Skip navigation
photo of Peter

Dr Peter SUNEHAG

Position:Research Fellow
Email:JavaScript must be enabled to display this email address.
Phone:57709
Building:RSISE (115)
Room:B224
Groups:CS, AI, NICTA
Staff category:Academic

Research interests:

I am working on theoretical foundations for machine learning, in particular for reinforcement learning. I have also recently worked on stochastic approximation theory and on body-worn sensor analysis in a project with NICTA and the Australian Institute of Sports. Below follows some of my peer-reviewed publications:

Principles of Solomonoff Induction and AIXI, P. Sunehag, M. Hutter Solomonoff memorial conference 2011 (to appear in LNAI)

(Non)Equivalence of Universal Priors, I. Wood.,P. Sunehag, M. Hutter Solomonoff Memorial 2011

Axioms for Rational Reinforcement Learning, P. Sunehag, M. Hutter ALT 2011

Loss functions for improved on-policy control, M. Robards, P. Sunehag, Proc. of EWRL 2011

Feature Reinforcement Learning in Practice, P. Nguyen, P. Sunehag, M. Hutter, Proc. of EWRL 2011

Sparse Kernel-SARSA(lambda) with an Eligibility Trace, M. Robards, P. Sunehag, S. Sanner, B. Marthi ECML 2011

Consistency of Feature Markov Processes P. Sunehag, M. Hutter ALT 2010

Wearable-sensor activity analysis using semi-Markov models with a grammar O. Thomas, P. Sunehag, G. Dror et al. Pervasive and Mobile Computing 6(3): 342-350, 2010

Semi-markov kmeans clustering and activity recognition from body-worn sensors M. Robards and P. Sunehag ICDM 2009

Variable Metrics Stochastic Approximation Theory P. Sunehag J. Trumpf, S.V.N. Vishwanathan and N. Scraudolph AISTATS 2009

Real method of interpolation on subcouples of codimension one (with S. Astashkin) Studia Math. 185 (2008), 151-168

Using two-stage word frequency models ... P. Sunehag AISTATS 2007

Induced Graph Semantics: Another ... Hammersley-Clifford Thm T. Sears and P. Sunehag MaxEnt 2007

The real interpolation method on couples of intersections (with S. Astashkin) Functional Analysis and Its Applications 40 (2006) 218-221

... Interpolation of operators that almost agree P. Sunehag Journal of Approx. Th. 130 (2004) 78-98

Interpolation Of Banach Algebras And Tensor Products Of Banach Couples (with S. Kaijser) Journal of Mathematical Analysis and Applications 278 (2003) 367-375

Interpolation of Banach algebras and the unit problem. (with S. Kaijser) In: Function Spaces, Interpolation Theory and Related Topics, de Gruyter, Berlin (2002) 345-354.

Bio:

I did my Ph.D. in theoretical mathematics at Uppsala University in Sweden. The topic of the thesis was interpolation of Banach spaces and Banach Algebras. I then worked at NICTA in Canberra Australia as a machine learning researcher. I worked with Document Analysis, Optimization and activity recognition from body-worn sensor. I joined the ANU as a research fellow in July 2009.

Research opportunities with Dr Peter SUNEHAG

Responsible Officer:  JavaScript must be enabled to display this email address. / Page Contact:  JavaScript must be enabled to display this email address.