Paraconsistent analysis network applied in the treatment of Raman spectroscopy data to support medical diagnosis of skin cancer.
Paraconsistent logic (PL) is a type of non-classical logic that accepts contradiction as a fundamental concept and has produced valuable results in the analysis of uncertainties. In this work, algorithms based on a type of PL-paraconsistent annotated logic of two values (PAL2v)-are interconnected in...
| Publicado en: | Medical & Biological Engineering & Computing Vol. 54; no. 10; pp. 1453 - 1468 |
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| Autores principales: | , , , , , , , , , , , , , , |
| Formato: | review Journal Article |
| Publicado: |
Springer Nature
Oct2016
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| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=ccm&AN=118173075&site=ehost-live header: @attributes: shortDbName: ccm uiTerm: 118173075 longDbName: CINAHL Complete uiTag: AN controlInfo: bkinfo: dissinfo: jinfo: jid: 01400118 PO0 jtl: Medical & Biological Engineering & Computing issn: 01400118 maglogo: N pubinfo: dt: Oct2016 vid: 54 iid: 10 pid: 237 pub: Springer Nature place: New York, New York artinfo: ui: 118173075 118173075 NLM27021066 118173075 10.1007/s11517-016-1471-3 NLM27021066 118173075 ppf: 1453 ppct: 15 formats: fmt: @attributes: type: P tig: atl: Paraconsistent analysis network applied in the treatment of Raman spectroscopy data to support medical diagnosis of skin cancer. aug: au: Silva Filho, João Nunes, Célio Garcia, Dorotéa Mario, Mauricio Giordano, Fábio Abe, Jair Pacheco, Marcos Silveira, Landulfo Da Silva Filho, João Inácio Vander Nunes, Célio Garcia, Dorotéa Vilanova Mario, Mauricio Conceição Giordano, Fábio Abe, Jair Minoro Pacheco, Marcos Tadeu Tavares Silveira, Landulfo Jr affil: Laboratory of Applied Paraconsistent Logic , Santa Cecília University-UNISANTA , Oswaldo Cruz Street, 288 Santos 11045-000 Brazil sug: subj: Melanoma Diagnosis Skin Neoplasms Diagnosis Carcinoma, Basal Cell Diagnosis Spectrum Analysis, Raman Methods Scales ab: Paraconsistent logic (PL) is a type of non-classical logic that accepts contradiction as a fundamental concept and has produced valuable results in the analysis of uncertainties. In this work, algorithms based on a type of PL-paraconsistent annotated logic of two values (PAL2v)-are interconnected into a network of paraconsistent analysis (PANnet). PANnet was applied to a dataset comprising 146 Raman spectra of skin tissue biopsy fragments of which 30 spectra were determined to represent normal skin tissue (N), 96 were determined to represent tissue with basal cell carcinoma, and 19 were determined to be tissue with melanoma (MEL). In this database, paraconsistent analysis was able to correctly discriminate 136 out of a total of 145 fragments, obtaining a 93.793 % correct diagnostic accuracy. The application of PAL2v in the analysis of Raman spectroscopy signals produces better discrimination of cells than conventional statistical processes and presents a good graphical overview through its associated lattice structure. The technique of PAL2v-based data processing can be fundamental in the development of a computational tool dedicated to support the diagnosis of skin cancer using Raman spectroscopy. pubtype: Academic Journal doctype: review Journal Article ougenre: Article language: English refInfo: holdings: @attributes: islocal: N |
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