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JMLR
2010
125views more  JMLR 2010»
14 years 10 months ago
Stochastic Complexity and Generalization Error of a Restricted Boltzmann Machine in Bayesian Estimation
In this paper, we consider the asymptotic form of the generalization error for the restricted Boltzmann machine in Bayesian estimation. It has been shown that obtaining the maximu...
Miki Aoyagi
FORMATS
2009
Springer
15 years 9 months ago
Analyzing Real-Time Event-Driven Programs
Embedded real-time systems are typically programmed in low-level languages which provide support for event-driven task processing and real-time interrupts. We show that the model c...
Pierre Ganty, Rupak Majumdar
BMCBI
2008
93views more  BMCBI 2008»
15 years 3 months ago
Hybrid MM/SVM structural sensors for stochastic sequential data
In this paper we present preliminary results stemming from a novel application of Markov Models and Support Vector Machines to splice site classification of Intron-Exon and Exon-I...
Brian Roux, Stephen Winters-Hilt
142
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ATAL
2010
Springer
15 years 4 months ago
Distributed BDD-based BMC for the verification of multi-agent systems
We present a method of distributed model checking of multiagent systems specified by a branching-time temporal-epistemic logic. We introduce a serial algorithm, central to the dis...
Andrew V. Jones, Alessio Lomuscio
WSC
2007
15 years 5 months ago
Monte Carlo methods in the physical sciences
I will review the role that Monte Carlo methods play in the physical sciences. They are very widely used for a number of reasons: they permit the rapid and faithful transformation...
Malvin H. Kalos