INTERPRETATION OF DOPPLER BLOOD-FLOW VELOCITY WAVE-FORMS USING NEURAL NETWORKS

被引:0
|
作者
BAYKAL, N
REGGIA, JA
YALABIK, N
ERKMEN, A
BEKSAC, MS
机构
[1] UNIV MARYLAND,DEPT NEUROL,COLLEGE PK,MD 20742
[2] UNIV MARYLAND,INST ADV COMP STUDIES,COLLEGE PK,MD 20742
[3] MIDDLE E TECH UNIV,ANKARA,TURKEY
[4] HACETTEPE UNIV,SCH MED,ANKARA,TURKEY
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Doppler umbilical artery blood flow velocity waveform measurement is used in perinatal surveillance for the evaluation of pregnancy status. There is an ongoing debate on the predictive value of doppler measurements concerning the critical effect of the selection of parameters for the evaluation of doppler output. In this paper, we describe how neural network methods can be used both to discover relevant classification features and subsequently to classify patients. Classification accuracy varied from 92-99% correct.
引用
收藏
页码:865 / 869
页数:5
相关论文
共 50 条
  • [21] RECORDING OF BLOOD-FLOW VELOCITY WAVE-FORMS IN THE UTEROPLACENTAL AND UMBILICAL CIRCULATION - REPRODUCIBILITY STUDY AND COMPARISON OF PULSED AND CONTINUOUS WAVE DOPPLER ULTRASONOGRAPHY
    GUDMUNDSSON, S
    FAIRLIE, F
    LINGMAN, G
    MARSAL, K
    JOURNAL OF CLINICAL ULTRASOUND, 1990, 18 (02) : 97 - 101
  • [22] MATERNAL AND FETAL BLOOD-FLOW VELOCITY WAVE-FORMS IN INTRAUTERINE GROWTH-RETARDATION
    DIVON, MY
    HSU, HW
    CLINICAL OBSTETRICS AND GYNECOLOGY, 1992, 35 (01): : 156 - 171
  • [23] BLOOD-FLOW VELOCITY WAVE-FORMS IN THE UTEROPLACENTAL ARTERIES - CORRELATION WITH PLACENTAL MORPHOLOGY IN PREECLAMPSIA
    HITSCHOLD, T
    ULRICH, S
    KALDER, M
    MUNTEFERING, H
    BERLE, P
    ZEITSCHRIFT FUR GEBURTSHILFE UND NEONATOLOGIE, 1995, 199 (01): : 8 - 12
  • [24] A CORRELATION BETWEEN BLOOD-FLOW VOLUME AND ULTRASONIC DOPPLER WAVE-FORMS IN THE STUDY OF VALVE EFFICIENCY
    BECKWITH, TC
    RICHARDSON, GD
    SHELDON, M
    CLARKE, GH
    PHLEBOLOGY, 1993, 8 (01) : 12 - 16
  • [25] MIDDLE CEREBRAL-ARTERY DOPPLER FLOW VELOCITY WAVE-FORMS
    WOO, JSK
    LIANG, ST
    LO, RLS
    CHAN, FY
    OBSTETRICS AND GYNECOLOGY, 1987, 70 (04): : 613 - 616
  • [26] DOPPLER UMBILICAL ARTERY FLOW VELOCITY WAVE-FORMS IN DIABETIC PREGNANCY
    JOHNSTONE, FD
    STEEL, JM
    HADDAD, NG
    HOSKINS, PR
    GREER, IA
    CHAMBERS, S
    BRITISH JOURNAL OF OBSTETRICS AND GYNAECOLOGY, 1992, 99 (02): : 135 - 140
  • [27] UMBILICAL ARTERY BLOOD-FLOW VELOCITY WAVE-FORMS IN PREGNANCY COMPLICATED BY DIABETES-MELLITUS
    ISHIMATSU, J
    YOSHIMURA, O
    MANABE, A
    HOTTA, M
    MATSUNAGA, T
    MATSUZAKI, T
    TETSUOU, M
    HAMADA, T
    ARCHIVES OF GYNECOLOGY AND OBSTETRICS, 1991, 248 (03) : 123 - 127
  • [28] THE EFFECT OF CORDOCENTESIS ON UMBILICAL AND MIDDLE CEREBRAL-ARTERY BLOOD-FLOW VELOCITY WAVE-FORMS
    HECHER, K
    STETTNER, H
    SPERNOL, R
    HARRINGTON, K
    SZALAY, S
    BRITISH JOURNAL OF OBSTETRICS AND GYNAECOLOGY, 1993, 100 (09): : 828 - 831
  • [29] UMBILICAL AND UTERINE BLOOD-FLOW VELOCITY WAVE-FORMS IN PREGNANCIES COMPLICATED BY MAJOR FETAL ANOMALIES
    MEIZNER, I
    ISRAEL JOURNAL OF MEDICAL SCIENCES, 1987, 23 (03): : 233 - 233
  • [30] FETAL BLOOD-FLOW VELOCITY WAVE-FORMS IN PREGNANCIES COMPLICATED BY INTRAUTERINE GROWTH-RETARDATION
    DEGANI, S
    PALTIELY, Y
    LEWINSKY, R
    SHAPIRO, I
    SHARF, M
    ISRAEL JOURNAL OF MEDICAL SCIENCES, 1990, 26 (05): : 250 - 254