Ensemble Learning for Chemical Sensor Arrays

Neural Processing Letters

Volumn 19, Issue 1, 2004, Pages 25-35

  Bermejo, S ^a   Cabestany, J ^a  

^a UNIVERSITAT POLITÈCNICA DE CATALUNYA   (Spain)

Author keywords

Array processing; Bagging; Ensemble learning; Optimal linear combination; Radial basis functions (RBF); Sensor arrays

Indexed keywords

ELECTROCHEMISTRY; ION SENSITIVE FIELD EFFECT TRANSISTORS; LEARNING SYSTEMS; RADIAL BASIS FUNCTION NETWORKS; SIGNAL TO NOISE RATIO; SOLID STATE DEVICES; SOLUTIONS;

ARRAY PROCESSING; BAGGING; ENSEMBLE LEARNING; OPTIMAL LINEAR COMBINATION; SENSOR ARRAYS;

CHEMICAL SENSORS;

EID: 1642409391     PISSN: 13704621     EISSN: None     Source Type: Journal    
DOI: 10.1023/B:NEPL.0000016844.22502.a8     Document Type: Article

References (27)

1. Chen, T., et al.: Highlights of Statistical Signal and Array Processing, IEEE Signal Processing Mag. (Sep. 1998), 21-64.
2. Gardner, J. W.: Microsensors: Principles and Applications, John Wiley & Sons, Chichester, 1994.
3. Nagle, H. T., Schiffman, S. S. and Gutierrez-Osuna, R.: The how and why of electronic noses, IEEE Spectrum. (1998), 22-31.
4. Gutierrez-Osuna, R. and Nagle, H. T.: A method for evaluating data-processing techniques for odor classification with an array of gas sensors, IEEE Trans. Sys. Man, Cybern. B. SMVB-29, No.5, (1999), 626-632.
5. Wiemhöfer, H. D. and Cammann, K.: Ion-sensitive Electrodes, In: W. Göpel J. Hesse and J. N. Zemel (eds.), Sensors: A Comprehensive Survey, Vol. 2, Chemical and Biochemical Sensors Part I. Edited by W. Göpel, T. A. Jones, M. Kleitz, J. Lundström, T. Seiyama, VCH, Weinheim, pp. 177-183, 1991.
6. Cattrall, R. W.: Chemical Sensors, Oxford University Press, Oxford, 1997.
7. Wilson, D. M., Hoyt, S., Janata, J., Booksh K. and Obando, L.: Chemical Sensors for Portable, Handheld Field Instruments, IEEE Sensors J., 1 (4), (December 2001).
8. van den Berg, A.: Ion-sensitive Field Effect Transistors, In: W. Göpel J. Hesse and J. N. Zemel (eds.), Sensors: A Comprehensive Survey, Vol. 2, Chemical and Biochemical Sensors Part I. Edited by W. Göpel, T. A. Jones, M. Kleitz, J. Lundström, T. Seiyama, VCH, Weinheim, pp. 474-501, 1991.
9. Dybko, A.: Chemical Sensors: Technology and Metrology, Ph.D. Thesis, Department of Analytical Chemistry, Warsaw University of Technology, 2001.
10. Baucke, F. G. K., Naumann, R. and Alexander-Weber, Ch.: Multiple-point calibration with linear regression as a proposed standardization procedure for high-precision pH measurements, Anal. Chem. 65 (1993), 3244-3251.
11. Sharkey, A. (ed.).: Combining Artificial Neural Nets, Springer-Verlag, Berlin, 1999.
12. Breiman, L.: The Heuristics of Instability in Model Selection, Ann. Stat., 24 (1997), 2350-2381.
13. Breiman, L.: Bias-Variance, Regularization, Instability and Stabilization, In: C. M. Bishop (ed.), Neural Networks and Machine Learning, NATO ASI Series, Series F: Computer and Systems Sciences, Vol. 168, Springer-Verlag, Berlin, 1998.
14. Geman, S., Bienenstock, E. and Doursat, R.: Neural Networks and the bias/variance dilemma, Neural Comp. 4 (1992).
15. Breiman, L.: Bagging Predictors, Machine Learning. 26 No. 2, (1996), 734-751.
16. Natftaly, U., Intrator, N., Horn, D.: Optimal Ensemble Averaging of Neural Networks, Technical Report, Israel Institute of Technology, (1997).
17. Hashem, S.: Optimal linear combinations of neural networks, Neural Networks, 10(4), (1997), 599-614.
18. Bergveld, P.: Development of an Ion-sensitive solid-state device for neurophysiological measurements, IEEE Trans. Biomed. Eng. BME-17 (1970), 70-71.
19. Warner, R. M. Jr. and Grung, B. L.: MOSFET: Theory and Design, Oxford University Press, New York, 1999.
20. Bousse, L., de Rooij, N. F. and Bergveld, P.: Operation of chemically sensitive field-effect sensors as a function of the insulator-electrolyte interface, IEEE Trans. Electron. Devices. ED- 30 (1983), 1263-1273.
21. Smith, R. L. and Scott, D. C.: An integrated sensor for electrochemical measurements, IEEE Trans. Biomed. Eng. BME-33 (1986), 83-90.
22. Sibbald, A.: Chemical-sensitive field-effect transistors, IEE Proceedings. 130(5), Part I (1983), 233-244.
23. Martinoia, S. and Massobrio, G.: A behavioral macromodel of the ISFET in SPICE, Sens. Act. B. 62 (2000), 182-189.
24. Brzózka, Z., Holterman, A. J., Honing, W. N., Verkerk, U. H., can den Vlekkert, H. H., Engbersen, J. F. J. and Reinholut, D. N.: Enhanced performance of potassium CHEMFET by optimization of a polysiloxane membrane, Sens. Act. B. 18-19 (1994), 38-41.
25. Opalski, L. J.: Personal communication.
26. Palán, B., Santos, F. V., Karam, J. M., Courtois, B. and Husák, M.: New ISFET sensor interface circuit for biomedical applications, Sens. Act. B. 57 (1999), 36-42.
27. Chin, Y.-L., Chou, J.-C., Sun, T.-P., Liao, H.-K., Chung, W.-Y. and Hsiung, S.-K.: A novel SnO2/Al discrete gate ISFET pH sensor with CMOS standard process, Sens. Act. B 75 (2001), 36-42.