Selection of variables for interpreting multivariate gas sensor data

Analytica Chimica Acta

Volumn 381, Issue 2-3, 1999, Pages 221-232

  Eklöv, Tomas ^a   Mårtensson, Per ^a   Lundström, Ingemar ^a  

^a S SENCE   (Sweden)

Author keywords

ANN; Electronic nose; Feature selection; Forward selection; Gas sensor; PCA; PLS; Sensor array

Indexed keywords

ACCURACY; ANALYTICAL ERROR; ARTICLE; AUTOMATION; COMPUTER NETWORK; DATA ANALYSIS; GAS ANALYSIS; MEASUREMENT; PREDICTION; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL; REGRESSION ANALYSIS; SENSOR; TECHNIQUE;

EID: 0344141207     PISSN: 00032670     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0003-2670(98)00739-9     Document Type: Article

References (23)

1. Eklöv T., Mårtensson P., Lundström I. Anal. Chim. Acta. 353:1997;291.
2. Bachinger T., Mårtensson P., Mandenius C.-F. J. Biotechnol. 60:1998;55.
3. Sutter J.M., Kalivas J.H. Microchem. J. 47:1993;60.
4. C.M. Bishop, Neural Networks for Pattern Recognition, Oxford University Press, New York, 1995.
5. Jain A., Zongker D. IEEE Trans. Pattern Anal. Machine Intell. 19:1997;153.
6. L.-S. Young, IEEE Trans. Circuits Syst. CAS-30 (1983) 599.
7. N.R. Draper, H. Smith, Applied Regression Analysis, Wiley, New York, 1981.
8. Pudil P., Novovicova J., Kittler J. Pattern Recognition Lett. 15:1994.
9. D.E. Goldberg, Genetic Algorithms, in Search, Optimization, and Machine Learning, Addison-Wesley, Reading, MA, USA, 1989.
10. Broadhurst D., Goodacre R., Jones A., Rowland J.J., Kell D.B. Anal. Chim. Acta. 348:1997;71.
11. Kalivas J.H., Roberts N., Sutter J.M. Anal. Chem. 61:1989;2024.
12. Holmberg M., Hörnsten G., Winquist F., Lundström I., Gustafsson F., Ljung L., Nilsson L.E. Biotechnol. Techniques. 12:1998;319.
13. Sutter J.M., Jurs P.C. Anal. Chem. 69:1997;856.
14. Wold S., Esbensen K., Geladi P. Chemometrics Intell. Lab. Syst. 2:1987;37.
15. Geladi P., Kowalski B.R. Anal. Chim. Acta. 185:1986;1.
16. S. Haykin, Neural Networks, a Comprehensive Foundation, Prentice-Hall, Englewood Cliffs, NJ, 1994.
17. D.E. Rumelhart, G.E. Hinton, R.J. Williams, in: D. Rumelhart, J. McClelland (Eds.), Learning Internal Representations by Error Propagation, vol. 1, MIT Press, Cambridge, MA, 1986, p. 318.
18. Næs T., Kvaal K., Isaksson T., Miller C. J. Near Infrared Spectrosc. 1:1993;1.
19. Borggaard C., Thodberg H.H. Anal. Chem. 64:1992;545.
20. Marquardt D.W. J. Soc. Ind. Appl. Math. 2:1963;431.
21. L. Ljung, System Identification: Theory for the User, Prentice-Hall, Englewood Cliffs, NJ, 1987.
22. Winquist F., Wide P., Lundström I. Anal. Chim. Acta. 357:1997;21.
23. F. Winquist, P. Wide, T. Eklöv, C. Hjort, I. Lundström, J. Food Process Eng., submitted.