메뉴 건너뛰기




Volumn 26, Issue 5, 2002, Pages 427-438

An application of linear programming discriminant analysis to classifying and predicting the symptomatic status of HIV/AIDS patients

Author keywords

Discriminant analysis; Health care application; Linear programming

Indexed keywords

ACQUIRED IMMUNE DEFICIENCY SYNDROME; ARTICLE; BISEXUALITY; BLOOD TRANSFUSION; COMPUTER ANALYSIS; COMPUTER PROGRAM; DATA ANALYSIS; DISCRIMINANT ANALYSIS; ETHNIC GROUP; FEMALE; HEALTH STATUS; HETEROSEXUALITY; HOMOSEXUALITY; HUMAN; HUMAN IMMUNODEFICIENCY VIRUS INFECTION; INTRAVENOUS DRUG ABUSE; MAJOR CLINICAL STUDY; MALE; PATIENT CODING; PREDICTION; STATISTICAL ANALYSIS; SYMPTOMATOLOGY; SYSTEM ANALYSIS; VIRUS INFECTION; CLASSIFICATION; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; HOSPITALIZATION; PATHOPHYSIOLOGY;

EID: 0036776797     PISSN: 01485598     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1016496916732     Document Type: Article
Times cited : (7)

References (41)
  • 1
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomy problems
    • Fisher, R. A., The use of multiple measurements in taxonomy problems. Ann. Eugen. 7:179-188, 1936.
    • (1936) Ann. Eugen. , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 2
    • 0001352933 scopus 로고
    • Some examples of discrimination
    • Smith, C. A. B., Some examples of discrimination. Ann. Eugen. 13:272-282, 1947.
    • (1947) Ann. Eugen. , vol.13 , pp. 272-282
    • Smith, C.A.B.1
  • 5
    • 0030929984 scopus 로고    scopus 로고
    • A neural network application to classification of health status of HIV/AIDS patients
    • Kwak, N. K., and Lee, C. W., A neural network application to classification of health status of HIV/AIDS patients. J. Med. Syst. 21(2):87-97, 1997.
    • (1997) J. Med. Syst. , vol.21 , Issue.2 , pp. 87-97
    • Kwak, N.K.1    Lee, C.W.2
  • 6
    • 84990585716 scopus 로고
    • Two-group classification using neural networks
    • Patuwo, E., Hu, M. Y., and Hung, M. S., Two-group classification using neural networks. Decis. Sci. 24(4):825-845, 1993.
    • (1993) Decis. Sci. , vol.24 , Issue.4 , pp. 825-845
    • Patuwo, E.1    Hu, M.Y.2    Hung, M.S.3
  • 7
    • 84986849081 scopus 로고
    • Survey of mathematical programming models and experimental results for linear discriminant analysis
    • Erenguc, S. S., and Koehler, G. J., Survey of mathematical programming models and experimental results for linear discriminant analysis. Manager. Decis. Econ. 11:215-225, 1990.
    • (1990) Manager. Decis. Econ. , vol.11 , pp. 215-225
    • Erenguc, S.S.1    Koehler, G.J.2
  • 8
    • 0002540982 scopus 로고
    • Mathematical programming approaches for the classification problem in two-group discriminant analysis
    • Joachimsthaler, E. A., and Stam, A., Mathematical programming approaches for the classification problem in two-group discriminant analysis. Multivar. Behav. Res. 25(4):427-454, 1990.
    • (1990) Multivar. Behav. Res. , vol.25 , Issue.4 , pp. 427-454
    • Joachimsthaler, E.A.1    Stam, A.2
  • 9
    • 0031522092 scopus 로고    scopus 로고
    • Nontraditional approaches to statistical classification: Some perspectives on LP-norm methods
    • Stam, A., Nontraditional approaches to statistical classification: Some perspectives on LP-norm methods. Ann. Oper. Res. 74:1-36, 1997.
    • (1997) Ann. Oper. Res. , vol.74 , pp. 1-36
    • Stam, A.1
  • 10
    • 0019565499 scopus 로고
    • Simple but powerful goal programming models for discriminant problems
    • Freed, N., and Glover, F., Simple but powerful goal programming models for discriminant problems. Eur. J. Oper. Res. 7(1):44-60, 1981.
    • (1981) Eur. J. Oper. Res. , vol.7 , Issue.1 , pp. 44-60
    • Freed, N.1    Glover, F.2
  • 11
    • 84989432337 scopus 로고
    • Applications and implementation: A linear programming approach to the discriminant problem
    • Freed, N., and Glover, F., Applications and implementation: A linear programming approach to the discriminant problem. Decis. Sci. 12(1):68-72, 1981.
    • (1981) Decis. Sci. , vol.12 , Issue.1 , pp. 68-72
    • Freed, N.1    Glover, F.2
  • 12
    • 84989491941 scopus 로고
    • An experimental comparison of statistical and linear programming approaches to the discriminant problem
    • Bajgier, S. M., and Hill, A. V., An experimental comparison of statistical and linear programming approaches to the discriminant problem. Decis. Sci. 13(4):604-618, 1982.
    • (1982) Decis. Sci. , vol.13 , Issue.4 , pp. 604-618
    • Bajgier, S.M.1    Hill, A.V.2
  • 13
    • 84985773498 scopus 로고
    • Resolving certain difficulties and improving the classification power of the LP discriminant analysis procedure
    • Freed, N., and Glover, F., Resolving certain difficulties and improving the classification power of the LP discriminant analysis procedure. Decis. Sci. 17(3):589-595, 1986.
    • (1986) Decis. Sci. , vol.17 , Issue.3 , pp. 589-595
    • Freed, N.1    Glover, F.2
  • 14
    • 84985847276 scopus 로고
    • Improved linear programming models for discriminant analysis
    • Glover, F., Improved linear programming models for discriminant analysis. Decis. Sci. 21(4):771-785, 1990.
    • (1990) Decis. Sci. , vol.21 , Issue.4 , pp. 771-785
    • Glover, F.1
  • 15
    • 0038815948 scopus 로고
    • Improved linear and integer programming models for discriminant analysis
    • Ijiri, Y. (ed.), Quorum Books, Westport, CT
    • Glover, F., Improved linear and integer programming models for discriminant analysis. In Ijiri, Y. (ed.), Creative and Innovative Approaches to the Science of Management, Quorum Books, Westport, CT, pp. 365-395, 1993.
    • (1993) Creative and Innovative Approaches to the Science of Management , pp. 365-395
    • Glover, F.1
  • 16
    • 84985822265 scopus 로고
    • A new class of models for the discriminant problem
    • Glover, F., Keene, S., and Duea, B., A new class of models for the discriminant problem. Decis. Sci. 19(2):269-280, 1988.
    • (1988) Decis. Sci. , vol.19 , Issue.2 , pp. 269-280
    • Glover, F.1    Keene, S.2    Duea, B.3
  • 17
    • 0029735798 scopus 로고    scopus 로고
    • Minimizing deviations from the group mean: A new linear programming approach for the two-group classification problem
    • Lam, K. F., Choo, E. U., and Moy, J. W., Minimizing deviations from the group mean: A new linear programming approach for the two-group classification problem. Eur. J. Oper. Res. 88(2):358-367, 1996.
    • (1996) Eur. J. Oper. Res. , vol.88 , Issue.2 , pp. 358-367
    • Lam, K.F.1    Choo, E.U.2    Moy, J.W.3
  • 18
    • 0041593335 scopus 로고    scopus 로고
    • A ratio model for discriminant analysis using linear programming
    • Retzlaff-Roberts, D. L., A ratio model for discriminant analysis using linear programming. Eur. J. Oper. Res. 94(1):112-121, 1996.
    • (1996) Eur. J. Oper. Res. , vol.94 , Issue.1 , pp. 112-121
    • Retzlaff-Roberts, D.L.1
  • 19
    • 0024701597 scopus 로고
    • Evaluating the maximize minimum distance formulation of the linear discriminant problem
    • Robin, P A., Evaluating the maximize minimum distance formulation of the linear discriminant problem. Eur. J. Oper. Res. 41(2):240-248, 1989.
    • (1989) Eur. J. Oper. Res. , vol.41 , Issue.2 , pp. 240-248
    • Robin, P.A.1
  • 20
    • 0028766145 scopus 로고
    • Second order mathematical programming formulations for discriminant analysis
    • Silva, P. D., and Stam, A., Second order mathematical programming formulations for discriminant analysis. Eur. J. Oper. Res. 72(1):4-22, 1994.
    • (1994) Eur. J. Oper. Res. , vol.72 , Issue.1 , pp. 4-22
    • Silva, P.D.1    Stam, A.2
  • 21
    • 84989672546 scopus 로고
    • On the classification gap in mathematical-programming-based approaches to the discriminant problem
    • Stam, A., and Ragsdale, C. T., On the classification gap in mathematical-programming-based approaches to the discriminant problem. Naval Res. Logist. 39(4):545-559, 1992.
    • (1992) Naval Res. Logist. , vol.39 , Issue.4 , pp. 545-559
    • Stam, A.1    Ragsdale, C.T.2
  • 22
    • 0032682313 scopus 로고    scopus 로고
    • DEA-discriminant analysis in the view of goal programming
    • Sueyoshi, T., DEA-discriminant analysis in the view of goal programming, Eur. J. Oper. Res. 115:564-582, 1999.
    • (1999) Eur. J. Oper. Res. , vol.115 , pp. 564-582
    • Sueyoshi, T.1
  • 23
    • 84985774794 scopus 로고
    • Evaluating alternative linear programming models to solve the two-group discriminant problem
    • Freed, N., and Glover, F., Evaluating alternative linear programming models to solve the two-group discriminant problem. Decis. Sci. 17(2):151-162, 1986.
    • (1986) Decis. Sci. , vol.17 , Issue.2 , pp. 151-162
    • Freed, N.1    Glover, F.2
  • 24
    • 84985761637 scopus 로고
    • Four approaches to the classification problem in discriminant analysis: An experimental study
    • Joachimsthaler, E. A., and Stam, A., Four approaches to the classification problem in discriminant analysis: An experimental study. Decis. Sci. 19(2):322-333, 1988.
    • (1988) Decis. Sci. , vol.19 , Issue.2 , pp. 322-333
    • Joachimsthaler, E.A.1    Stam, A.2
  • 25
    • 0031188134 scopus 로고    scopus 로고
    • An experimental comparison of some recently developed linear programming approaches to the discriminant problem
    • Lam, K. F., and Moy. J. W., An experimental comparison of some recently developed linear programming approaches to the discriminant problem. Comput. Oper. Res. 24(7):593-599, 1997.
    • (1997) Comput. Oper. Res. , vol.24 , Issue.7 , pp. 593-599
    • Lam, K.F.1    Moy, J.W.2
  • 26
    • 0023148215 scopus 로고
    • An experimental comparison of several approaches to the discriminant problem with both qualitative and quantitative variables
    • Markowski, C. A., and Markowski, E. P., An experimental comparison of several approaches to the discriminant problem with both qualitative and quantitative variables. Eur. J. Oper. Res. 28(1):74-78, 1987.
    • (1987) Eur. J. Oper. Res. , vol.28 , Issue.1 , pp. 74-78
    • Markowski, C.A.1    Markowski, E.P.2
  • 27
    • 84985748341 scopus 로고
    • A comparison of linear programming and parametric approaches to the two-group discriminant problem
    • Rubin, P. A., A comparison of linear programming and parametric approaches to the two-group discriminant problem. Decis. Sci. 21(2):373-386, 1990.
    • (1990) Decis. Sci. , vol.21 , Issue.2 , pp. 373-386
    • Rubin, P.A.1
  • 28
    • 21444451477 scopus 로고    scopus 로고
    • Classification in automobile insurance using a DEA and discriminant analysis hybrid
    • Retzlaff-Roberts, D., and Puelz, R., Classification in automobile insurance using a DEA and discriminant analysis hybrid. J. Prod. Anal. 7(4):417-427, 1996.
    • (1996) J. Prod. Anal. , vol.7 , Issue.4 , pp. 417-427
    • Retzlaff-Roberts, D.1    Puelz, R.2
  • 29
    • 38249002002 scopus 로고
    • Modeling international loan portfolios through linear programming discriminant analysis
    • Gordon, K. R., Palmer, M., and Glover, F., Modeling international loan portfolios through linear programming discriminant analysis. J. Pol. Modeling 15(3):297-312, 1993.
    • (1993) J. Pol. Modeling , vol.15 , Issue.3 , pp. 297-312
    • Gordon, K.R.1    Palmer, M.2    Glover, F.3
  • 30
    • 84985807749 scopus 로고
    • Characterization of unacceptable solutions in LP discriminant analysis
    • Koehler, G. J., Characterization of unacceptable solutions in LP discriminant analysis. Decis. Sci. 20(2):239-257, 1989.
    • (1989) Decis. Sci. , vol.20 , Issue.2 , pp. 239-257
    • Koehler, G.J.1
  • 31
    • 84985848266 scopus 로고
    • Unacceptable solutions and the hybrid discriminant model
    • Koehler, G. J., Unacceptable solutions and the hybrid discriminant model. Decis. Sci. 20(4):844-848, 1989.
    • (1989) Decis. Sci. , vol.20 , Issue.4 , pp. 844-848
    • Koehler, G.J.1
  • 32
    • 0025750873 scopus 로고
    • Improper linear discriminant classifiers
    • Koehler, G. J., Improper linear discriminant classifiers. Eur. J. Oper. Res. 50(2):188-198, 1991.
    • (1991) Eur. J. Oper. Res. , vol.50 , Issue.2 , pp. 188-198
    • Koehler, G.J.1
  • 33
    • 0032367978 scopus 로고    scopus 로고
    • Nonparametric two-group classification: Concepts and a SAS-based software package
    • Silva, P. D., and Stam, A., Nonparametric two-group classification: Concepts and a SAS-based software package. Am. Statist. 52(2):185-197, 1998.
    • (1998) Am. Statist. , vol.52 , Issue.2 , pp. 185-197
    • Silva, P.D.1    Stam, A.2
  • 34
    • 0002804425 scopus 로고
    • Research design and analysis objectives
    • AHCPR Pub. No. 93-0019, Agency for Health Care Policy and Research, Rockville, MD
    • Berk, M. L., Maffeo, C., and Schur, C. L., Research design and analysis objectives. AIDS Cost and Services Utilization Survey (ACSUS) Reports No. 1; AHCPR Pub. No. 93-0019, Agency for Health Care Policy and Research, Rockville, MD, (http://www.ahcpr.gov/data/acsus1.htm), 1993.
    • (1993) AIDS Cost and Services Utilization Survey (ACSUS) Reports No. 1
    • Berk, M.L.1    Maffeo, C.2    Schur, C.L.3
  • 38
    • 0001573189 scopus 로고
    • The precision of discriminant functions
    • Fisher, R. A., The precision of discriminant functions. Ann. Eugen. 10:422-429, 1940.
    • (1940) Ann. Eugen. , vol.10 , pp. 422-429
    • Fisher, R.A.1
  • 39
    • 0042704662 scopus 로고
    • Some properties of the bivariate normal distribution considered in the form of a contingency table
    • Lancaster, H. O., Some properties of the bivariate normal distribution considered in the form of a contingency table. Biometrika 44:289-292, 1957.
    • (1957) Biometrika , vol.44 , pp. 289-292
    • Lancaster, H.O.1
  • 40
    • 84965383773 scopus 로고
    • Discriminant analysis with categorical data
    • Overall, J., and Woodward, J. A., Discriminant analysis with categorical data. Appl. Psychol. Meas. 1:371-384, 1977.
    • (1977) Appl. Psychol. Meas. , vol.1 , pp. 371-384
    • Overall, J.1    Woodward, J.A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.