Mr Marco Canducci

Mr Marco Canducci

School of Computer Science
Research Student

Contact details

School of Computer Science
University of Birmingham
B15 2TT


  • MSc in Astronomy and Astrophysics at University of Bologna (IT)


  • Mathematical Foundations for Computer Science, Teaching assistant (Autumn 2019)

Doctoral research

PhD title
Multi-Manifold learning in comparison of astronomical observations and numerical simulations
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,
  • 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,

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