로고    scopus 로고
    • Support vector machines for broad area feature extraction in remotely sensed images
    • S. Perkins, N. R. Harvey, S. P. Brumby and K. Lacker, Support Vector Machines for Broad Area Feature Extraction in Remotely Sensed Images, in Proc. SPIE 4381, (2001), 286-295.
    • (2001) Proc. SPIE , vol.4381 , pp. 286-295
    • Perkins, S.1    Harvey, N.R.2    Brumby, S.P.3    Lacker, K.4
  • 50
    • 0001972236 scopus 로고    scopus 로고
    • Addressing the curse of imbalanced data sets: One-sided selection
    • M. Kubat and S. Matwin, Addressing the Curse of Imbalanced Data Sets: One-Sided Selection, in Proc. 14th Int. Conf. Machine Learning, (1997), 179-186.
    • (1997) Proc. 14th Int. Conf. Machine Learning , pp. 179-186
    • Kubat, M.1    Matwin, S.2
  • 51
    • 0031141135 scopus 로고    scopus 로고
    • Classification of EEG signals using the wavelet transform
    • N. Hazarika, J. Z. Chen, A. C. Tsoi and A. Sergejew, Classification of EEG signals using the wavelet transform, Signal Processing 59 (1997) 61-72.
    • (1997) Signal Processing , vol.59 , pp. 61-72
    • Hazarika, N.1    Chen, J.Z.2    Tsoi, A.C.3    Sergejew, A.4
  • 53
    • 33746244252 scopus 로고    scopus 로고
    • Fetal health surveillance in labour (Part II)
    • Society of Obstetricians and Gynecologists of Canada, Fetal Health Surveillance in Labour (Part II), J. Obstet. Gynaecol. Canada, (112) (2002) 1-7.
    • (2002) J. Obstet. Gynaecol. Canada , Issue.112 , pp. 1-7
  • 54
    • 0011350695 scopus 로고
    • Computerized fetal heart rate analysis
    • eds. H. P. van-Geijn and F. J. A, Copray (Elsevier Science, Amsterdam)
    • G. S. Dawes, Computerized fetal heart rate analysis, in A critical appraisal of fetal surveillance, eds. H. P. van-Geijn and F. J. A, Copray (Elsevier Science, Amsterdam, 1994), 311-314.
    • (1994) A Critical Appraisal of Fetal Surveillance , pp. 311-314
    • Dawes, G.S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.