Results 21 to 30 of about 844,595 (275)

Fredholm representation of multiparameter Gaussian processes with applications to equivalence in law and series expansions

open access: yesModern Stochastics: Theory and Applications, 2015
We show that every multiparameter Gaussian process with integrable variance function admits a Wiener integral representation of Fredholm type with respect to the Brownian sheet.
Tommi Sottinen, Lauri Viitasaari
doaj   +1 more source

A Discriminative Multi-Output Gaussian Processes Scheme for Brain Electrical Activity Analysis

open access: yesApplied Sciences, 2020
The study of brain electrical activity (BEA) from different cognitive conditions has attracted a lot of interest in the last decade due to the high number of possible applications that could be generated from it.
Cristian Torres-Valencia   +4 more
doaj   +1 more source

Gaussian processes for computer experiments

open access: yesESAIM: Proceedings and Surveys, 2017
This paper collects the contributions which were presented during the session devoted to Gaussian processes at the Journées MAS 2016. First, an introduction to Gaussian processes is provided, and some current research questions are discussed.
Bachoc François   +3 more
doaj   +1 more source

On the Degeneracy between 8 Tension and Its Gaussian Process Forecasting

open access: yesUniverse, 2022
In this Article, we reconstruct the growth and evolution of the cosmic structure of the Universe using Markov chain Monte Carlo algorithms for Gaussian processes.
Mauricio Reyes, Celia Escamilla-Rivera
doaj   +1 more source

Infinite Mixtures of Multivariate Gaussian Processes [PDF]

open access: yes, 2013
This paper presents a new model called infinite mixtures of multivariate Gaussian processes, which can be used to learn vector-valued functions and applied to multitask learning.
Sun, Shiliang
core   +1 more source

Continuity of Gaussian Processes [PDF]

open access: yesThe Annals of Probability, 1986
The author first gives a generalization of \textit{M. B. Marcus} and \textit{L. A. Shepp}'s [Proc. Sixth Berkeley Sympos. math. Statist. Probab., Univ. Calif. 1970, 2, 423-441 (1972; Zbl 0379.60040)] theorem on the equivalence between sample continuity of a Gaussian process defined on a compact subset of a metric space, and a.s.
openaire   +3 more sources

Large Deviation Principle for Enhanced Gaussian Processes [PDF]

open access: yes, 2006
We study large deviation principles for Gaussian processes lifted to the free nilpotent group of step N. We apply this to a large class of Gaussian processes lifted to geometric rough paths.
Friz, Peter, Victoir, Nicolas
core   +3 more sources

Gaussian processes in ball bearing prognostics

open access: yesDyna, 2017
In this work, vibration analysis and Gaussian Processes techniques are used in useful life prognostics of ball bearings. The database is provided by The Prognostics Data Repository from NASA, and shows the failure evolution in ball bearings.
Juan Fernando López-López   +2 more
doaj   +1 more source

Intrinsic Gaussian processes on complex constrained domains [PDF]

open access: yes, 2018
We propose a class of intrinsic Gaussian processes (in-GPs) for interpolation, regression and classification on manifolds with a primary focus on complex constrained domains or irregular shaped spaces arising as subsets or submanifolds of R, R2, R3 and ...
Aumentado-Armstrong   +29 more
core   +2 more sources

Quantum Stochastic Calculus and Quantum Gaussian Processes [PDF]

open access: yes, 2014
In this lecture we present a brief outline of boson Fock space stochastic calculus based on the creation, conservation and annihilation operators of free field theory, as given in the 1984 paper of Hudson and Parthasarathy.
Parthasarathy, K. R.
core   +2 more sources

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