Randomized approximation methods for the efficient compression and analysis of hyperspectral data

Analytical Chemistry

Volumn 85, Issue 10, 2013, Pages 5078-5086

  Palmer, Andrew D ^a   Bunch, Josephine ^a   Styles, Iain B ^a  

^a UNIVERSITY OF BIRMINGHAM   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL LIGAMENTS; CURSE OF DIMENSIONALITY; HYPERSPECTRAL IMAGING TECHNIQUES; MALDI-MASS SPECTROMETRY; MASS-SPECTROMETRY IMAGING; MATRIX-ASSISTED LASER DESORPTION IONIZATION; MULTIVARIATE ANALYSIS TECHNIQUES; RANDOMIZED APPROXIMATION;

GEOMETRICAL OPTICS; IMAGING TECHNIQUES; PRINCIPAL COMPONENT ANALYSIS; RAMAN SPECTROSCOPY;

MASS SPECTROMETRY;

EID: 84878307865     PISSN: 00032700     EISSN: 15206882     Source Type: Journal    
DOI: 10.1021/ac400184g     Document Type: Article

References (42)

1. Govender, M.; Chetty, K.; Bulcock, H. Water SA 2007, 33, 145-152.
2. Umbehr, M.; Bachmann, L.; Held, U.; Kessler, T.; Sulser, T.; Weishaupt, D.; Kurhanewicz, J.; Steurer, J. Eur. Urol. 2009, 55, 575-591
3. Amstalden van Hove, E.; Smith, D.; Heeren, R. J. Chromatogr. A 2010, 1217, 3946-3954
4. Donoho, D. AMS Math Challenges Lectures, 2000; pp 1-32.
5. Somorjai, R.; Dolenko, B.; Baumgartner, R. Bioinformatics 2003, 19, 1484-1491
6. Gowen, A.; Marini, F.; Esquerre, C.; O'Donnell, C.; Downey, G.; Burger, J. Anal. Chim. Acta 2011, 705, 272-282
7. McCombie, G.; Staab, D.; Stoeckli, M.; Knochenmuss, R. Anal. Chem. 2005, 77, 6118-6124
8. Fonville, J. M.; Carter, C.; Cloarec, O.; Nicholson, J. K.; Lindon, J. C.; Bunch, J.; Holmes, E. Anal. Chem. 2011, 84, 1310-1319
9. Vidal, M.; Amigo, J. Chemom. Intell. Lab. Syst. 2012, 117, 138-148
10. Plaza, A.; Benediktsson, J.; Boardman, J.; Brazile, J.; Bruzzone, L.; Camps-Valls, G.; Chanussot, J.; Fauvel, M.; Gamba, P.; Gualtieri, A.; Marconcini, M.; Tilton, J.; Trianni, G. Remote Sens. Environ. 2009, 113, S110-S122
11. Bingham, E.; Mannila, H. In Proceedings of the Seventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2001; pp 245-250.
12. Lindenstrauss, J.; Pelczynski, A. Studia Math 1968, 29, 193
13. Dasgupta, S.; Gupta, A. An Elementary Proof of the Johnson-Lindenstrauss Lemma, Technical Report TR-99-006; International Computer Science Institute, Berkeley, CA, 1999.
14. Fowler, J.; Du, Q.; Zhu, W.; Younan, N. In Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2009 (IGARSS 2009), 2009; Vol. 5, Paper V-76.
15. Varmuza, K.; Engrand, C.; Filzmoser, P.; Hilchenbach, M.; Kissel, J.; Krüger, H.; Silén, J.; Trieloff, M. Anal. Chim. Acta 2011, 705, 48-55
16. Fowler, J. IEEE Trans. Image Process. 2009, 18, 2230-2242
17. Zhang, J.; Erway, J.; Hu, X.; Zhang, Q.; Plemmons, R. J. Electr. Comput. Eng. 2012, DOI: 10.1155/2012/409357.
18. Lin, J.; Gunopulos, D. In Proceedings of the Text Mining Workshop, 3rd SIAM International Conference on Data Mining, 2003.
19. Varmuza, K.; Filzmoser, P.; Liebmann, B. J. Chemom. 2010, 24, 209-217
20. Durrant, R.; Kabán, A. In Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010; pp 1119-1128.
21. Yang, J.; Wright, J.; Huang, T.; Ma, Y. In IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2008; 2008; pp 1-8.
22. Basevi, H.; Tichauer, K.; Leblond, F.; Dehghani, H.; Guggenheim, J.; Holt, R.; Styles, I. Biomed. Opt. Express 2012, 3, 2131-2141
23. Shi, Z.; Liu, L.; Zhai, X.; Jiang, Z. Neural Comput. Appl. 2012, 1-13
24. Fern, X. Z.; Brodley, C. E. In Machine Learning-International Workshop Then Conference, 2003; Vol. 20, No. 1, p 186.
25. Halko, N.; Martinsson, P.; Tropp, J. SIAM Rev. 2011, 53, 217-288
26. Henderson, A.; Fletcher, J.; Vickerman, J. Surf. Interface Anal. 2009, 41, 666-674
27. McDonnell, L.; Van Remoortere, A.; De Velde, N.; Van Zeijl, R.; Deelder, A. J. Am. Soc. Mass Spectrom. 2010, 21, 1969-1978
28. Deegalla, S.; Bostrom, H. In 5th International Conference on Machine Learning and Application (ICMLA '06), 2006; pp 245-250.
29. Race, A. M.; Steven, R. T.; Palmer, A. D.; Styles, I. B.; Bunch, J. Anal. Chem. 2013, 85, 3071-3078
30. Tang, X.; Pearlman, W.; Modestino, J. IEEE Int. Conf. Image Process. 2004, 1133-1136
31. Fonville, J. M.; Carter, C. L.; Pizarro, L.; Steven, R. T.; Palmer, A. D.; Griffiths, R. L.; Lalor, P. F.; Lindon, J. C.; Nicholson, J. K.; Holmes, E.; Bunch, J. Anal. Chem. 2012, 85, 1415-1423
32. Race, A.; Styles, I.; Bunch, J. J. Proteom. 2012, 75, 5111-5112
33. Carter, C.; McLeod, C.; Bunch, J. J. Am. Soc. Mass Spectrom. 2011, 1-8
34. Du, Q.; Fowler, J. E. Geoscience and Remote Sensing Letters, IEEE 2007, 4 (2) 201-205
35. Galli, L.; Salzo, S. In Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, IGARSS'04, 2004; p 1.
36. Alexandrov, T. BMC Bioinform. 2012, 13, 1-13
37. Van de Plas, R.; De Moor, B.; Waelkens, E. Proc. 2008 ACM Symp. Appl. Comput. 2008, 1307-1308
38. McDonnell, L.; van Remoortere, A.; van Zeijl, R.; Dalebout, H.; Bladergroen, M.; Deelder, A. J. Proteom. 2010, 73, 1279-1282
39. Deininger, S.; Ebert, M.; Fütterer, A.; Gerhard, M.; Röcken, C. J. Proteom. Res. 2008, 7, 5230-5236
40. Deininger, S.; Becker, M.; Suckau, D. Methods Mol. Biol. 2010, 656, 385-403
41. Alexandrov, T.; Becker, M.; Deininger, S.; Ernst, G.; Wehder, L.; Grasmair, M.; von Eggeling, F.; Thiele, H.; Maass, P. J. Proteom. Res. 2010, 9, 6535-6546
42. Jones, E.; van Remoortere, A.; van Zeijl, R.; Hogendoorn, P.; Bovée, J.; Deelder, A.; McDonnell, L. PloS One 2011, 6 e24913