0000000000529157

AUTHOR

Tomás Soto

showing 3 related works from this author

On resampling schemes for particle filters with weakly informative observations

2022

We consider particle filters with weakly informative observations (or `potentials') relative to the latent state dynamics. The particular focus of this work is on particle filters to approximate time-discretisations of continuous-time Feynman--Kac path integral models -- a scenario that naturally arises when addressing filtering and smoothing problems in continuous time -- but our findings are indicative about weakly informative settings beyond this context too. We study the performance of different resampling schemes, such as systematic resampling, SSP (Srinivasan sampling process) and stratified resampling, as the time-discretisation becomes finer and also identify their continuous-time l…

FOS: Computer and information sciencesHidden Markov modelparticle filterStatistics and ProbabilityProbability (math.PR)Markovin ketjutStatistics - ComputationMethodology (stat.ME)resamplingFOS: Mathematicsotantanumeerinen analyysiPrimary 65C35 secondary 65C05 65C60 60J25Statistics Probability and UncertaintyFeynman–Kac modeltilastolliset mallitComputation (stat.CO)path integralMathematics - ProbabilityStatistics - Methodologystokastiset prosessit
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Bounded compositions on scaling invariant Besov spaces

2012

For $0 < s < 1 < q < \infty$, we characterize the homeomorphisms $��: \real^n \to \real^n$ for which the composition operator $f \mapsto f \circ ��$ is bounded on the homogeneous, scaling invariant Besov space $\dot{B}^s_{n/s,q}(\real^n)$, where the emphasis is on the case $q\not=n/s$, left open in the previous literature. We also establish an analogous result for Besov-type function spaces on a wide class of metric measure spaces as well, and make some new remarks considering the scaling invariant Triebel-Lizorkin spaces $\dot{F}^s_{n/s,q}(\real^n)$ with $0 < s < 1$ and $0 < q \leq \infty$.

Mathematics::Functional AnalysisQuasiconformal mappingPure mathematics46E35 30C65 47B33Function spaceComposition operator010102 general mathematicsta11116. Peace & justiceTriebel–Lizorkin space01 natural sciencesFunctional Analysis (math.FA)Mathematics - Functional AnalysisMathematics - Classical Analysis and ODEsBounded function0103 physical sciencesClassical Analysis and ODEs (math.CA)FOS: MathematicsBesov space010307 mathematical physics0101 mathematicsInvariant (mathematics)ScalingAnalysisMathematicsJournal of Functional Analysis
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Traces of weighted function spaces: dyadic norms and Whitney extensions

2017

The trace spaces of Sobolev spaces and related fractional smoothness spaces have been an active area of research since the work of Nikolskii, Aronszajn, Slobodetskii, Babich and Gagliardo among others in the 1950's. In this paper we review the literature concerning such results for a variety of weighted smoothness spaces. For this purpose, we present a characterization of the trace spaces (of fractional order of smoothness), based on integral averages on dyadic cubes, which is well adapted to extending functions using the Whitney extension operator.

Pure mathematicsTrace (linear algebra)Function spaceGeneral MathematicsDyadic cubesTriebel-Lizorkin spacesweighted Sobolev spaces01 natural sciencesfunktioanalyysiOperator (computer programming)trace theoremsClassical Analysis and ODEs (math.CA)FOS: Mathematics46E350101 mathematicsfunktioavaruudetMathematicsSmoothness (probability theory)010102 general mathematicsExtension (predicate logic)010101 applied mathematicsSobolev spacesovellettu matematiikkaMathematics - Classical Analysis and ODEsBesov spacesVariety (universal algebra)
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