Research output per year
Research output per year
Personal profile
Biography
Michele is a Lecturer (Assistant Professor) in Machine Learning and Artificial Intelligence at The University of Manchester. He obtained his PhD in Statistics from Duke University, and worked as a postdoctoral researcher in the Department of Computer and Information Science of the University of Pennsylvania. His general interest is probabilistic machine learning, and in particular the use of imprecise probabilistic techniques to investigate the theory and methodology of uncertainty quantification in Machine Learning and Artificial Intelligence. Recently, he won the IJAR Young Researcher and the IMS New Researcher Awards, and he was elected member of the London Mathematical Society.
Education/Academic qualification
Doctor of Philosophy, Advances in Choquet Theories, Duke University
Award Date: 8 May 2022
Areas of expertise
- QA75 Electronic computers. Computer science
- Imprecise Probabilistic Machine Learning
- Uncertainty Quantification
- Applied Probability
Fingerprint
Dive into the research topics where Michele Caprio is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
- 1 Similar Profiles
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
-
Credal Bayesian Deep Learning
Caprio, M., Dutta, S., Jang, K. J., Lin, V., Ivanov, R., Sokolsky, O. & Lee, I., Oct 2024, In: Transactions on Machine Learning Research .Research output: Contribution to journal › Article › peer-review
Open AccessFile15 Downloads (Pure) -
Credal Learning Theory
Caprio, M., Sultana, M., Elia, E. G. & Cuzzolin, F., Oct 2024, p. 1-31. 31 p.Research output: Contribution to conference › Paper › peer-review
File27 Downloads (Pure) -
DC4L: Distribution Shift Recovery via Data-Driven Control for Deep Learning Models
Lin, V., Jang, K. J., Dutta, S., Caprio, M., Sokolsky, O. & Lee, I., 15 Jul 2024, Proceedings of Machine Learning Research: 6th Annual Learning for Dynamics & Control Conference, 15-17 July 2024, University of Oxford, Oxford, UK. Vol. 242. p. 1526-1538Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review
Open AccessFile32 Downloads (Pure) -
Second-Order Uncertainty Quantification: A Distance-Based Approach
Sale, Y., Bengs, V., Caprio, M. & Hüllermeier, E., 1 Jul 2024, (Accepted/In press) Proceedings of machine Learning Research, ICML 2024.Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review
153 Downloads (Pure) -
A Novel Bayes' Theorem for Upper Probabilities
Caprio, M., Sale, Y., Hüllermeier, E. & Lee, I., 2023, Proceedings of Machine Learning Research, Epi-UAI 2023.Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review
File32 Downloads (Pure)
Projects
- 1 Active
-
MCAIF: Centre for AI Fundamentals
Kaski, S. (PI), Alvarez, M. (Researcher), Pan, W. (Researcher), Mu, T. (Researcher), Rivasplata, O. (PI), Sun, M. (PI), Mukherjee, A. (PI), Caprio, M. (PI), Sonee, A. (Researcher), Leroy, A. (Researcher), Wang, J. (Researcher), Lee, J. (Researcher), Parakkal Unni, M. (Researcher), Sloman, S. (Researcher), Menary, S. (Researcher), Quilter, T. (Researcher), Hosseinzadeh, A. (PGR student), Mousa, A. (PGR student), Glover, E. (PGR student), Das, A. (PGR student), DURSUN, F. (PGR student), Zhu, H. (PGR student), Abdi, H. (PGR student), Dandago, K. (PGR student), Piriyajitakonkij, M. (PGR student), Rachman, R. (PGR student), Shi, X. (PGR student), Keany, T. (PGR student), Liu, X. (PGR student), Jiang, Y. (PGR student), Wan, Z. (PGR student), Harrison, M. (Support team), Machado, M. (Support team), Hartford, J. (PI), Kangin, D. (Researcher), Harikumar, H. (PI), Dubey, M. (PI), Parakkal Unni, M. (PI), Dash, S. P. (PGR student), Mi, X. (PGR student) & Barlas, Y. (PGR student)
1/10/21 → 30/09/26
Project: Research
Prizes
-
Aleane Webb Dissertation Research Fellowship
Caprio, M. (Recipient), 2021
Prize: Prize (including medals and awards)
-
-
-
IMS New Researchers Travel Award
Caprio, M. (Recipient), 2023
Prize: Prize (including medals and awards)