Search Results - "Moriconi, Riccardo"
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High-dimensional Bayesian optimization using low-dimensional feature spaces
Published in Machine learning (01-09-2020)“…Bayesian optimization (BO) is a powerful approach for seeking the global optimum of expensive black-box functions and has proven successful for fine tuning…”
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Journal Article -
2
Bianchi I model as a prototype for a cyclical Universe
Published in Physics letters. B (10-02-2018)“…We analyze the dynamics of the Bianchi I model in the presence of stiff matter, an ultrarelativistic component and a small negative cosmological constant. We…”
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High-dimensional Bayesian optimization with projections using quantile Gaussian processes
Published in Optimization letters (01-02-2020)“…Key challenges of Bayesian optimization in high dimensions are both learning the response surface and optimizing an acquisition function. The acquisition…”
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Safe learning of regions of attraction for uncertain, nonlinear systems with Gaussian processes
Published in 2016 IEEE 55th Conference on Decision and Control (CDC) (01-12-2016)“…Control theory can provide useful insights into the properties of controlled, dynamic systems. One important property of nonlinear systems is the region of…”
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Conference Proceeding -
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Behavior of the Universe anisotropy in a big-bounce cosmology
Published 14-06-2017“…We investigate the classical and quantum behavior of a Bianchi I model in the presence of a stiff matter contribution when the Vilenkin interpretation of the…”
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Journal Article -
6
WKB Approximation for the Polymer Quantization of the Taub Model
Published 22-03-2019“…We develop a suitable technical algorithm to implement a separation of the Minisuperspace configurational variables into quasi-classical and purely quantum…”
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Journal Article -
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Bianchi I model as a prototype for a cyclical Universe
Published 15-05-2018“…Published in Physics Letters B Volume 777, 10 February 2018, Pages 191-200 We analyze the dynamics of the Bianchi I model in the presence of stiff matter, an…”
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Journal Article -
8
High-dimensional Bayesian optimization using low-dimensional feature spaces
Published 27-02-2019“…Bayesian optimization (BO) is a powerful approach for seeking the global optimum of expensive black-box functions and has proven successful for fine tuning…”
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Journal Article -
9
Big-bounce cosmology from quantum gravity: The case of a cyclical Bianchi I universe
Published 01-09-2016“…Phys. Rev. D 94, 023519, 2016 We analyse the classical and quantum dynamics of a Bianchi I model in the presence of a small negative cosmological constant…”
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Journal Article -
10
The reparameterization trick for acquisition functions
Published 01-12-2017“…Bayesian optimization is a sample-efficient approach to solving global optimization problems. Along with a surrogate model, this approach relies on…”
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Journal Article -
11
Semiclassical and quantum behavior of the mixmaster model in the polymer approach
Published in Physical review. D, Particles, fields, gravitation, and cosmology (11-11-2013)“…We analyze the quantum dynamics of the Bianchi Type IX model, as described in the so-called polymer representation of quantum mechanics, to characterize the…”
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Journal Article -
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Safe Learning of Regions of Attraction for Uncertain, Nonlinear Systems with Gaussian Processes
Published 16-08-2017“…Proc. of the IEEE Conference on Decision and Control (CDC), 2016, pp. 4661-4666 Control theory can provide useful insights into the properties of controlled,…”
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Journal Article -
13
Chaos Removal in the $R+qR^2$ gravity: the Mixmaster model
Published 03-11-2014“…We study the asymptotic dynamics of the Mixmaster Universe, near the cosmological singularity, considering $f(R)$ gravity up to a quadratic corrections in the…”
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Journal Article -
14
Chaos removal in R + q R 2 gravity: The mixmaster model
Published in Physical review. D, Particles, fields, gravitation, and cosmology (01-11-2014)Get full text
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Semiclassical and quantum behavior of the Mixmaster model in the polymer approach
Published 23-11-2013“…Physical Review D 88, 103511 (2013) We analyze the quantum dynamics of the Bianchi Type IX model, as described in the so-called polymer representation of…”
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Journal Article