Application of probabilistic neural network in the clinical diagnosis of cancers based on clinical chemistry data

Analytica Chimica Acta

Volumn 471, Issue 1, 2002, Pages 77-86

  Shan, Yichu ^a   Zhao, Ruihuan ^a   Xu, Guowang ^a   Liebich, H M ^b   Zhang, Yukui ^a  

^a DALIAN INSTITUTE OF CHEMICAL PHYSICS   (China)

^b UNIVERSITY HOSPITAL TÜBINGEN   (Germany)

Author keywords

Cancer; Classification; Nucleosides; Probabilistic neural network

Indexed keywords

NUCLEOSIDE;

ANALYTIC METHOD; ARTICLE; ARTIFICIAL NEURAL NETWORK; CANCER DIAGNOSIS; CANCER PATIENT; CLINICAL ARTICLE; CLINICAL CHEMISTRY; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; DIAGNOSTIC VALUE; DISCRIMINANT ANALYSIS; FEMALE; HUMAN; INTERMETHOD COMPARISON; LEARNING; MALE; PERFORMANCE; PREDICTION; PRIORITY JOURNAL; PROBABILITY; QUANTITATIVE ANALYSIS; URINALYSIS; URINE LEVEL;

EID: 0037164173     PISSN: 00032670     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0003-2670(02)00924-8     Document Type: Article

References (39)

1. Gaus H.J., Owens S.R., Winniman M., Cooper S., Cummins L.L. Anal. Chem. 69:1997;313.
2. Apffel A., Chakel J.A., Fisher S., Lichtenwalter K., Hancock W.S. Anal. Chem. 69:1997;1320.
3. Trewyn R.W., Glaser R., Kelly D.R., Jackson D.G., Graham W.P., Speicher C.E. Cancer. 49:1982;2513.
4. De P., Harrington B. Anal. Chem. 65:1993;2167.
5. Thompson M.L., Kramer M.A. Process Syst. Eng. 40:1994;1328.
6. Rumelhart D.E., Hinton G., Williams R. Nature. 323:1986;533.
7. Mennon A., Mehrotra K., Mohan C.K., Ranka S. Neural Networks. 9:1996;819.
8. Johnson S.R., Sutter J.M., Engelhardet H.L.et al. Anal. Chem. 69:1997;4641.
9. Eghbaldar A., Forrest T.P., Cabrol-Bass D.et al. J. Chem. Inf. Comput. Sci. 36:1996;637.
10. Zhao R., Yue B., Ni J., Zou H., Zhang Y. Chemomet. Intell. Lab. Syst. 45:1999;163.
11. Ohorodnik S.K., Shaffer R.E., Callahan J.H.et al. Anal. Chem. 69:1997;4721.
12. Chi-Tat Leung, T.W.S. Chow, Artif. Intell. 107 (1999) 347-356.
13. Agatonovic-Kustrin S., Zecevic M., Zivanovic Lj., Tucker I.G. Anal. Chim. Acta. 364:1998;265-273.
14. Yang H., Griffiths P.R. Anal. Chem. 71:1999;751-761.
15. Blank T.B., Brown S.D. Anal. Chim. Acta. 277:1993;273-287.
16. Zheng L., Zhang N.et al. Anal. Chem. 65:1993;393.
17. Scheweiger C.R., Soeregi G., Spitzauser S., Maenner G., Pohl A.L. Clin. Chem. 39:1993;1966.
18. West G.M.J. J. Chem. Inf. Comput. Sci. 35:1995;21.
19. Sutter J.M., Jurs P.C. Anal. Chem. 69:1997;856.
20. Jiménez O., Benito I., Marina M.L. Anal. Chim. Acta. 353:1997;367.
21. Zhao R., Shan Y., Liu Z., Zou H., Zhang Y. Am. Lab. 32(19):2000;13.
22. Song X.H.et al. Comput. Chem. 17(3):1993;303-308.
23. Kavuri S.N.et al. Comput. Chem. Eng. 17(8):1993;765-784.
24. Munk M.E., Madison M.S., Robb E.W. J. Chem. Inf. Comput. Sci. 36:1996;231.
25. Blank T.B., Brown S.D. Anal. Chem. 65:1993;3081.
26. Bos M., Bos A., Van der Linden W.E. Anal. Chim. Acta. 233:1990;31-39.
27. D.F. Specht, Probabilistic neural networks for classification, mapping, or associative memory, in: Proceedings of the IEEE International Conference Neural Networks, vol. 1, 1988, pp. 525-532.
28. D.F. Specht, Probabilistc Neural Networks (original contribution), Neural Networks, vol. 3, no. 1, 1990, pp. 109-118.
29. P.D. Wasserman, Advanced Methods in Neural Computing, Van Nostrand Reinhold, New York, 1993, pp. 35-55.
30. T. Masters, Advanced Algorithms for Neural Networks: A C++ Sourcebook, Wiley, New York, 1995 (Chapter 4).
31. Musavi M.T. Pattern Recogn. 25:1992;1241-1251.
32. Specht D.F. IEEE Trans. Neural Networks. 1:1990;111-121.
33. T. Masters, Practical Neural Network Recipes, Wiley, New York, 1993 (Chapter 12).
34. Musavi M.T., Chan K.H., Hummels D.M., Kalantri K. IEEE Trans. Pattern Anal. Machine Intell. 16(6):1994;659-663.
35. D.F. Specht, Proceedings of the International Joint Conference on Neural Networks, 1991, pp. 887-892.
36. Kohonen T. Proc. IEEE. 78(9):1990;1464-1480.
37. Xu G., Di Stefano C., Liebich H.M., Zhang Y., Lu P. J. Chromatogr. B. 732:1999;307.
38. Liebich H.M., Xu G., Di Stefano C., Lehmann R. J. Chromatogr. A. 793:1998;341.
39. R.P.W. Duin, PRTools 3, A Matlab Toolbox for Pattern Recognition, Delft University of Technology, January 2000.