WorldCat Identities

Jaakkola, Tommi

Works: 5 works in 10 publications in 1 language and 17 library holdings
Genres: Conference papers and proceedings 
Roles: Author
Classifications: Q375,
Publication Timeline
Most widely held works by Tommi Jaakkola
Uncertainty in artificial intelligence : proceedings of the Twenty-First Conference (2005), July 26-29, 2005, Edinburgh, Scotland by Conference on Uncertainty in Artificial Intelligence( Book )

4 editions published in 2005 in English and held by 10 WorldCat member libraries worldwide

On the convergence of stochastic iterative dynamic programming algorithms by Tommi S Jaakkola( Book )

3 editions published in 1993 in English and held by 3 WorldCat member libraries worldwide

Recent developments in the area of reinforcement learning have yielded a number of new algorithms for the prediction and control of Markovian environments. These algorithms, including the TD(lambda) algorithm of Sutton (1988) and the Q-learning algorithm of Watkins (1989), can be motivated heuristically as approximations to dynamic programming (DP). In this paper we provide a rigorous proof of convergence of these DP-based learning algorithms by relating them to the powerful techniques of stochastic approximation theory via a new convergence theorem. The theorem establishes a general class of convergent algorithms to which both TD(lambda) and Q-learning belong
Steps to excellence : simple inference with refined scoring of dependency trees( )

1 edition published in 2014 in English and held by 1 WorldCat member library worldwide

Low-rank tensors for scoring dependency structures( )

1 edition published in 2014 in English and held by 1 WorldCat member library worldwide

A Comprehensive Approach to Fusion for Microsensor Networks: Distributed and Hierarchical Inference, Communication, and Adaption( )

1 edition published in 2000 in English and held by 0 WorldCat member libraries worldwide

This final report summarizes the research and activities under the ODDR & E MURI on Data Fusion in Large Arrays of Microsensors. The report reviews the intellectual themes and research concentration areas of this program provides a listing of all personnel involved in the program and the infrastructure and website created; summarizes highlights of the impact our work has already had; lists many of the awards and recognition we have received; describes interactions with and transitions to DoD activities as well as the infrastructure we have put in place (including the program website which will continue into the future); and briefly summarizes the major research accomplishments we have had. The report closes with a complete listing of the very substantial list of publications that have resulted from research supported by this project
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Audience level: 0.83 (from 0.76 for On the con ... to 1.00 for A Comprehe ...)

English (10)