417 research outputs found
Shapley effects and proportional marginal effects for global sensitivity analysis: application to computed tomography scan organ dose estimation
- Publication venue
- Publication date
- 02/06/2023
- Field of study
Concerns have been raised about possible cancer risks after exposure to
computed tomography (CT) scans in childhood. The health effects of ionizing
radiation are then estimated from the absorbed dose to the organs of interest
which is calculated, for each CT scan, from dosimetric numerical models, like
the one proposed in the NCICT software. Given that a dosimetric model depends
on input parameters which are most often uncertain, the calculation of absorbed
doses is inherently uncertain. A current methodological challenge in radiation
epidemiology is thus to be able to account for dose uncertainty in risk
estimation. A preliminary important step can be to identify the most
influential input parameters implied in dose estimation, before modelling and
accounting for their related uncertainty in radiation-induced health risks
estimates. In this work, a variance-based global sensitivity analysis was
performed to rank by influence the uncertain input parameters of the NCICT
software implied in brain and red bone marrow doses estimation, for four
classes of CT examinations. Two recent sensitivity indices, especially adapted
to the case of dependent input parameters, were estimated, namely: the Shapley
effects and the Proportional Marginal Effects (PME). This provides a first
comparison of the respective behavior and usefulness of these two indices on a
real medical application case. The conclusion is that Shapley effects and PME
are intrinsically different, but complementary. Interestingly, we also observed
that the proportional redistribution property of the PME allowed for a clearer
importance hierarchy between the input parameters
Understanding black-box models with dependent inputs through a generalization of Hoeffding's decomposition
- Publication venue
- Publication date
- 10/10/2023
- Field of study
One of the main challenges for interpreting black-box models is the ability
to uniquely decompose square-integrable functions of non-mutually independent
random inputs into a sum of functions of every possible subset of variables.
However, dealing with dependencies among inputs can be complicated. We propose
a novel framework to study this problem, linking three domains of mathematics:
probability theory, functional analysis, and combinatorics. We show that, under
two reasonable assumptions on the inputs (non-perfect functional dependence and
non-degenerate stochastic dependence), it is always possible to decompose
uniquely such a function. This ``canonical decomposition'' is relatively
intuitive and unveils the linear nature of non-linear functions of non-linearly
dependent inputs. In this framework, we effectively generalize the well-known
Hoeffding decomposition, which can be seen as a particular case. Oblique
projections of the black-box model allow for novel interpretability indices for
evaluation and variance decomposition. Aside from their intuitive nature, the
properties of these novel indices are studied and discussed. This result offers
a path towards a more precise uncertainty quantification, which can benefit
sensitivity analyses and interpretability studies, whenever the inputs are
dependent. This decomposition is illustrated analytically, and the challenges
to adopting these results in practice are discussed
Approche analytique de la convection forcée des fluides de Bingham dans un tube
- Publication venue
- Publication date
- 01/01/2002
- Field of study
Mentha suaveolens Ehrh. Chemotypes in Eastern Iberian Peninsula: Essential Oil Variation and Relation with Ecological Factors
- Author
- Publication venue
- 'Wiley'
- Publication date
- 01/01/2017
- Field of study
[EN] Essential oil (EO) extracts coming from two representative populations of Mentha suaveolens Ehrh. subesp. suaveolens in Eastern Iberian Peninsula were analyzed by gas chromatography coupled with mass spectrometry and flame ion detector. Plant sampling was carried out in the morning and evening in order to study diurnal variation in EO profiles. Likewise, leaves and inflorescences were analyzed separately. Two chemotypes corresponding to each one of the populations were identified, with piperitenone oxide (35.2 - 74.3%) and piperitone oxide (83.9 - 91.3%), respectively, as major compounds. Once different chemotypes were identified, canonical correspondence analysis was employed to evaluate the effect of the bioclimatic and edaphic factors recorded in each location on the observed differences. Statistical analysis suggested that these chemotypes were closely related to specific environmental factors, mainly the bioclimatic ones. Concretely, piperitenone oxide chemotype can be associated to supramediterranean bioclimatic conditions and soils with major salinity and water field capacity. On the other hand, the most volatile fraction (hydrocarbon monoterpenes) reached its higher level in the morning; specifically, a noticeable amount of limonene was found in morning samples of flowers (4.8 - 10.6%). This fact can be related to ecological role of volatile compounds in order to attract pollinator insects.Llorens Molina, JA.; Rivera Seclén, CF.; Vacas Gonzålez, S.; Boira Tortajada, H. (2017). Mentha suaveolens Ehrh. Chemotypes in Eastern Iberian Peninsula: Essential Oil Variation and Relation with Ecological Factors. Chemistry & Biodiversity. 14(12):1-9. doi:10.1002/cbdv.201700320S19141
Search for pair-produced long-lived neutral particles decaying to jets in the ATLAS hadronic calorimeter in ppcollisions at âs=8TeV
- Author
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- Zanzi D
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- Zhemchugov A
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- Zimine NI
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- Zobernig G
- Zoccoli A
- zur Nedden M
- Zurzolo G
- Zutshi V
- Zwalinski L
- Publication venue
- 'Elsevier BV'
- Publication date
- 01/01/2014
- Field of study
The ATLAS detector at the Large Hadron Collider at CERN is used to search for the decay of a scalar boson to a pair of long-lived particles, neutral under the Standard Model gauge group, in 20.3fbâ1of data collected in protonâproton collisions at âs=8TeV. This search is sensitive to long-lived particles that decay to Standard Model particles producing jets at the outer edge of the ATLAS electromagnetic calorimeter or inside the hadronic calorimeter. No significant excess of events is observed. Limits are reported on the product of the scalar boson production cross section times branching ratio into long-lived neutral particles as a function of the proper lifetime of the particles. Limits are reported for boson masses from 100 GeVto 900 GeV, and a long-lived neutral particle mass from 10 GeVto 150 GeV
Reconstruction of hadronic decay products of tau leptons with the ATLAS experiment
- Author
- Aad G
- Abbott B
- Abdallah J
- Abdinov O
- Aben R
- Abolins M
- AbouZeid OS
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- Charlton DG
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- Chegwidden A
- Chekanov S
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- Chelkov GA
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- Chen C
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- Damazio DO
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- Zhemchugov A
- Zhong J
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- Zhukov K
- Zibell A
- Zieminska D
- Zimine NI
- Zimmermann C
- Zimmermann S
- Zinonos Z
- Zinser M
- Ziolkowski M
- Zivkovic L
- Zobernig G
- Zoccoli A
- zur Nedden M
- Zurzolo G
- Zwalinski L
- Publication venue
- Springer Verlag
- Publication date
- 01/01/2016
- Field of study
This paper presents a new method of reconstructing the individual charged and neutral hadrons in tau decays with the ATLAS detector. The reconstructed hadrons are used to classify the decay mode and to calculate the visible four-momentum of reconstructed tau candidates, significantly improving the resolution with respect to the calibration in the existing tau reconstruction. The performance of the reconstruction algorithm is optimised and evaluated using simulation and validated using samples of ZâÏÏ and Z(âΌΌ)+jets events selected from protonâproton collisions at a centre-of-mass energy âs=8TeV, corresponding to an integrated luminosity of 5 fbâ1.- We thank CERN for the very successful operation of the LHC, as well as the support staff from our institutions without whom ATLAS could not be operated efficiently. We acknowledge the support of ANPCyT, Argentina; YerPhI, Armenia; ARC, Australia; BMWFW and FWF, Austria; ANAS, Azerbaijan; SSTC, Belarus; CNPq and FAPESP, Brazil; NSERC, NRC and CFI, Canada; CERN; CONICYT, Chile; CAS, MOST and NSFC, China; COLCIENCIAS, Colombia; MSMT CR, MPO CR and VSC CR, Czech Republic; DNRF and DNSRC, Denmark; IN2P3-CNRS, CEA-DSM/IRFU, France; GNSF, Georgia; BMBF, HGF, and MPG, Germany; GSRT, Greece; RGC, Hong Kong SAR, China; ISF, I-CORE and Benoziyo Center, Israel; INFN, Italy; MEXT and JSPS, Japan; CNRST, Morocco; FOM and NWO, Netherlands; RCN, Norway; MNiSW and NCN, Poland; FCT, Portugal; MNE/IFA, Romania; MES of Russia and NRC KI, Russian Federation; JINR; MESTD, Serbia; MSSR, Slovakia; ARRS and MIZS, Slovenia; DST/NRF, South Africa; MINECO, Spain; SRC and Wallenberg Foundation, Sweden; SERI, SNSF and Cantons of Bern and Geneva, Switzerland; MOST, Taiwan; TAEK, Turkey; STFC, United Kingdom; DOE and NSF, United States of America. In addition, individual groups and members have received support from BCKDF, the Canada Council, CANARIE, CRC, Compute Canada, FQRNT, and the Ontario Innovation Trust, Canada; EPLANET, ERC, FP7, Horizon 2020 and Marie Sklodowska-Curie Actions, European Union; Investissements d'Avenir Labex and Idex, ANR, Region Auvergne and Fondation Partager le Savoir, France; DFG and AvH Foundation, Germany; Herakleitos, Thales and Aristeia programmes co-financed by EU-ESF and the Greek NSRF; BSF, GIF and Minerva, Israel; BRF, Norway; the Royal Society and Leverhulme Trust, United Kingdom. The crucial computing support from all WLCG partners is acknowledged gratefully, in particular from CERN and the ATLAS Tier-1 facilities at TRIUMF (Canada), NDGF (Denmark, Norway, Sweden), CC-IN2P3 (France), KIT/GridKA (Germany), INFN-CNAF (Italy), NL-T1 (Netherlands), PIC (Spain), ASGC (Taiwan), RAL (UK) and BNL (USA) and in th
Measurement of the transverse polarization of Î and ÎÂŻ hyperons produced in proton-proton collisions at âs=7ââTeV using the ATLAS detector
- Author
- Aad G
- Abbott B
- Abdallah J
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- Zhemchugov A
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- Zobernig G
- Zoccoli A
- Zurzolo G
- Zwalinski L
- Publication venue
- 'American Physical Society (APS)'
- Publication date
- 01/12/2014
- Field of study
The transverse polarization of Î and ÎÂŻ hyperons produced in proton-proton collisions at a center-of-mass energy of 7 TeV is measured. The analysis uses 760ââÎŒbâ1 of minimum bias data collected by the ATLAS detector at the LHC in the year 2010. The measured transverse polarization averaged over Feynman xF from 5Ă10â5 to 0.01 and transverse momentum pT from 0.8 to 15 GeV is â0.010±0.005(stat)±0.004(syst) for Î and 0.002±0.006(stat)±0.004(syst) for ÎÂŻ. It is also measured as a function of xF and pT, but no significant dependence on these variables is observed. Prior to this measurement, the polarization was measured at fixed-target experiments with center-of-mass energies up to about 40 GeV. The ATLAS results are compatible with the extrapolation of a fit from previous measurements to the xF range covered by this measurement
Measurement of Higgs boson production in the diphoton decay channel in pp collisions at center-of-mass energies of 7 and 8 TeV with the ATLAS detector
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- Zhemchugov A
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- Zibell A
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- Zimine NI
- Zimmermann C
- Zimmermann R
- Zimmermann S
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- Zurzolo G
- Zutshi V
- Zwalinski L
- Publication venue
- 'American Physical Society (APS)'
- Publication date
- 01/01/2014
- Field of study
A measurement of the production processes of the recently discovered Higgs boson is performed in the two-photon final state using 4.5ââfb[superscript â1] of proton-proton collisions data at âs=7ââTeV and 20.3ââfb[superscript â1] at âs=8ââTeV collected by the ATLAS detector at the Large Hadron Collider. The number of observed Higgs boson decays to diphotons divided by the corresponding Standard Model prediction, called the signal strength, is found to be ÎŒ=1.17±0.27 at the value of the Higgs boson mass measured by ATLAS, m[subscript H]=125.4ââGeV. The analysis is optimized to measure the signal strengths for individual Higgs boson production processes at this value of m[subscript H]. They are found to be ÎŒ[subscript ggF]=1.32±0.38, ÎŒ[subscript VBF]=0.8±0.7, ÎŒ[subscript WH]=1.0±1.6, ÎŒ[subscript ZH]=0.1[superscript +3.7 subscript â0.1], and ÎŒ[subscript t [bar over t] H] =1.6[superscript +2.7 subscript â1.8], for Higgs boson production through gluon fusion, vector-boson fusion, and in association with a W or Z boson or a top-quark pair, respectively. Compared with the previously published ATLAS analysis, the results reported here also benefit from a new energy calibration procedure for photons and the subsequent reduction of the systematic uncertainty on the diphoton mass resolution. No significant deviations from the predictions of the Standard Model are found.European Organization for Nuclear ResearchUnited States. Dept. of EnergyNational Science Foundation (U.S.)Brookhaven National Laborator
Charged-particle distributions at low transverse momentum in âs=13 13 TeV pp interactions measured with the ATLAS detector at the LHC
- Author
- Aaboud M
- Aad G
- Abbott B
- Abdallah J
- Abdinov O
- Abeloos B
- Aben R
- AbouZeid OS
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- Abramowicz H
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- Acharya BS
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- Agricola J
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- Akesson TPA
- Akimov AV
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- Aleksandrov IN
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- Zalieckas J
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- Zhemchugov A
- Zhong J
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- Zibell A
- Zieminska D
- Zimine NI
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- Zinonos Z
- Zinser M
- Ziolkowski M
- Zivkovic L
- Zobernig G
- Zoccoli A
- Zwalinski L
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/2016
- Field of study
Measurements of distributions of charged particles produced in protonâproton collisions with a centre-of-mass energy of 13 TeV are presented. The data were recorded by the ATLAS detector at the LHC and correspond to an integrated luminosity of 151 ÎŒb â1 ÎŒbâ1 . The particles are required to have a transverse momentum greater than 100 MeV and an absolute pseudorapidity less than 2.5. The charged-particle multiplicity, its dependence on transverse momentum and pseudorapidity and the dependence of the mean transverse momentum on multiplicity are measured in events containing at least two charged particles satisfying the above kinematic criteria. The results are corrected for detector effects and compared to the predictions from several Monte Carlo event generators
Measurement of the cross section for inclusive isolated-photon production in pp collisions at âs=13TeV using the ATLAS detector
- Author
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- Sciandra A
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- Severini H
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- Sliwa K
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- Smiesko J
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- Stroehmer R
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- Stroynowski R
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- Sugaya Y
- Suk M
- Sulin VV
- Sultan DMS
- Sultansoy S
- Sumida T
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- Suster CJE
- Sutton MR
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- Svatos M
- Swiatlowski M
- Swift SP
- Sykora I
- Sykora T
- Ta D
- Tackmann K
- Taenzer J
- Taffard A
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- Tahirovic E
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- Takai H
- Takashima R
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- Takeshita T
- Takubo Y
- Talby M
- Talyshev AA
- Tanaka J
- Tanaka M
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- Yigitbasi E
- Yildirim E
- Yildiz HD
- Yorita K
- Yoshihara K
- Young C
- Young CJS
- Yu J
- Yu J
- Yuen SPY
- Yusuff I
- Zabinski B
- Zacharis G
- Zaidan R
- Zaitsev AM
- Zakharchuk N
- Zalieckas J
- Zaman A
- Zambito S
- Zanzi D
- Zeitnitz C
- Zemaityte G
- Zemla A
- Zeng JC
- Zeng Q
- Zenin O
- Zenis T
- Zerwas D
- Zhang D
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- Zhang Z
- Zhao X
- Zhao Y
- Zhao Z
- Zhemchugov A
- Zhou B
- Zhou C
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- Zhou M
- Zhou M
- Zhou N
- Zhou Y
- Zhu CG
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- Zhu J
- Zhu Y
- Zhuang X
- Zhukov K
- Zibell A
- Zieminska D
- Zimine NI
- Zimmermann C
- Zimmermann S
- Zinonos Z
- Zinser M
- Ziolkowski M
- Zivkovic L
- Zobernig G
- Zoccoli A
- Zou R
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- Zwalinski L
- Publication venue
- 'Elsevier BV'
- Publication date
- 01/01/2017
- Field of study
Inclusive isolated-photon production in pp collisions at a centre-of-mass energy of 13TeVis studied with the ATLAS detector at the LHC using a data set with an integrated luminosity of 3.2fbâ1. The cross section is measured as a function of the photon transverse energy above 125GeVin different regions of photon pseudorapidity. Next-to-leading-order perturbative QCD and Monte Carlo event-generator predictions are compared to the cross-section measurements and provide an adequate description of the data
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