Sciweavers

17543 search results - page 109 / 3509
» Stochastic Optimization Algorithms
Sort
View
JMLR
2010
161views more  JMLR 2010»
15 years 1 months ago
Dual Averaging Methods for Regularized Stochastic Learning and Online Optimization
We consider regularized stochastic learning and online optimization problems, where the objective function is the sum of two convex terms: one is the loss function of the learning...
Lin Xiao
SIAMCO
2010
107views more  SIAMCO 2010»
15 years 1 months ago
Optimal Control under Stochastic Target Constraints
We study a class of Markovian optimal stochastic control problems in which the controlled process Z is constrained to satisfy an a.s. constraint Z (T) G Rd+1 P - a.s. at some fi...
Bruno Bouchard, Romuald Elie, Cyril Imbert
CDC
2010
IEEE
103views Control Systems» more  CDC 2010»
15 years 1 months ago
Structural characterization of optimal event-based controllers for linear stochastic systems
Abstract-- Recent results in networked control systems indicate substantial benefits of event-based control compared to conventional designs. This paper identifies structural prope...
Adam Molin, Sandra Hirche
CDC
2008
IEEE
120views Control Systems» more  CDC 2008»
16 years 24 days ago
Navigation-based optimization of stochastic strategies for allocating a robot swarm among multiple sites
— We present a decentralized, communication-less approach to the dynamic allocation of a swarm of homogeneous robots to a target distribution among multiple sites. Building on ou...
Spring Berman, Ádám M. Halász...
CDC
2009
IEEE
139views Control Systems» more  CDC 2009»
15 years 9 months ago
Optimal filtering for uncertain linear stochastic systems
— This paper presents the optimal joint filtering and parameter identification problem for uncertain linear stochastic systems with unknown parameters in both state and observa...
Michael V. Basin, Alexander G. Loukianov, Miguel H...