Ioan Stanculescu

I'm a PhD student in the Institute for Adaptive and Neural Computation (ANC) within the School of Informatics at the University of Edinburgh. My supervisor is Chris Williams.

Research Interests

I am interested in probabilistic models for understanding time series data. In our project we work on inferring hidden clinical factors from monitoring traces of premature babies in the neonatal intensive care unit.

Keywords: Switching state-space models, Kalman filters, ARMA models, Assumed Density Filtering, (Rao-Blackwellized) Particle Filtering

Teaching

Probabilistic Modelling and Reasoning, Fall 2011, Teaching Assistant and Tutor
Introductory Applied Machine Learning, Fall 2010, Tutor

Publications

Automating the Calibration of a Neonatal Condition Monitoring System, Christopher K. I. Williams and Ioan Stanculescu, Proc AIME 2011, eds M. Peleg, N. Lavrač, and C. Combi, LNAI 6747, pp. 240--249. Springer (2011)

Contact

Room 2.38
Informatics Forum
University of Edinburgh
10 Crichton Street
Edinburgh
United Kingdom
EH8 9AB

Email: I.A.Stanculescu@sms.ed.ac.uk