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AIPS
2003
13 years 11 months ago
Synthesis of Hierarchical Finite-State Controllers for POMDPs
We develop a hierarchical approach to planning for partially observable Markov decision processes (POMDPs) in which a policy is represented as a hierarchical finite-state control...
Eric A. Hansen, Rong Zhou
FLAIRS
2001
13 years 11 months ago
Practical Modeling of Bayesian Decision Problems -- Exploiting Deterministic Relations
Thewidespreaduse of influence diagramsto represent andsolve Bayesiandecision problemsis still limited by the inflexibility andrather restrictive semanticsof influence diagrams. In...
Anders L. Madsen, Kristian G. Olesen, Søren...
EUSFLAT
2003
115views Fuzzy Logic» more  EUSFLAT 2003»
13 years 11 months ago
A hierarchical fuzzy rule-based learning system based on an information theoretic
This paper proposes a new novel method for the online construction of a Hierarchical Fuzzy Rule Based System (FRBS) to accurately model a function while retaining a level of human...
Antony Waldock, Brian Carse, Chris Melhuish
ANLP
1997
103views more  ANLP 1997»
13 years 11 months ago
Automatic Extraction of Subcategorization from Corpora
We describe a novel technique and implemented system for constructing a subcategorization dictionary from textual corpora. Each dictionary entry encodes the relative frequency of ...
Ted Briscoe, John Carroll
NIPS
2000
13 years 11 months ago
Sparse Representation for Gaussian Process Models
We develop an approach for a sparse representation for Gaussian Process (GP) models in order to overcome the limitations of GPs caused by large data sets. The method is based on a...
Lehel Csató, Manfred Opper