emma brunskill
I am a computer science graduate student at MIT working with Professor Nicholas Roy. My current work focuses on decision making under uncertainty. Outside of AI, I am interested in using information communication technologies for international development. Last fall (2007) Bill Thies and I co-ran a reading group on this topic: click here to see the website and sign up for our mailing list for periodic postings related to this topic. I am also currently helping develop data visualization software for tracking medication adherence as part of Innovators in Health's work.
Artificial Intelligence Refereed Publications
- CORL: A Continuous-state Offset-dynamics Reinforcement Learner
E.Brunskill, B.Leffler, L.Li, M.Littman and N.Roy.
Uncertainty in Artificial Intelligence 2008 oral presentation.
Tech report with proofs available here.
- Continuous-state POMDPs with hybrid dynamics.
E.Brunskill, L.Kaelbling, T.Lozano-Perez, and N.Roy.
AAAI 2008 Workshop on Advancements in POMDP Solvers
- A supervised learning approach for collision detection in legged locomotion.
F.Doshi, E.Brunskill, A.Shkolnik, T.Kollar, K.Rohanimanesh, R.Tedrake, and N.Roy
International Conference on Intelligent Robots and Systems (IROS) 2007
- Topological mapping using spectral clustering and classification.
E.Brunskill, T.Kollar and N.Roy
International Conference on Intelligent Robots and Systems (IROS) 2007
- Continuous state POMDPs for object manipulation tasks.
E.Brunskill
Association for the Advancement of Artificial Intelligence (AAAI) 2007 Doctoral Consortium
- Adaptive state space construction with reinforcement learning for robots.
E.Brunskill, E.Uchibe, and K.Doya
poster International Conference on Robotics and Automation (ICRA) 2006
- SLAM using incremental probabilistic PCA and dimensionality reduction.
E.Brunskill and N.Roy.
International Conference on Robotics and Automation (ICRA) 2005
Other Refereed Work
- Perceptual switch rates with ambiguous structure-from-motion figures in bipolar disorder.
K.Krug, E.Brunskill, A.Scarna, G.Goodwin and A.Parker.
Proceedings of the Royal Society B 2008.
- Lessons from prototyping a microfinance distance learning tool.
E.Brunskill and T.Parikh
CHI workshop on User Centered Design for International Development 2007
- Building peer-to-peer systems with Chord, a distributed lookup service.
F.Dabek, E.Brunskill, F.Kaashoek, D.Karger, R.Morris, I.Stoica, and H.Balakrishnan.
in Proceedings of the 8th Workshop on Hot Topics in Operating Systems (HotOS-VIII) 2001
Other Publications
- LittleDog learning locomotion project
CSAIL research abstract 2006
- Impact of Bipolar Disorder on Ambiguous Structure-from-Motion Percepts
E.Brunskill, et al.
Society for Neuroscience Abstract (SFN) 2003
Fall 2006-Spring 2007 I co-organized Machine Learning tea.
Summer 2005 I spent in Okinawa, Japan working with Dr.Kenji Doya at OIST.
Fall 2005 I was a teaching assistant for Techniques in AI.
My e-mail address is my first name at csail dot mit dot edu