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AAAI
2006
13 years 9 months ago
Representing Systems with Hidden State
We discuss the problem of finding a good state representation in stochastic systems with observations. We develop a duality theory that generalizes existing work in predictive sta...
Christopher Hundt, Prakash Panangaden, Joelle Pine...
DELOS
2001
13 years 9 months ago
A Framework for Implicitly Tracking Data
The construction of personalised information systems is becoming more important as the quantity of information to be searched increases. The approach taken in this paper involves ...
Robert Villa, Matthew Chalmers
NIPS
2003
13 years 9 months ago
Policy Search by Dynamic Programming
We consider the policy search approach to reinforcement learning. We show that if a “baseline distribution” is given (indicating roughly how often we expect a good policy to v...
J. Andrew Bagnell, Sham Kakade, Andrew Y. Ng, Jeff...
ESANN
1998
13 years 9 months ago
A comparison between weighted radial basis functions and wavelet networks
In the present paper, Wavelet Networks, are proven to be, as well as many other neural paradigms, a speci c case of the generic paradigm named Weighted Radial Basis Functions Netw...
Mirko Sgarbi, Valentina Colla, Leonardo Maria Reyn...
CORR
2006
Springer
88views Education» more  CORR 2006»
13 years 8 months ago
The Power and Perils of MDL
Practical use of MDL is full of pitfalls in which the practitioners tend to fall head over heels. We analyse the power and the perils in the use of MDL. Generally, the classical a...
Pieter W. Adriaans, Paul M. B. Vitányi