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ICANN
2001
Springer
14 years 3 months ago
Fast Curvature Matrix-Vector Products
The method of conjugate gradients provides a very effective way to optimize large, deterministic systems by gradient descent. In its standard form, however, it is not amenable to ...
Nicol N. Schraudolph
BIRTHDAY
2009
Springer
13 years 8 months ago
Structural Operational Semantics for Weighted Transition Systems
Weighted transition systems are defined, parametrized by a commutative monoid of weights. These systems are further understood as coalgebras for functors of a specific form. A gene...
Bartek Klin
GECCO
2007
Springer
162views Optimization» more  GECCO 2007»
14 years 5 months ago
Learning noise
In this paper we propose a genetic programming approach to learning stochastic models with unsymmetrical noise distributions. Most learning algorithms try to learn from noisy data...
Michael D. Schmidt, Hod Lipson
TSMC
2010
13 years 5 months ago
A Novel Colored Fluid Stochastic Petri Net Simulation Model for Reliability Evaluation of Wind/PV/Diesel Small Isolated Power Sy
This paper introduces a new general methodology for the modeling and reliability evaluation of small isolated power systems, which include wind turbines, photovoltaics, and diesel ...
Yiannis A. Katsigiannis, Pavlos S. Georgilakis, Ge...
ICASSP
2011
IEEE
13 years 2 months ago
Message-passing for base-calling in sequencing-by-synthesis systems
Performance of DNA sequencing-by-synthesis systems is fundamentally limited by the stochastic nature of the underlying biochemical process. We develop a novel graphical representa...
Sang Hyun Lee, Manohar Shamaiah, Haris Vikalo