STatistical AI Reading Group previous readings: Sept-Dec, 2000

Sep 15, 2000, 1:00pm, 6th floor seminar room
. Special seminar: We revisit "Policy Iteration for Factored MDPs", by D. Koller and R. Parr, courtesy of visiting stairmaster Daphne Koller. (postscript) Note special time and location.
Sep 18, 2000:
B. Anderson, A. W. Moore, and D. Cohn: "A Nonparametric Approach to Noisy and Costly Optimization," (ICML-2000). (postscript) Stairmaster: jab.
Sep 25, 2000:
G. Schohn and D. Cohn: "Less is More: Active Learning with Support Vector Machines," (ICML-2000). (postscript) Stairmaster: lpk.
Oct 2, 2000:
T. Joachims, "Transductive Inference for Text Classification using Support Vector Machines". (postscript) Stairmaster: polina.
Oct 9, 2000:
postponed due to holiday.  This STAIR has been rescheduled to:
Oct 11, 2000:
S. Singh and D. Cohn, "How to Dynamically Merge Markov Decision Processes."  Advances in Neural Information Processing Systems 10 (NIPS), 1998, pp 1057-1063. (postscript )  Stairmaster: terran.  Same time, same place.
Oct 16, 2000:
Shannon X. Ju, Michael J. Black, and Allan D. Jepson, "Estimating Image Motion in Layers: The `Skin and Bones' Model." (submitted to IJCV). ( Postscript, 38 pages ). Stairmaster: Mike.
Oct 23, 2000 (stairmaster: Christian):
Satinder Singh, Michael Kearns, and Yishay Mansour, "Nash Convergence of Gradient Dynamics in General-Sum Games." Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence (UAI 2000). ( Compressed PostScript).
Michael Kearns and Satinder Singh, "'Bias-Variance' Error Bounds for Temporal Difference Updates." Proceedings of the Thirteenth Annual Conference on Computational Learning Theory (COLT 2000). ( Compressed PostScript).
Oct 30, 2000 (stairmaster: Leonid):
Kearns, M., Mansour, Y., and Ng, A. Y., "Approximate planning in large POMDPs via reusable trajectories." NIPS 12, 2000. (Postscript).
Extended version of the above. (Postscript).
Nov 6, 2000:
Reprise of Oct 30, focusing on section 5 and the appendices to the long version of the paper.
Nov 13, 2000:
Special event: beta-test of James Kurien's Thesis Proposal (Abstract). SAME TIME, SPECIAL LOCATION: 6th floor playroom.
Nov 20, 2000:
Cancelled on account of holiday, business, and general mass-hysteria.
Nov 27, 2000 (stairmaster: Frank):
Dayan, P., "Feudal Q-Learning." The conference version (NIPS '93) is here, while a longer version is here (both compressed PostScript).
Dec 4, 2000 (stairmaster: Yu-Han):
Ron, D., Singer, Y., and Tishby, N. "The Power of Amnesia: Learning Probabilistic Automata with Variable Memory Length." Machine Learning, 25(2), Nov 1996. pp. 117-149. ( Compressed PostScript)
Dec 11, 2000 (stairmaster: Terran):
LAST STAIR OF THE SEMESTER. Special event: Terran presents his thesis research. The associated papers and such can be found here.