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» Equivalences on Observable Processes
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ICWS
2009
IEEE
14 years 5 months ago
Equivalence of Web Services in Process-Aware Service Compositions
Deciding on web service equivalence in process-aware service compositions is a crucial challenge throughout the composition life cycle. Restricting such decisions to (activity) la...
Stefanie Rinderle-Ma, Manfred Reichert, Martin Jur...
ICMLA
2008
13 years 10 months ago
Prediction-Directed Compression of POMDPs
High dimensionality of belief space in Partially Observable Markov Decision Processes (POMDPs) is one of the major causes that severely restricts the applicability of this model. ...
Abdeslam Boularias, Masoumeh T. Izadi, Brahim Chai...
AIPS
2003
13 years 10 months ago
Expressive Equivalence of Formalisms for Planning with Sensing
There have been several proposals for expressing planning problems with different forms of uncertainty, including nondeterminism and partial observability. In this paper we invest...
Jussi Rintanen
DSMML
2004
Springer
14 years 2 months ago
Understanding Gaussian Process Regression Using the Equivalent Kernel
The equivalent kernel [1] is a way of understanding how Gaussian process regression works for large sample sizes based on a continuum limit. In this paper we show how to approximat...
Peter Sollich, Christopher K. I. Williams
NIPS
2004
13 years 10 months ago
Using the Equivalent Kernel to Understand Gaussian Process Regression
The equivalent kernel [1] is a way of understanding how Gaussian process regression works for large sample sizes based on a continuum limit. In this paper we show (1) how to appro...
Peter Sollich, Christopher K. I. Williams