Wavelet transform preprocessing for temperature constrained cascade correlation neural networks

Journal of Chemical Information and Computer Sciences

Volumn 39, Issue 5, 1999, Pages 874-880

  Cai, Chunsheng ^a,b   Harrington, Peter De B ^a  

^a OHIO UNIVERSITY   (United States)

^b SANOFI   (France)

Author keywords

[No Author keywords available]

Indexed keywords

DATA COMPRESSION; NEURAL NETWORKS; PATTERN RECOGNITION; VOLATILE ORGANIC COMPOUNDS;

ION MOBILITY SPECTROMETRY; TEMPERATURE CONSTRAINED CASCADE CORRELATION NEURAL NETWORKS;

WAVELET TRANSFORMS;

EID: 0033353338     PISSN: 00952338     EISSN: None     Source Type: Journal    
DOI: 10.1021/ci9903253     Document Type: Article

References (22)

1. Jolliffe, I. T. Principal Component Analysis; Springer-Verlag: New York, 1986.
2. Brown, S. D. Chemical Systems under Indirect Observation: Latent Properties and Chemometrics. Appl. Spectrosc. 1995, 49 (12), 14A-31A.
3. Brown, C. W.; Lo, S.-C. Chemical Information Based on Neural Network Processing of Near-IR Spectra. Anal. Chem. 1998, 70, 2983-2990.
4. Poppi, R. J.; Massart, D. L. The Optimal Brain Surgeon for Pruning Neural Network Architecture Applied to Multivariate Calibration. Anal. Chim. Acta 1998, 375, 187-195.
5. Cai, C.; Harrington, P. B.; Davis, D. M. Two-Dimensional Fourier Transform Compression. Anal. Chem. 1997, 69, 4249-4255.
6. Harrington, P. B.; Hu, L. Recovery of Variable Loadings and Eigenvalues Directly from Fourier Compressed Ion Mobility Spectra. Appl. Spectrosc. 1998, 52, 1328-1338.
7. Bruce, A.; Donoho, D.; Gao, H. Wavelet Analysis. IEEE Spectrum 1996, 33 (10), 26-35.
8. Bos, M.; Vrielink, J. A. M. The Wavelet Transform for Pre-Processing IR Spectra in the Idendification of Mono-and Di-substituted Benzenes. Chemom. Intell. Lab. Syst. 1994, 23, 115-122.
9. Mallet, Y.; Coomans, D.; Vel, O. V. Recent Developments in Discriminant Analysis on High Dimensional Spectral Data. Chemom. Intell. Lab. Syst. 1996, 35, 157-173.
10. Mallet, Y.; Coomans, D.; Kautsky, J.; Vel, O. V. Classification Using Adaptive Wavelets for Feature Extraction. IEEE Trans. Pattern Anal. Mach. Intell. 1997, 19, 1058-1066.
11. Szu, H.; Telfer, B.; Garcia, J. Wavelet Transforms and Neural Networks for Compression and Recognition. Neural Networks 1996, 9, 695-708.
12. Cai, C.; Harrington, P. B. Different Discrete Wavelet Transforms Applied to Denoising Analytical Data. J. Chem. Inf. Comput. Sci. 1998, 38, 1161-1170.
13. Zupan, J.; Gasteiger, J. Neural Networks-A New Method for Solving Chemical Problems or Just a Passing Phase. Anal. Chim. Acta 1991, 248, 1-30.
14. Wythoff, B. J. Backpropagation Neural Networks-A Tutorial. Chem. Intell. Lab. Syst. 1993, 18, 115-155.
15. Fahlman, S. E.; Lebiere, C. The Cascade-Correction Learning Architecture; Carnegie Mellon University Technique Report CMU-CS-90-100; Carnegie Mellon University: Pittsburgh, PA, August 1991.
16. Harrington, P. B. Temperature-Constrained Cascade Correlation Networks. Anal. Chem. 1998, 70, 1297-1306.
17. Barclay, V. J.; Bonner, R. F.; Hamiliton, I. P. Application of Wavelet Transforms to Experimental Spectra: Smoothing, Denoising, and Data Set Compression. Anal. Chem. 1997, 69, 78-90.
18. Donoho, D. L. Nonlinear Wavelet Methods for Recovery of Signals, Densities, and Spectra from Indirect and Noisy Data. In Proceedings of Symposia in Applied Mathematics: Different Perspectives on Wavelets; Daubechies, I., Ed.; American Mathematical Society: Providence, RI, 1993; pp 173-205.
19. Fahlman, S. E. Faster-Learning Variations on Back-Propagation: An Emprical Study. In Proceedings of the 1988 Connectionist Models Summer School; Touretzky, D., Hinton, G., Sejnowski, T., Eds.; Morgan Kaufmann: San Mateo, CA, 1989; pp 38-51.
20. Sarle, W. S. Neural Network FAQ, Part 2 of 7: Learning, ftp:// ftp.sas.com/pub/neural/FAQ.html (accessed March 1999).
21. Steven Gollmer, DAUBWAVE package, http://www.cedarville.edu/ dept/sm/smg/daubwave.zip (last accessed March 1999).
22. Press, W. H.; Teukolsky, S. A.; Vettering, W. T.; Flannery, B. P. Numerical Recipes in C; Cambridge University Press: Cambridge, U.K., 1992.