Pattern Recognition Analysis of Ascitic Fluid Chromatograms for Patients with Liver Disorders

作者: N. Gitlin , D.L. Hudson , M.E. Cohen , J. Van den Bogaerde , L.T. Mann

DOI:

关键词: Supervised learningAscitic fluidLinear discriminant analysisPattern recognitionPattern analysisPattern recognition (psychology)Spontaneous bacterial peritonitisArtificial intelligenceMedicine

摘要: Abstract Pattern recognition techniques have been applied in a number of medical applications. In the method described here, new orthogonal polynomials developed by Cohen are used as potential functions supervised learning approach to pattern recognition. This is analysis chromatograms obtained from ascitic fluid taken patients who spontaneous bacterial peritonitis, well control group. The show presence organic acids fluid. The objective obtain identifying with peritonitis chromatogram. Results that high ninety-seven percent cases may be classified correctly using this method. also compared standard statistical discriminant techniques, and shown superior.

参考文章(18)
D. Coomans, D.L. Massart, I. Broeckaert, Potential methods in pattern recognition Analytica Chimica Acta. ,vol. 134, pp. 139- 151 ,(1982) , 10.1016/S0003-2670(01)84185-4
Tzay Y. Young, Thomas W. Calvert, Classification, estimation, and pattern recognition American Elsevier. ,(1974)
Lloyd R. Snyder, John W. Dolan, Joseph J. Kirkland, Introduction to modern liquid chromatography ,(1979)
Julius T. Tou, Rafael C. Gonzalez, Pattern recognition principles ,(1974)
Norman Gitlin, Donna L. Hudson, Moses E. Cohen, Pattern Classification of Patients with Spontaneous Bacterial Peritonitis Using New Orthogonal Functions with Extensions to Higher Dimensions annual symposium on computer application in medical care. pp. 112- 115 ,(1984)
Artificial intelligence and pattern recognition conference on scientific computing. pp. 420- ,(1985) , 10.1145/320599.320748
Moshe Ben-Bassat, Richard W. Carlson, Venod K. Puri, Mark D. Davenport, John A. Schriver, Mohamed Latif, Ronald Smith, Larry D. Portigal, Edward H. Lipnick, Max Harry Weil, Pattern-Based Interactive Diagnosis of Multiple Disorders: The MEDAS System IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 2, pp. 148- 160 ,(1980) , 10.1109/TPAMI.1980.4766992
L. Kanal, Patterns in pattern recognition: 1968-1974 IEEE Transactions on Information Theory. ,vol. 20, pp. 697- 722 ,(1974) , 10.1109/TIT.1974.1055306
Casimir Kulikowski, Pattern Recognition Approach to Medical Diagnosis IEEE Transactions on Systems Science and Cybernetics. ,vol. 6, pp. 173- 178 ,(1970) , 10.1109/TSSC.1970.300338
P. Armitage, Edmund A. Gehan, Statistical methods for the identification and use of prognostic factors. International Journal of Cancer. ,vol. 13, pp. 16- 36 ,(1974) , 10.1002/IJC.2910130104