Dr. Andrea Visentin Profile

Dr. Andrea Visentin

at Univ College Cork

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Publications (3)

Proceedings Article | 18 June 2024 Presentation + Paper

A comprehensive pipeline to integrate preprocessing and machine learning techniques for accurate classification in Raman spectroscopy

Simone Innocente, Siddra Maryam, Stefan Andersson-Engels, Katarzyna Komolibus, Rekha Gautam, Andrea Visentin

Proceedings Volume 13011, 1301107 (2024) https://doi.org/10.1117/12.3017024

KEYWORDS: Raman spectroscopy, Data modeling, Cross validation, Machine learning, Ovarian cancer

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Proceedings Article | 18 June 2024 Presentation + Paper

Explainable machine learning for the multiclass classification of diffuse reflectance spectroscopy signals in orthopaedic applications

Nicola Rossberg, Celina Li, Stefan Andersson-Engels, Barry O'Sullivan, Katarzyna Komolibus, Andrea Visentin

Proceedings Volume 13011, 130110B (2024) https://doi.org/10.1117/12.3017001

KEYWORDS: Tissues, Machine learning, Transformers, Visualization, Reflectivity, Diffuse reflectance spectroscopy, Random forests, Diffuse optical spectroscopy, Artificial intelligence, Convolutional neural networks, Orthopedic imaging

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SPIE Journal Paper | 5 September 2023 Open Access

Frameworks of wavelength selection in diffuse reflectance spectroscopy for tissue differentiation in orthopedic surgery

Celina Li, Carl Fisher, Katarzyna Komolibus, Konstantin Grygoryev, Huihui Lu, Ray Burke, Andrea Visentin, Stefan Andersson-Engels

JBO, Vol. 28, Issue 12, 121207, (September 2023) https://doi.org/10.1117/12.10.1117/1.JBO.28.12.121207

KEYWORDS: Bone, Tissues, Principal component analysis, Cements, Diffuse reflectance spectroscopy, Surgery, Data modeling, Education and training, Feature selection, Absorption

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