Search results for "Exponential function"

showing 10 items of 173 documents

Hessian PDF reweighting meets the Bayesian methods

2014

We discuss the Hessian PDF reweighting - a technique intended to estimate the effects that new measurements have on a set of PDFs. The method stems straightforwardly from considering new data in a usual $\chi^2$-fit and it naturally incorporates also non-zero values for the tolerance, $\Delta\chi^2>1$. In comparison to the contemporary Bayesian reweighting techniques, there is no need to generate large ensembles of PDF Monte-Carlo replicas, and the observables need to be evaluated only with the central and the error sets of the original PDFs. In spite of the apparently rather different methodologies, we find that the Hessian and the Bayesian techniques are actually equivalent if the $\Delta…

Hessian matrixNuclear TheoryComputer scienceBayesian probabilityFOS: Physical sciencesObservableExponential functionStatistics::ComputationSet (abstract data type)Nuclear Theory (nucl-th)High Energy Physics - Phenomenologysymbols.namesakeHigh Energy Physics - Phenomenology (hep-ph)Simple (abstract algebra)symbolsApplied mathematicsLikelihood functionNuclear theory
researchProduct

PDF reweighting in the Hessian matrix approach

2014

We introduce the Hessian reweighting of parton distribution functions (PDFs). Similarly to the better-known Bayesian methods, its purpose is to address the compatibility of new data and the quantitative modifications they induce within an existing set of PDFs. By construction, the method discussed here applies to the PDF fits that carried out a Hessian error analysis using a non-zero tolerance $\Delta\chi^2$. The principle is validated by considering a simple, transparent example. We are also able to establish an agreement with the Bayesian technique provided that the tolerance criterion is appropriately accounted for and that a purely exponential Bayesian likelihood is assumed. As a practi…

Hessian matrixPhysicsParticle physicsNuclear and High Energy PhysicsStatistical methodsta114Bayesian probabilityFOS: Physical sciencesPartonQCDExponential functionHigh Energy Physics - Experimentsymbols.namesakeHigh Energy Physics - PhenomenologyHigh Energy Physics - Experiment (hep-ex)Distribution functionHigh Energy Physics - Phenomenology (hep-ph)Error analysissymbolsParton modelApplied mathematicsJournal of High Energy Physics
researchProduct

Biophysical parameter retrieval with warped Gaussian processes

2015

This paper focuses on biophysical parameter retrieval based on Gaussian Processes (GPs). Very often an arbitrary transformation is applied to the observed variable (e.g. chlorophyll content) to better pose the problem. This standard practice essentially tries to linearize/uniformize the distribution by applying non-linear link functions like the logarithmic, the exponential or the logistic functions. In this paper, we propose to use a GP model that automatically learns the optimal transformation directly from the data. The so-called warped GP regression (WGPR) presented in [1] models output observations as a parametric nonlinear transformation of a GP. The parameters of such prior model are…

HeteroscedasticityLogarithmbusiness.industryComputer scienceMaximum likelihoodExponential functionsymbols.namesakeTransformation (function)symbolsComputer visionArtificial intelligencebusinessGaussian processAlgorithmParametric statisticsVariable (mathematics)2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
researchProduct

Connections and geodesics in the space of metrics

2015

We argue that the exponential relation $g_{\mu\nu} = \bar{g}_{\mu\rho}\big(\mathrm{e}^h\big)^\rho{}_\nu$ is the most natural metric parametrization since it describes geodesics that follow from the basic structure of the space of metrics. The corresponding connection is derived, and its relation to the Levi-Civita connection and the Vilkovisky-DeWitt connection is discussed. We address the impact of this geometric formalism on quantum gravity applications. In particular, the exponential parametrization is appropriate for constructing covariant quantities like a reparametrization invariant effective action in a straightforward way. Furthermore, we reveal an important difference between Eucli…

High Energy Physics - TheoryPhysicsNuclear and High Energy PhysicsGeodesicFOS: Physical sciencesGeneral Relativity and Quantum Cosmology (gr-qc)Mathematical Physics (math-ph)General Relativity and Quantum CosmologyExponential functionCombinatoricsGeneral Relativity and Quantum CosmologyFormalism (philosophy of mathematics)High Energy Physics - Theory (hep-th)Quantum mechanicsEuclidean geometryQuantum gravityCovariant transformationEffective actionMathematical PhysicsPhysical Review D
researchProduct

A simplified falling-head tecnique for rapid determination of field-saturated hydraulic conductivity

2004

Simplified measurements of the field-saturated hydraulic conductivity, K fs , require short duration experiments, small water volumes, and easily transportable equipment. A simplified falling-head (SFH) technique for the rapid determination of K fs has been developed and tested. The technique consists in applying a small volume of water on a soil surface, confined by a ring inserted a short distance into the soil, and then measuring the time from the application of water to the instant at which the surface area is no longer covered by water. A measurement of the initial and field-saturated soil water contents, and an estimate of the α* parameter of the Gardner's exponential model are then u…

Hydraulic headHydrogeologyMaterials scienceHydraulic conductivityField (physics)InstrumentationSoil waterSoil ScienceMineralogyInfiltrometerMechanicsExponential function
researchProduct

Almost sure rates of mixing for i.i.d. unimodal maps

2002

International audience; It has been known since the pioneering work of Jakobson and subsequent work by Benedicks and Carleson and others that a positive measure set of quadratic maps admit an absolutely continuous invariant measure. Young and Keller-Nowicki proved exponential decay of its correlation functions. Benedicks and Young, and Baladi and Viana studied stability of the density and exponential rate of decay of the Markov chain associated to i.i.d. small perturbations. The almost sure statistical properties of the sample stationary measures of i.i.d. itineraries are more difficult to estimate than the "averaged statistics". Adapting to random systems, on the one hand partitions associ…

Independent and identically distributed random variables[MATH.MATH-PR] Mathematics [math]/Probability [math.PR]Mathematics::Dynamical SystemsMarkov chainGeneral Mathematics010102 general mathematicsMathematical analysisErgodicityAbsolute continuity01 natural sciencesExponential function[MATH.MATH-PR]Mathematics [math]/Probability [math.PR]010104 statistics & probabilityQuadratic equationInvariant measure0101 mathematicsExponential decayddc:510Mathematics
researchProduct

The Two-Minutes-Flow-Index (TMFI)

1969

While performing clinical rCBF functional tests it is difficult to maintain the patient in a stationary condition over the entire clearance period. For this reason it has become a common practice to restrict the recording of the clearance curves to the first 2 min [1, 2, 3]. This gives rise to one question: 1. Is it possible to evaluate the information contained in these 2 min of the clearance curve so as to obtain a quantifiable measure for rCBF?

Index (economics)Flow (mathematics)StatisticsMeasure (physics)Neurosurgical departmentExponential functionMathematics
researchProduct

Cooperative Inventory control

2005

In multi-retailer inventory control the possibility of sharing setup costs motivates communication and coordination among the retailers. We solve the problem of finding suboptimal distributed reordering policies that minimize setup, ordering, storage, and shortage costs incurred by the retailers over a finite horizon. Neuro-dynamic programming (NDP) reduces the computational complexity of the solution algorithm from exponential to polynomial on the number of retailers.

Inventory controlConsensus protocol; Inventory level; Nash equilibrium; Setup cost; Supply chain;Inventory levelPolynomialMathematical optimizationComputational complexity theoryComputer scienceSetup costSupply chainEconomic shortageFinite horizonSupply chainConsensus protocolNash equilibriumExponential functionComputingMilieux_GENERALsymbols.namesakeNash equilibriumsymbols
researchProduct

Localizing quantum phase slips in one-dimensional Josephson junction chains

2013

Published version of an article in the journal: New Journal of Physics. Also available from the publisher at: http://dx.doi.org/10.1088/1367-2630/15/9/095014 Open Access We studied quantum phase-slip (QPS) phenomena in long one-dimensional Josephson junction series arrays with tunable Josephson coupling. These chains were fabricated with as many as 2888 junctions, where one sample had a separately tunable link in the middle of the chain. Measurements were made of the zero-bias resistance, R0, as well as current-voltage characteristics (IVC). The finite R0 is explained by QPS and shows an exponential dependence on with a distinct change in the exponent at R 0 = RQ = h/4e2. When R0 > R Q, the…

Josephson effectPhase (waves)General Physics and AstronomyVDP::Mathematics and natural science: 400::Physics: 430Condensed Matter::Superconductivitydifferential resistancesquantum opticsQuantumAstrophysics::Galaxy Astrophysicsexponential dependencePhysicscritical voltagesSeries (mathematics)Condensed matter physicsJosephson couplingJosephson junction series arraysJosephson junction devicesCoulomb blockadequantum phasezero-bias resistanceState (functional analysis)Condensed Matter::Mesoscopic Systems and Quantum Hall EffectJosephson-junctionExponential functionchainsExponentNew Journal of Physics
researchProduct

Experimental Evidence of Leaks in Elastic Pipes

2016

Several studies have been carried out in recent decades to establish a relationship between total head and leaks. In literature, the leakage governing equations have been analysed in light of pipe materials, water head, leak dimension or shape. Most of these contributions questioned the classical Torricelli equation, demonstrating through experimental evidence that the classical orifice law can give unsatisfactory results. Nevertheless, starting from the Torricelli equation, other exponential or linear governing equations have been proposed as mathematical models able to reproduce the leakages in water distribution systems (WDSs). To investigate the validity of the proposed governing equati…

Laboratory testLeakEngineering0208 environmental biotechnologyPopulationRigidity (psychology)02 engineering and technology010501 environmental sciences01 natural sciencesHydraulic headExperimentGeotechnical engineeringeducationElastic pipe0105 earth and related environmental sciencesWater Science and TechnologyCivil and Structural Engineeringeducation.field_of_studyHydrogeologyMathematical modelbusiness.industryMechanicsWater distribution network020801 environmental engineeringExponential functionHead-leakage formulaLeakbusinessBody orifice
researchProduct