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Inferring directionality of coupled dynamical systems using Gaussian process priors: Application on neurovascular systems

2022

Dynamical system theory has recently shown promise for uncovering causality and directionality in complex systems, particularly using the method of convergent cross mapping (CCM). In spite of its success in the literature, the presence of process noise raises concern about CCM's ability to uncover coupling direction. Furthermore, CCM's capacity to detect indirect causal links may be challenged in simulated unidrectionally coupled Rossler-Lorenz systems. To overcome these limitations, we propose a method that places a Gaussian process prior on a cross mapping function (named GP-CCM) to impose constraints on local state space neighborhood comparisons. Bayesian posterior likelihood and…

stochastic analysis methodsstatistical physicsneuronal dynamics01 natural sciencesCausality03 medical and health sciencesnonlinear dynamics0302 clinical medicinephase space methodstime series analysis0103 physical sciencesSettore ING-INF/06 - Bioingegneria Elettronica E Informaticabiological physics010306 general physics030217 neurology & neurosurgeryinformation theoryPhysical Review E
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Theoretical studies on adsorption and thin film growth of transition metals on TiO2(110).

2009

Communication orale

stomatognathic diseasesInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEYComputingMilieux_COMPUTERSANDEDUCATION
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Les premiers instants de la croissance de films minces d'oxydes métalliques par MOCVD : Etude in situ de l'interface TiO2/Si par XPS-ARXPS.

2006

Communication orale

stomatognathic diseasesInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEYComputingMilieux_COMPUTERSANDEDUCATION
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Growth of tungsten nanostructures on TiO2 (110) by decomposition of metalorganic precursor. Reactivity towards oxygen.

2007

Communication orale

stomatognathic diseasesInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEYComputingMilieux_COMPUTERSANDEDUCATION
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Polar surfaces stabilization : Role of reactivity.

2007

Communication orale

stomatognathic diseasesInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEYComputingMilieux_COMPUTERSANDEDUCATION
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Growth of supported nanostructures on TiO2 (110) by soft CVD.

2007

Communication orale

stomatognathic diseasesInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEYComputingMilieux_COMPUTERSANDEDUCATION
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Regulating role of lumbricid macrofauna in Atrazine biodegradation in temperate cropped soil.

2004

communication oraleFR2116communication orale

stomatognathic diseasesInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEYComputingMilieux_COMPUTERSANDEDUCATION[ SDU.ENVI ] Sciences of the Universe [physics]/Continental interfaces environment[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces environment[SDU.ENVI] Sciences of the Universe [physics]/Continental interfaces environment
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Interactions biotiques entre macrofaune lombricienne et les communautés microbiennes, indigènes et bioaugmentées, dégradant l'atrazine en sol tempéré.

2004

communication oraleFR2116communication orale

stomatognathic diseasesInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEY[ SDU.ENVI ] Sciences of the Universe [physics]/Continental interfaces environmentComputingMilieux_COMPUTERSANDEDUCATION[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces environment[SDU.ENVI] Sciences of the Universe [physics]/Continental interfaces environment
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Biodégradation de l'atrazine en sols tempérés : rôle régulateur d'un modèle d'interaction biotique macrofaune/bactérie.

2004

communication orale

stomatognathic diseasesInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEY[ SDU.ENVI ] Sciences of the Universe [physics]/Continental interfaces environmentComputingMilieux_COMPUTERSANDEDUCATION[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces environment[SDU.ENVI] Sciences of the Universe [physics]/Continental interfaces environment
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L1: Oral processing behaviours and retronasal aroma release variability during cheese consumption in human

2012

Abstract of oral presentation

stomatognathic diseases[SDV.AEN] Life Sciences [q-bio]/Food and NutritionInformationSystems_MODELSANDPRINCIPLESComputingMilieux_THECOMPUTINGPROFESSIONGeneralLiterature_INTRODUCTORYANDSURVEY[ SDV.AEN ] Life Sciences [q-bio]/Food and NutritionComputingMilieux_COMPUTERSANDEDUCATION[SDV.AEN]Life Sciences [q-bio]/Food and Nutrition
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