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Papers by Douglas Aberdeen

Refereed Journal and Conference papers

  • Iain Little, Douglas Aberdeen, and Sylvie Thiebaux (2005) Prottle: A Probabilistic Temporal Planner Proceedings of the American Association for Artificial Intelligence. July 9--13, Pittsburgh, PA. AAAI Press [ pdf ]
  • Olivier Buffet and Douglas Aberdeen (2005) Robust Planning with (L)RTDP Proceedings of the International Joint Conference on Artificial Intelligence. July 3--August 5. Morgan Kauffman [ ps.gz | pdf ]
  • Douglas Aberdeen (2004) Filtered Reinforcement Learning Proceedings of the 15th European Conference on Machine Learning, Pisa, Italy. Sept 20--24. Springer-Verlag. [ ps.gz | pdf ]
  • Douglas Aberdeen and Sylvie Thiebaux and Lin Zhang (2004) Decision-Theoretic Military Operations Planning International Conference on Automated Planning and Scheduling, Whistler, Canada. 3--7 June 2004. [ ps.gz | pdf ] [ software ]
  • Douglas Aberdeen and Jonathan Baxter (2002), Scaling Internal-State Policy-Gradient Methods for POMDPs. International Conference on Machine Learning. Sydney, Australia. 1--12 July 2002. [ ps.gz | pdf ]
  • Douglas Aberdeen and Jonathan Baxter (2001), Emmerald: A fast matrix-matrix multiply using Intel SIMD technology. Concurrency and Computation: Practice and Experience, 13:103--119, 2001. [ ps.gz | ]
  • Douglas Aberdeen, Jonathan Baxter, and R. Edwards (2000), 92 c /MFlop/s, Ultra-Large-Scale Neural-Network training on a PIII cluster. In Proceedings of Super Computing 2000, Dallas, TX., November 2000. SC2000 CDROM. [ | pdf ]
  • Douglas Aberdeen and Jonathan Baxter (2000), General matrix-matrix multiplication using SIMD features of the PIII. In A. Bode, T. Ludwig, and R. Wism"uller, editors, Euro-Par 2000: Parallel Processing. RSISE, Australian National University, Springer--Verlag, August 2000. [ ps.gz | ]

Reports and Surveys

  • Douglas Aberdeen and Jonathan Baxter. Internal-State Policy-Gradient Algorithms for Inifinte-Horizon POMDPs Technical report, Research School of Information Science and Engineering, Australian National University, July 2001. [ ps.gz | pdf ] Related movies: ( factory.mpg , heaven-hell.mpg ) ]
  • Douglas Aberdeen (2003), A (Revised) Survey of Approximate Methods for Solving Partially Observable Markov Decision Processe Technical report, National ICT Australia, Canberra, Austalia. [ ps.gz | pdf ]
  • Douglas Aberdeen (2001), A Survey of Discriminatory and Connectionist Speech Processing Technical report, Research School of Information Science and Engineering, Australian National University, Canberra, Austalia. [ ps.gz | pdf ]


  • Douglas Aberdeen, Ph.D Thesis, Policy-Gradient Algorithms for Partially Observable Markov Decision Processes, March 2003. [ ps.gz | pdf ]
  • Douglas Aberdeen and Allen Weeks (1998), The 4-th Umpire. Thesis submitted in partial fulfillment of requirements for Bachelor of Engineering, University of Melbourne. November 1998. [ ps.gz | pdf ]

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Feedback:Doug.Aberdeen AT anu.edu.au