Professor of Computer Science
Department of Computer Science
5329 Sennott Square
University of Pittsburgh
Pittsburgh, PA 15260
- Ke's, Mingda's and Tianyi's CS 3750 project turned paper on LSTM methods for ICU mortality prediction has been accepted to PSB 2020.
- Our paper on multi-task hierarchical prediction models accepted to BIBM 2019.
- Our paper on Nonparametric regressive point processes accepted to NeurIPs 2019.
- Our paper on neural clinical event prediction models (J. Lee, M. Hauskrecht) won the best paper award at AIME 2019.
MS in Computer Science, Department of Computer Science, Slovak Technical University, Bratislava, Slovakia, May 1988.
PhD in Computer Science, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, August 1997.
The main areas of my research interest are: machine learning and data mining; time series modeling and analysis; and, planning and optimization in the presence of uncertainty. The majority of my research work is driven by biomedical informatics problems. More specifically, my current work focuses on the development of modern machine learning technologies for analysis of high dimensional time-series data in electronic health record (EHR), and their application to real-time adverse event detection, and real-time clinical monitoring and alerting.
Current research funding:
- NIH/NIGMS R01GM088224. R01 Real-time detection of deviations in clinical care in ICU data streams (Principal Investigator)
- NIH/NLM R01LM011966. Improving Clinical Decision Support Reliability Using Anomaly Detection Methods (PI: Adam Wright, Partners Healthcare, Milos serves as a UPitt PI)
- NIH/NLM. Learning Electronic Medical Record. (PI: Shyam Visweswaran, Milos is a co-investigator)
Teaching Spring 2019:
Current PhD students
Former PhD students:
- Branislav Kveton,
PhD Fall 2006 ( thesis link),
senior research scientist, Google Research, CA
- Tomas Singliar,
PhD Fall 2008 ( thesis link),
senior data scientist, Microsoft Research, WA
- Richard Pelikan,
PhD Spring 2011 (
thesis link), Bioinformatics Scientist, Oklahoma Medical Research Foundation
- Michal Valko,
PhD Summer 2011 (
thesis link), research scientist, INRIA France
- Iyad Batal,
PhD October 2012 (
thesis link), software engineer, Microsoft, CA.
- Saeed Amizadeh, PhD Fall 2013, research scientist, Microsoft Research, WA.
- Quang Nguyen , PhD Spring 2014, ( thesis link) senior data scientist, Intuit Inc
- Eric Heim , PhD Fall 2015, ( thesis link), research scientist, USAF Rome Lab
- Zitao Liu , PhD Summer 2016, ( thesis link), research scientist, Pinterest
- CharmGil Hong, PhD Fall 2017, ( thesis link), faculty, Handong University, South Korea
- Lei Wu, 2011-2012, currently Director of Data Science, Ultimate Software Inc
- Hamed Valizadegan, 2010-2013, currently at
NASA Research, CA
- Iyad Batal, 2012-2013, currently at Microsoft, CA
- CharmGil Hong , 2017-2018, currently at Handong University
Past courses taught:
- Yanbing Xue, MS, Fall 2014
- David Krebs, MS, Fall 2011
- Eric Heim, MS, Fall 2010
- Adi Nemlekar, MSc, Summer 2007
- Jose Nunez-Varela, MSc, Spring 2006
- Aaron Cois, MSc, Spring 2006
- Xinghua Lu, MSc, 2004
- Elizabeth Clause, MSc
- Gregory Nilsen, MSc
- CS 1571
Introduction to Artificial Intelligence (Fall 2013, 2012, 2010, 2007, 2006, 2003, 2002, 2001)
- CS 1675
Introduction to Machine Learning - Spring 2019
(past CS 1675 courses taught in
Fall 2018 )
- CS 441 Discrete mathematics for Computer
Science ( Spring 2006, Spring 2005, Fall 2004)
- CS 2710 Foundations of Artificial
Intelligence (Fall 2005, Fall 2004)
- CS 3710 Probabilistic Graphical Models
(Advanced Topics in AI) (Fall 2005)
Machine Learning - Spring 2019 (past CS 2750 courses taught in
Spring 2010 ,
Spring 2007 ,
Spring 2004 , Spring 2003)
- CS 3750 Advanced Topics in Machine Learning- Fall 2018
(past CS 3750 courses taught in Fall 2014, Fall 2011, Fall 2007)
- CS 2740 Knowledge Representation
(Fall 2008, Spring 2007)
CS 2001 Research topics in Computer
Science. Module: Bayesian belief
networks (Fall 2002, Fall 2001)
Last updated by milos on 09/15/16.