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Characterization of renal tumours based on Raman spectra classification
- Source :
- Expert Systems with Applications, Expert Systems with Applications, Elsevier, 2011, 38 (11), pp.14301-14306. ⟨10.1016/j.eswa.2011.05.092⟩, Expert Systems with Applications, 2011, 38 (11), pp.14301-14306. ⟨10.1016/j.eswa.2011.05.092⟩
- Publication Year :
- 2011
- Publisher :
- HAL CCSD, 2011.
-
Abstract
- International audience; In this study, we propose to evaluate the potential of Raman spectroscopy (RS) to assess renal tumours at surgery. Different classes of Raman renal spectra acquired during a clinical protocol are discriminated using support vector machines classifiers. The influence on the classification scores of various preprocessing steps generally involved in RS are also investigated and evaluated in the particular context of renal tumour characterization. Encouraging results show the interest of RS to evaluate kidney cancer and suggest the potential of this technique as a surgical assistance during partial nephrectomy.
- Subjects :
- medicine.medical_specialty
medicine.medical_treatment
SVM
030232 urology & nephrology
Context (language use)
[SDV.CAN]Life Sciences [q-bio]/Cancer
Wavelets
Renal tumour
[SDV.MHEP.UN]Life Sciences [q-bio]/Human health and pathology/Urology and Nephrology
03 medical and health sciences
symbols.namesake
0302 clinical medicine
[SDV.CAN] Life Sciences [q-bio]/Cancer
Artificial Intelligence
medicine
Surgical assistance
[SDV.IB] Life Sciences [q-bio]/Bioengineering
business.industry
General Engineering
Kidney cancer
medicine.disease
Classification
[SDV.MHEP.UN] Life Sciences [q-bio]/Human health and pathology/Urology and Nephrology
Nephrectomy
Computer Science Applications
030220 oncology & carcinogenesis
Raman spectroscopy
symbols
[SDV.IB]Life Sciences [q-bio]/Bioengineering
Radiology
business
Subjects
Details
- Language :
- English
- ISSN :
- 09574174
- Database :
- OpenAIRE
- Journal :
- Expert Systems with Applications, Expert Systems with Applications, Elsevier, 2011, 38 (11), pp.14301-14306. ⟨10.1016/j.eswa.2011.05.092⟩, Expert Systems with Applications, 2011, 38 (11), pp.14301-14306. ⟨10.1016/j.eswa.2011.05.092⟩
- Accession number :
- edsair.doi.dedup.....a44248cc519585e623da9b93756faaca