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Volumn 38, Issue 9, 2014, Pages

Decision tree based diagnostic system for moderate to severe obstructive sleep apnea

Author keywords

Decision tree algorithms; Feature extraction; Logistic regression model; Obstructive sleep apnea

Indexed keywords

ADULT; ARTICLE; CHOLESTEROL BLOOD LEVEL; COMPUTER ASSISTED DIAGNOSIS; COMPUTER PROGRAM; COMPUTER SYSTEM; DECISION TREE; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST ACCURACY STUDY; DIASTOLIC BLOOD PRESSURE; FEMALE; HUMAN; MAJOR CLINICAL STUDY; MALE; NECK CIRCUMFERENCE; OXYGEN SATURATION; SCREENING; SENSITIVITY AND SPECIFICITY; SEX; SLEEP DISORDERED BREATHING; SYSTOLIC BLOOD PRESSURE; TAIWAN; MIDDLE AGED; RECEIVER OPERATING CHARACTERISTIC; SEVERITY OF ILLNESS INDEX; SLEEP APNEA, OBSTRUCTIVE; STATISTICAL MODEL;

EID: 84903868186     PISSN: 01485598     EISSN: 1573689X     Source Type: Journal    
DOI: 10.1007/s10916-014-0094-1     Document Type: Article
Times cited : (19)

References (32)
  • 1
    • 41849118002 scopus 로고    scopus 로고
    • Comparison of Different Classifier Algorithms on the Automated Detection of Obstructive Sleep Apnea Syndrome
    • Polat, K., Yosunkaya, Ş., and Güneş, S., Comparison of Different Classifier Algorithms on the Automated Detection of Obstructive Sleep Apnea Syndrome. Journal of Medical Systems 32(3):243-250, 2008.
    • (2008) Journal of Medical Systems , vol.32 , Issue.3 , pp. 243-250
    • Polat, K.1    Yosunkaya, Ş.2    Güneş, S.3
  • 3
    • 0030695925 scopus 로고    scopus 로고
    • Estimation of the clinically diagnosed proportion of sleep apnea syndrome in middle-aged men and women
    • Young, T., et al., Estimation of the clinically diagnosed proportion of sleep apnea syndrome in middle-aged men and women. Sleep 20(9):705-706, 1997. (Pubitemid 27506200)
    • (1997) Sleep , vol.20 , Issue.9 , pp. 705-706
    • Young, T.1    Evans, L.2    Finn, L.3    Palta, M.4
  • 5
    • 84905188720 scopus 로고    scopus 로고
    • Prediction of obstructive sleep apnea syndrome in a large Greek population. Sleep Breath 15(4):657-664, 2011. Sleep apnea syndrome
    • Bouloukaki, I., et al., Prediction of obstructive sleep apnea syndrome in a large Greek population. Sleep Breath 15(4):657-664, 2011. sleep apnea syndrome. Sleep medicine reviews 1(1):19-32, 1997.
    • (1997) Sleep Medicine Reviews , vol.1 , Issue.1 , pp. 19-32
    • Bouloukaki, I.1
  • 6
    • 0035165464 scopus 로고    scopus 로고
    • Prediction formulae for sleep-disordered breathing
    • Harding, S. M., Prediction formulae for sleep-disordered breathing. Current opinion in pulmonary medicine 7(6):381-385, 2001. (Pubitemid 33065541)
    • (2001) Current Opinion in Pulmonary Medicine , vol.7 , Issue.6 , pp. 381-385
    • Harding, S.M.1
  • 9
    • 0036778479 scopus 로고    scopus 로고
    • Decision trees: An overview and their use in medicine
    • DOI 10.1023/A:1016409317640
    • Podgorelec, V., et al., Decision trees: an overview and their use in medicine. Journal of medical systems 26(5):445-463, 2002. (Pubitemid 38420749)
    • (2002) Journal of Medical Systems , vol.26 , Issue.5 , pp. 445-463
    • Podgorelec, V.1    Kokol, P.2    Stiglic, B.3    Rozman, I.4
  • 10
    • 84873046605 scopus 로고    scopus 로고
    • Data mining in healthcare and biomedicine: A survey of the literature
    • Yoo, I., et al., Data mining in healthcare and biomedicine: a survey of the literature. Journal of medical systems 36(4):2431-2448, 2012.
    • (2012) Journal of Medical Systems , vol.36 , Issue.4 , pp. 2431-2448
    • Yoo, I.1
  • 12
    • 84895092631 scopus 로고    scopus 로고
    • A Comparative Study on Classification of Sleep Stage Based on EEG Signals Using Feature Selection and Classification Algorithms
    • Şen, B., et al., A Comparative Study on Classification of Sleep Stage Based on EEG Signals Using Feature Selection and Classification Algorithms. Journal of medical systems 38(3):1-21, 2014.
    • (2014) Journal of Medical Systems , vol.38 , Issue.3 , pp. 1-21
    • Şen, B.1
  • 13
    • 0037102116 scopus 로고    scopus 로고
    • Obstructive sleep apnea
    • DOI 10.1056/NEJMcp012849
    • Flemons, W. W., Obstructive sleep apnea. New England Journal of Medicine 347(7):498-504, 2002. (Pubitemid 34879338)
    • (2002) New England Journal of Medicine , vol.347 , Issue.7 , pp. 498-504
    • Flemons, W.W.1
  • 14
    • 33746932108 scopus 로고    scopus 로고
    • Insomnia complaints in patients evaluated for obstructive sleep apnea
    • DOI 10.1007/s11325-005-0026-x
    • Krell, S. B., and Kapur, V. K., Insomnia complaints in patients evaluated for obstructive sleep apnea. Sleep Breath 9(3):104-110, 2005. (Pubitemid 44193440)
    • (2005) Sleep and Breathing , vol.9 , Issue.3 , pp. 104-110
    • Krell, S.B.1    Kapur, V.K.2
  • 15
    • 80054940663 scopus 로고    scopus 로고
    • A prediction model based on an artificial intelligence system for moderate to severe obstructive sleep apnea
    • Sun, L. M., et al., A prediction model based on an artificial intelligence system for moderate to severe obstructive sleep apnea. Sleep Breath 15(3):317-323, 2011.
    • (2011) Sleep Breath , vol.15 , Issue.3 , pp. 317-323
    • Sun, L.M.1
  • 16
    • 0034331321 scopus 로고    scopus 로고
    • The use of clinical prediction formulas in the evaluation of obstructive sleep apnea
    • Rowley, J. A., Aboussouan, L. S., and Badr, M., The use of clinical prediction formulas in the evaluation of obstructive sleep apnea. SLEEP-NEW YORK 23(7):929-942, 2000.
    • (2000) Sleep-New York , vol.23 , Issue.7 , pp. 929-942
    • Rowley, J.A.1    Aboussouan, L.S.2    Badr, M.3
  • 17
    • 3042694929 scopus 로고    scopus 로고
    • A stepped approach for prediction of obstructive sleep apnea in overtly asymptomatic obese subjects: A hospital based study
    • DOI 10.1016/j.sleep.2004.03.004, PII S1389945704000577
    • Sharma, S. K., et al., A stepped approach for prediction of obstructive sleep apnea in overtly asymptomatic obese subjects: a hospital based study. Sleep Med 5(4):351-357, 2004. (Pubitemid 38842732)
    • (2004) Sleep Medicine , vol.5 , Issue.4 , pp. 351-357
    • Sharma, S.K.1    Kurian, S.2    Malik, V.3    Mohan, A.4    Banga, A.5    Pandey, R.M.6    Handa, K.K.7    Mukhopadhyay, S.8
  • 19
    • 34247887443 scopus 로고    scopus 로고
    • The predictive value of clinical and epidemiological parameters in the identification of patients with obstructive sleep apnoea (OSA): A clinical prediction algorithm in the evaluation of OSA
    • DOI 10.1007/s00405-006-0241-5
    • Santaolalla Montoya, F., et al., The predictive value of clinical and epidemiological parameters in the identification of patients with obstructive sleep apnoea (OSA): a clinical prediction algorithm in the evaluation of OSA. Eur Arch Otorhinolaryngol 264(6):637-643, 2007. (Pubitemid 46701641)
    • (2007) European Archives of Oto-Rhino-Laryngology , vol.264 , Issue.6 , pp. 637-643
    • Santaolalla, M.F.1    Iriondo, B.J.R.2    Aguirre, L.U.3    Martinez, I.A.4    Sanchez, D.R.A.5    Sanchez, F.J.M.6
  • 21
    • 79955756376 scopus 로고    scopus 로고
    • Obstructive sleep apnea in patients undergoing bariatric surgery - A tertiary center experience
    • Sareli, A. E., et al., Obstructive sleep apnea in patients undergoing bariatric surgery-a tertiary center experience. Obes Surg 21(3):316-327, 2011.
    • (2011) Obes Surg , vol.21 , Issue.3 , pp. 316-327
    • Sareli, A.E.1
  • 22
    • 77949711154 scopus 로고    scopus 로고
    • Screening of patients with Obstructive Sleep Apnea Syndrome using C4. 5 algorithm based on non linear analysis of respiratory signals during sleep
    • Engineering in Medicine and Biology Society, 2009. EMBC 2009 IEEE
    • Kaimakamis, E., et al. Screening of patients with Obstructive Sleep Apnea Syndrome using C4. 5 algorithm based on non linear analysis of respiratory signals during sleep. in Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE. 2009. IEEE.
    • Annual International Conference of the IEEE. 2009
    • Kaimakamis, E.1
  • 23
    • 78649865572 scopus 로고    scopus 로고
    • A novel approach to prediction of mild obstructive sleep disordered breathing in a population-based sample: The Sleep Heart Health Study
    • Caffo, B., et al., A novel approach to prediction of mild obstructive sleep disordered breathing in a population-based sample: the Sleep Heart Health Study. Sleep 33(12):1641-1648, 2010.
    • (2010) Sleep , vol.33 , Issue.12 , pp. 1641-1648
    • Caffo, B.1
  • 24
    • 0033178851 scopus 로고    scopus 로고
    • Sleep - Related breathing disorders in adults: Recommendations for syndrome definition and measurement techniques in clinical research. Editorials
    • Quan, S., et al., Sleep - related breathing disorders in adults: Recommendations for syndrome definition and measurement techniques in clinical research. editorials. Sleep 22(5):662-689, 1999.
    • (1999) Sleep , vol.22 , Issue.5 , pp. 662-689
    • Quan, S.1
  • 25
    • 27844467756 scopus 로고    scopus 로고
    • Top-down induction of decision trees classifiers - A survey. Systems, Man, and Cybernetics, Part C: Applications and Reviews
    • Rokach, L., and Maimon, O., Top-down induction of decision trees classifiers-a survey. Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on 35(4):476-487, 2005.
    • (2005) IEEE Transactions on , vol.35 , Issue.4 , pp. 476-487
    • Rokach, L.1    Maimon, O.2
  • 27
    • 79952500519 scopus 로고    scopus 로고
    • Predicting food demand in food courts by decision tree approaches
    • Bozkir, A. S., and Sezer, E. A., Predicting food demand in food courts by decision tree approaches. Procedia Computer Science 3:759-763, 2011.
    • (2011) Procedia Computer Science , vol.3 , pp. 759-763
    • Bozkir, A.S.1    Sezer, E.A.2
  • 28
    • 0142009655 scopus 로고    scopus 로고
    • Knowledge discovery inmedical and biological datasets using a hybrid Bayes classifier/evolutionary algorithm. Systems, Man, and Cybernetics, Part B: Cybernetics
    • Raymer, M. L., et al., Knowledge discovery inmedical and biological datasets using a hybrid Bayes classifier/evolutionary algorithm. Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on 33(5):802-813, 2003.
    • (2003) IEEE Transactions on , vol.33 , Issue.5 , pp. 802-813
    • Raymer, M.L.1
  • 30
    • 67650576376 scopus 로고    scopus 로고
    • Post- to pre-overnight sleep systolic blood pressures are associated with sleep respiratory disturbance, pro-inflammatory state and metabolic situation in patients with sleep-disordered breathing
    • Ting, H., et al., Post- to pre-overnight sleep systolic blood pressures are associated with sleep respiratory disturbance, pro-inflammatory state and metabolic situation in patients with sleep-disordered breathing. Sleep Med 10(7):720-725, 2009.
    • (2009) Sleep Med , vol.10 , Issue.7 , pp. 720-725
    • Ting, H.1
  • 31
    • 84867053909 scopus 로고    scopus 로고
    • Roles of gender, age, race/ethnicity, and residential socioeconomics in obstructive sleep apnea syndromes
    • Ralls, F. M., and Grigg-Damberger, M., Roles of gender, age, race/ethnicity, and residential socioeconomics in obstructive sleep apnea syndromes. Current Opinion in Pulmonary Medicine 18(6):568-573, 2012.
    • (2012) Current Opinion in Pulmonary Medicine , vol.18 , Issue.6 , pp. 568-573
    • Ralls, F.M.1    Grigg-Damberger, M.2
  • 32
    • 77955618052 scopus 로고    scopus 로고
    • Differences in craniofacial structures and obesity in Caucasian and Chinese patients with obstructive sleep apnea
    • Lee, R. W., et al., Differences in craniofacial structures and obesity in Caucasian and Chinese patients with obstructive sleep apnea. Sleep 33(8):1075-1080, 2010.
    • (2010) Sleep , vol.33 , Issue.8 , pp. 1075-1080
    • Lee, R.W.1


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