메뉴 건너뛰기




Volumn 11, Issue 6, 2007, Pages 651-660

Knowledge-based data analysis: First step toward the creation of clinical prediction rules using a new typicality measure

Author keywords

Clinical prediction rules (CPRs); Data analysis; Fuzzy logic; Obstructive sleep apnea (OSA); Typicality measure

Indexed keywords

DATA MINING; DATA REDUCTION; FUZZY LOGIC; SEMIOTICS; SLEEP RESEARCH; STATISTICAL METHODS;

EID: 36348984972     PISSN: 10897771     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITB.2006.889693     Document Type: Article
Times cited : (16)

References (45)
  • 2
    • 0031017667 scopus 로고    scopus 로고
    • Clinical prediction rules. A review and suggested modifications of methodological standards
    • Feb
    • A. Laupacis, N. Sekar, and I. G. Stiell, "Clinical prediction rules. A review and suggested modifications of methodological standards," JAMA, vol. 277, no. 6, pp. 488-494, Feb. 1997.
    • (1997) JAMA , vol.277 , Issue.6 , pp. 488-494
    • Laupacis, A.1    Sekar, N.2    Stiell, I.G.3
  • 4
    • 0034608969 scopus 로고    scopus 로고
    • Users' guides to the medical literature XXII: How to use articles about clinical decision rules
    • T. McGinn, G. Guyatt, P. Wyer, D. Naylor, I. G. Stiell, and S. Richardson, "Users' guides to the medical literature XXII: How to use articles about clinical decision rules," JAMA, vol. 284, no. 1, pp. 79-84, 2000.
    • (2000) JAMA , vol.284 , Issue.1 , pp. 79-84
    • McGinn, T.1    Guyatt, G.2    Wyer, P.3    Naylor, D.4    Stiell, I.G.5    Richardson, S.6
  • 5
    • 0012725048 scopus 로고    scopus 로고
    • Fuzzy and crisp logical rule extraction methods in application to medical data
    • P. Szczepaniak, Ed. Berlin, Germany: Springer-Verlag
    • W. Duch, R. Adamczak, K. Grabczewski, G. Zal, and Y. Hayashi, "Fuzzy and crisp logical rule extraction methods in application to medical data," in Computational Intelligence and Applications, P. Szczepaniak, Ed. Berlin, Germany: Springer-Verlag, 2000, pp. 593-616.
    • (2000) Computational Intelligence and Applications , pp. 593-616
    • Duch, W.1    Adamczak, R.2    Grabczewski, K.3    Zal, G.4    Hayashi, Y.5
  • 6
    • 0034922742 scopus 로고    scopus 로고
    • Machine learning for medical diagnosis: History, state of the art and perspective
    • I. Kononenko, "Machine learning for medical diagnosis: History, state of the art and perspective," Artif. Intell. Med., vol. 23, no. 1, pp. 89-109, 2001.
    • (2001) Artif. Intell. Med , vol.23 , Issue.1 , pp. 89-109
    • Kononenko, I.1
  • 8
    • 9144253428 scopus 로고    scopus 로고
    • Medical decision-making: Probabilistic medical reasoning
    • 2nd ed, E. H. Shortliffe and L.E. Perreault, Eds. New York: Springer
    • D. K. Owens and H. C. Sox, "Medical decision-making: Probabilistic medical reasoning," in Medical Informatics: Computer Applications in Health Care and Biomedicine, 2nd ed., E. H. Shortliffe and L.E. Perreault, Eds. New York: Springer, 2001, pp. 76-129.
    • (2001) Medical Informatics: Computer Applications in Health Care and Biomedicine , pp. 76-129
    • Owens, D.K.1    Sox, H.C.2
  • 9
    • 2342486104 scopus 로고    scopus 로고
    • Combining knowledge from different sources in causal probabilistic models
    • M. J. Druzdzel and F. J. Diez, "Combining knowledge from different sources in causal probabilistic models," J. Mac. Learn. Res., vol. 4, pp. 295-316, 2003.
    • (2003) J. Mac. Learn. Res , vol.4 , pp. 295-316
    • Druzdzel, M.J.1    Diez, F.J.2
  • 10
    • 33847168548 scopus 로고    scopus 로고
    • Medical data mining and knowledge discovery: Overview of key issues
    • K. J. Cios, Ed. Heidelberg, Germany: Springer-Verlag
    • K. J. Cios and G. W. Moore, "Medical data mining and knowledge discovery: Overview of key issues," in Medical Data Mining and Knowledge Discovery, K. J. Cios, Ed. Heidelberg, Germany: Springer-Verlag, 2001, pp. 1-20.
    • (2001) Medical Data Mining and Knowledge Discovery , pp. 1-20
    • Cios, K.J.1    Moore, G.W.2
  • 11
    • 35148823508 scopus 로고    scopus 로고
    • Information fusion in the diagnosis of obstructive sleep apnea: A semio-fuzzy approach
    • M. Kwiatkowska and M. S. Atkins, "Information fusion in the diagnosis of obstructive sleep apnea: A semio-fuzzy approach," in Proc. NAFIPS Conf., 2004, pp. 55-60.
    • (2004) Proc. NAFIPS Conf , pp. 55-60
    • Kwiatkowska, M.1    Atkins, M.S.2
  • 15
    • 0036202332 scopus 로고    scopus 로고
    • Prospective testing of two models based on clinical and oximetric variables for prediction of obstructive sleep apnea
    • N. Roche, B. Herer, C. Roig, and G. Huchon, "Prospective testing of two models based on clinical and oximetric variables for prediction of obstructive sleep apnea," Chest, vol. 121, no. 3, pp. 747-752, 2002.
    • (2002) Chest , vol.121 , Issue.3 , pp. 747-752
    • Roche, N.1    Herer, B.2    Roig, C.3    Huchon, G.4
  • 16
    • 0029126708 scopus 로고
    • Validation of British Thoracic Society guidelines for the diagnosis of the sleep apnoea/hypopnea syndrome: Can polysomnography be avoided?
    • P. J. Ryan, M. F. Hilton, D. A. Boldy, A. Evans, S. Bradbury, S. Sapiano, K. Prowse, and R. M. Cayton, "Validation of British Thoracic Society guidelines for the diagnosis of the sleep apnoea/hypopnea syndrome: Can polysomnography be avoided?," Thorax, vol. 50, pp. 972-975, 1995.
    • (1995) Thorax , vol.50 , pp. 972-975
    • Ryan, P.J.1    Hilton, M.F.2    Boldy, D.A.3    Evans, A.4    Bradbury, S.5    Sapiano, S.6    Prowse, K.7    Cayton, R.M.8
  • 17
    • 20444468577 scopus 로고    scopus 로고
    • Craniofacial profile in Asian and white subjects with obstructive sleep apnoea
    • B. Lam, M. S. M. Ip, and C. F. Ryan, "Craniofacial profile in Asian and white subjects with obstructive sleep apnoea," Thorax, vol. 60, pp. 504-510, 2005.
    • (2005) Thorax , vol.60 , pp. 504-510
    • Lam, B.1    Ip, M.S.M.2    Ryan, C.F.3
  • 18
    • 4544284840 scopus 로고    scopus 로고
    • Obstructive sleep apnea: Evaluation by history and polysomnography
    • 3rd ed, D. N. F. Fairbanks, S. A. Mickelson, and B. T. Woodson, Eds. Philadelphia, PA: Lippincott Williams & Wilkins
    • R. Rosenberg and S. A. Mickelson, "Obstructive sleep apnea: Evaluation by history and polysomnography," in Snoring and Obstructive Sleep Apnea, 3rd ed., D. N. F. Fairbanks, S. A. Mickelson, and B. T. Woodson, Eds. Philadelphia, PA: Lippincott Williams & Wilkins, 2003, pp. 39-50.
    • (2003) Snoring and Obstructive Sleep Apnea , pp. 39-50
    • Rosenberg, R.1    Mickelson, S.A.2
  • 19
    • 0037318021 scopus 로고    scopus 로고
    • Home diagnosis of the obstructive sleep apnoea/ hypopnoea syndrome
    • N. J. Douglas, "Home diagnosis of the obstructive sleep apnoea/ hypopnoea syndrome," Sleep Med. Rev., vol. 7, no. 1, pp. 53-59, 2003.
    • (2003) Sleep Med. Rev , vol.7 , Issue.1 , pp. 53-59
    • Douglas, N.J.1
  • 20
    • 0035891586 scopus 로고    scopus 로고
    • An algorithm to stratify sleep apnea risk in a sleep disorders clinic population
    • I. Gurubhagavatula, G. Maislin, and A. I. Pack, "An algorithm to stratify sleep apnea risk in a sleep disorders clinic population," Am. J. Respir. Crit. Care Med., vol. 164, pp. 1904-1909, 2001.
    • (2001) Am. J. Respir. Crit. Care Med , vol.164 , pp. 1904-1909
    • Gurubhagavatula, I.1    Maislin, G.2    Pack, A.I.3
  • 21
    • 2142771733 scopus 로고    scopus 로고
    • Risk factors for obstructive sleep apnea
    • T. Young, J. Skatrud, and P. E. Peppard, "Risk factors for obstructive sleep apnea," JAMA, vol. 291, no. 16, pp. 2013-2016, 2004.
    • (2004) JAMA , vol.291 , Issue.16 , pp. 2013-2016
    • Young, T.1    Skatrud, J.2    Peppard, P.E.3
  • 25
    • 0028814941 scopus 로고
    • Body fat distribution and sleep apnea severity in women
    • Feb
    • R. P. Millman, C. C. Carlisle, S. T. McGarvey, S. E. Eveloff, and P. D. Levinson, "Body fat distribution and sleep apnea severity in women," Chest, vol. 107, no. 2, pp. 362-6, Feb. 1995.
    • (1995) Chest , vol.107 , Issue.2 , pp. 362-366
    • Millman, R.P.1    Carlisle, C.C.2    McGarvey, S.T.3    Eveloff, S.E.4    Levinson, P.D.5
  • 26
    • 0029128003 scopus 로고
    • The relationship between obesity and craniofacial structure in obstructive sleep apnea
    • Aug
    • K. A. Ferguson, T. Ono, A. A. Lowe, C. F. Ryan, and J. A. Fleetham, "The relationship between obesity and craniofacial structure in obstructive sleep apnea," Chest, vol. 108, no. 2, pp. 375-81, Aug. 1995.
    • (1995) Chest , vol.108 , Issue.2 , pp. 375-381
    • Ferguson, K.A.1    Ono, T.2    Lowe, A.A.3    Ryan, C.F.4    Fleetham, J.A.5
  • 27
    • 0038555350 scopus 로고    scopus 로고
    • Gender differences in sleep apnea: The role of neck circumference
    • D. R. Dancey, P. J. Hanly, C. Soong, B. Lee, J. Shepard, and V. Hoffstein, "Gender differences in sleep apnea: The role of neck circumference," Chest, vol. 123, pp. 1544-1550, 2003.
    • (2003) Chest , vol.123 , pp. 1544-1550
    • Dancey, D.R.1    Hanly, P.J.2    Soong, C.3    Lee, B.4    Shepard, J.5    Hoffstein, V.6
  • 28
    • 0033061479 scopus 로고    scopus 로고
    • Neck soft tissue and fat distribution comparison between normal men and women by magnetic resonance imaging
    • A. T. Whittle, I. Marshall, I. Mortimore, P. K. Wraith, R. J. Sellar, and N. J. Douglas, "Neck soft tissue and fat distribution comparison between normal men and women by magnetic resonance imaging," Thorax vol. 54, pp. 323-328, 1999.
    • (1999) Thorax , vol.54 , pp. 323-328
    • Whittle, A.T.1    Marshall, I.2    Mortimore, I.3    Wraith, P.K.4    Sellar, R.J.5    Douglas, N.J.6
  • 29
    • 0036569980 scopus 로고    scopus 로고
    • Epidemiology of obstructive sleep apnea: A population health perspective
    • T. Young, P. E. Peppard, and D. J. Gottlieb, "Epidemiology of obstructive sleep apnea: A population health perspective," Am. J. Respir. Crit. Care Med., vol. 165, no. 9, pp. 1217-1239, 2002.
    • (2002) Am. J. Respir. Crit. Care Med , vol.165 , Issue.9 , pp. 1217-1239
    • Young, T.1    Peppard, P.E.2    Gottlieb, D.J.3
  • 30
    • 0029796602 scopus 로고    scopus 로고
    • Mechanical properties of the velopharynx in obese patients with obstructive sleep apnea
    • Sep
    • C. F. Ryan and L. L. Love, "Mechanical properties of the velopharynx in obese patients with obstructive sleep apnea," Am. J. Respir. Crit. Care Med., vol. 154, no. 3, pp. 806-812, Sep. 1996.
    • (1996) Am. J. Respir. Crit. Care Med , vol.154 , Issue.3 , pp. 806-812
    • Ryan, C.F.1    Love, L.L.2
  • 31
    • 0034331321 scopus 로고    scopus 로고
    • The use of clinical prediction formulas in the evaluation of obstructive sleep apnea
    • J. A. Rowley, L. S. Aboussouan, and M. S. Badr, "The use of clinical prediction formulas in the evaluation of obstructive sleep apnea," Sleep, vol. 23, no. 7, pp. 929-938, 2000.
    • (2000) Sleep , vol.23 , Issue.7 , pp. 929-938
    • Rowley, J.A.1    Aboussouan, L.S.2    Badr, M.S.3
  • 32
    • 0036084923 scopus 로고    scopus 로고
    • Gender differences in upper airway compliance during NREM sleep: Role of neck circumference
    • J. A Rowley, C. S. Sanders, B. R. Zahn, and M. S. Badr, "Gender differences in upper airway compliance during NREM sleep: Role of neck circumference," J. Appl. Physiol., vol. 92, pp. 2535-2541, 2002.
    • (2002) J. Appl. Physiol , vol.92 , pp. 2535-2541
    • Rowley, J.A.1    Sanders, C.S.2    Zahn, B.R.3    Badr, M.S.4
  • 33
    • 0141530943 scopus 로고    scopus 로고
    • Gender differences in sleep apnea: Epidemiology, clinical presentation and pathogenic mechanisms
    • A. S. Jordan and R. D. McEvoy, "Gender differences in sleep apnea: epidemiology, clinical presentation and pathogenic mechanisms," Sleep Med. Rev., vol. 7, no. 5, pp. 377-389, 2003.
    • (2003) Sleep Med. Rev , vol.7 , Issue.5 , pp. 377-389
    • Jordan, A.S.1    McEvoy, R.D.2
  • 34
    • 0036557914 scopus 로고    scopus 로고
    • Multiscale deformable model segmentation and statistical shape analysis using medical descriptions
    • May
    • S. Joshi, S. Pizer, P. T. Fletcher, P. Yushkevich, A. Thall, and J. S. Marron, "Multiscale deformable model segmentation and statistical shape analysis using medical descriptions," IEEE Trans. Med. Imag, vol. 21, no. 5, pp. 538-550, May 2002.
    • (2002) IEEE Trans. Med. Imag , vol.21 , Issue.5 , pp. 538-550
    • Joshi, S.1    Pizer, S.2    Fletcher, P.T.3    Yushkevich, P.4    Thall, A.5    Marron, J.S.6
  • 37
    • 85047681488 scopus 로고    scopus 로고
    • Prototypes in category learning: The effects of category size, category structure and stimulus complexity
    • J. P. Minda and J. D. Smith, "Prototypes in category learning: The effects of category size, category structure and stimulus complexity," J. Exp. Psychol. Learn., Mem. Cogn., vol. 27, pp. 755-799, 2001.
    • (2001) J. Exp. Psychol. Learn., Mem. Cogn , vol.27 , pp. 755-799
    • Minda, J.P.1    Smith, J.D.2
  • 40
    • 0036509958 scopus 로고    scopus 로고
    • Analyzing outliers cautiously
    • Mar.-Apr
    • X. Liu, G. Cheng, and J. X Wu, "Analyzing outliers cautiously," IEEE Trans. Knowl. Data Eng., vol. 14, no. 2, pp. 432-437, Mar.-Apr. 2002.
    • (2002) IEEE Trans. Knowl. Data Eng , vol.14 , Issue.2 , pp. 432-437
    • Liu, X.1    Cheng, G.2    Wu, J.X.3
  • 42
    • 0034133513 scopus 로고    scopus 로고
    • Distance-based outliers: Algorithms and applications
    • M. K. Edwin, R. T. Ng, and V. Tucakov, "Distance-based outliers: Algorithms and applications," VLDB J., vol. 8, no. 3-4, pp. 237-253, 2000.
    • (2000) VLDB J , vol.8 , Issue.3-4 , pp. 237-253
    • Edwin, M.K.1    Ng, R.T.2    Tucakov, V.3
  • 43
    • 7544223741 scopus 로고    scopus 로고
    • A survey of outlier detection methodologies
    • Oct
    • V. Hodge and J. Austin, "A survey of outlier detection methodologies," Artif. Intell. Rev., vol. 22, no. 2, pp. 85-126, Oct. 2004.
    • (2004) Artif. Intell. Rev , vol.22 , Issue.2 , pp. 85-126
    • Hodge, V.1    Austin, J.2
  • 44
    • 25844450147 scopus 로고    scopus 로고
    • Outlier detection algorithms in data mining systems
    • Jul
    • M. I. Petrovskiy, "Outlier detection algorithms in data mining systems," Program. Comput. Softw., vol. 29, no. 4, pp. 228 237, Jul. 2003.
    • (2003) Program. Comput. Softw , vol.29 , Issue.4 , pp. 228-237
    • Petrovskiy, M.I.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.