Detection of basal cell carcinoma by automatic classification of confocal Raman spectra

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4115 LNBI -III, Issue , 2006, Pages 402-411

  Baek, Seong Joon ^a   Park, Aaron ^a   Kim, Jin Young ^a   Na, Seung Yu ^a   Won, Yonggwan ^a   Choo, Jaebum ^b  

^a Chonnam National University   (South Korea)

^b Hanyang University   (South Korea)

Author keywords

Basal cell carcinoma detection; Pattern recognition; Raman spectroscopy; Sensitivity analysis

Indexed keywords

DERMATOLOGY; LEARNING SYSTEMS; ONCOLOGY; PATTERN RECOGNITION; RAMAN SPECTROSCOPY; SENSITIVITY ANALYSIS;

BASAL CELL CARCINOMA (BCC) DETECTION; K-NEAREST NEIGHBOR (KNN); SKIN CANCERS; SUPPORT VECTOR MACHINE (SVM);

CELLS;

EID: 33749576371     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11816102_44     Document Type: Conference Paper

References (10)

1. Jijssen, A., Schut, T. C. B., Heule, F., Caspers, P. J., Hayes, D. P., Neumann, M. H., Puppels, G. J.: Discriminating Basal Cell Carcinoma from its Surrounding Tissue by Raman Spectroscopy. Journal of Investigative Dermatology, 119 (2002) 64-69
2. Choi, J., Choo, J., Chung, H., Gweon, D. G., Park, J., Kim, H. J., Park, S., Oh, C.H.: Direct Observation of Spectral Differences Between normal and Basal cell Carcinoma (BCC) Tissues Using Confocal Raman Microscopy. Biopolymers, 77 (2005) 264-272
3. Sigurdsson, S., Philipsen, P. A., Hansen, L. K., Larsen, J., Gniadecka, M., Wulf, H. C.: Detection of Skin Cancer by Classification of Raman Spectra. IEEE Trans. on Biomedical Engineering, 51 (2004) 1784-1793
4. Nunes, L. O., Martin, A. A., Silveira J. L., Zampieri, M., Munin, E.: Biochemical Changes between Normal and BCC Tissue: a FT-Raman Study. Proceedings of the SPIE, 4955 (2003) 546-553
5. Baek, S. J., Park, A.: Basal Cell Carcinoma Detection by Classification of Confocal Raman Spectra, (to appear in ICIC 2006 Proceedings)
6. Duda, R. O., Hart, P. E., Stork, D. G.: Pattern Classification. Jone Wiley & Son, Inc, New Work (2001)
7. Baek, S. J., Sung, K. M.: Fast KNN Search Algorithm for Nonparametric Classification. IEE Electronics Letters, 35 (2000) 2104-2105
8. Gniadecka, M., Wulf, H., Mortensen, N., Nielsen, O., Christensen, D.: Diagnosis of Basal Cell Carcinoma by Raman Spectra. Journal of Raman Spectroscopy, 28 (1997) 125-129
9. Kecman, V.: Learning and Soft Computing. The MIT Press, London (2001)
10. Suykens, J. A. K., Vandewalle, J.: Recurrent Least Squares Support Vector Machines. IEEE Transactions on Circuits and Systems, 47 (7) (2000) 1109-1114