Mr Marco Canducci

Contact details

Address: School of Computer Science
University of Birmingham
Edgbaston
Birmingham
B15 2TT

PhD title: Multi-Manifold learning in comparison of astronomical observations and numerical simulations
Supervisor: Professor Peter Tino

Multi-manifold learning in complex, noisy data sets and its application to astronomical cases.
Dimensionality reduction with missing values and classification on bio-medical data sets of metabolome mass-spectra, for identification of relevant features in early diagnosis of degenerative disease.

M. Canducci, P. Tiño, M. Mastropietro, "Probabilistic modelling of general noisy multi-manifold data sets", Artificial Intelligence, Volume 302, 2022, 103579, ISSN 0004-3702, https://doi.org/10.1016/j.artint.2021.103579.
Abolfazl Taghribi, Marco Canducci, Michele Mastropietro, Sven De Rijcke, Kerstin Bunte, Peter Tiňo, "ASAP – A sub-sampling approach for preserving topological structures modeled with geodesic topographic mapping", Neurocomputing, 2021, ISSN 0925-2312, https://doi.org/10.1016/j.neucom.2021.05.108.