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Casert C, Vieijra T, Nys J, Ryckebusch J. Interpretable machine learning for inferring the phase boundaries in a nonequilibrium system. Phys Rev E 2019; 99:023304. [PMID: 30934273 DOI: 10.1103/physreve.99.023304] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Indexed: 11/07/2022]
Abstract
Still under debate is the question of whether machine learning is capable of going beyond black-box modeling for complex physical systems. We investigate the generalizing and interpretability properties of learning algorithms. To this end, we use supervised and unsupervised learning to infer the phase boundaries of the active Ising model, starting from an ensemble of configurations of the system. We illustrate that unsupervised learning techniques are powerful at identifying the phase boundaries in the control parameter space, even in situations of phase coexistence. It is demonstrated that supervised learning with neural networks is capable of learning the characteristics of the phase diagram, such that the knowledge obtained at a limited set of control variables can be used to determine the phase boundaries across the phase diagram. In this way, we show that properly designed supervised learning provides predictive power to regions in the phase diagram that are not included in the training phase of the algorithm. We stress the importance of introducing interpretability methods in order to perform a physically relevant classification of the phases with deep learning.
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Affiliation(s)
- C Casert
- Department of Physics and Astronomy, Ghent University, 9000 Ghent, Belgium
| | - T Vieijra
- Department of Physics and Astronomy, Ghent University, 9000 Ghent, Belgium
| | - J Nys
- Department of Physics and Astronomy, Ghent University, 9000 Ghent, Belgium
| | - J Ryckebusch
- Department of Physics and Astronomy, Ghent University, 9000 Ghent, Belgium
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Nys J, Mathieu V, Fernández-Ramírez C, Blin AH, Jackura A, Mikhasenko M, Pilloni A, Szczepaniak A, Fox G, Ryckebusch J. Finite-energy sum rules in eta photoproduction off a nucleon. Int J Clin Exp Med 2017. [DOI: 10.1103/physrevd.95.034014] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Vancraeyveld P, De Cruz L, Ryckebusch J, Vrancx T. Bayesian inference of the resonance content of p( γ, K+) Λ. EPJ Web of Conferences 2012. [DOI: 10.1051/epjconf/20123708001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Vancraeyveld P, De Cruz L, Ryckebusch J, Van Cauteren T. Regge-plus-resonance predictions for charged-kaon photoproduction from the deuteron. EPJ Web of Conferences 2010. [DOI: 10.1051/epjconf/20100303013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Clasie B, Qian X, Arrington J, Asaturyan R, Benmokhtar F, Boeglin W, Bosted P, Bruell A, Christy ME, Chudakov E, Cosyn W, Dalton MM, Daniel A, Day D, Dutta D, El Fassi L, Ent R, Fenker HC, Ferrer J, Fomin N, Gao H, Garrow K, Gaskell D, Gray C, Horn T, Huber GM, Jones MK, Kalantarians N, Keppel CE, Kramer K, Larson A, Li Y, Liang Y, Lung AF, Malace S, Markowitz P, Matsumura A, Meekins DG, Mertens T, Miller GA, Miyoshi T, Mkrtchyan H, Monson R, Navasardyan T, Niculescu G, Niculescu I, Okayasu Y, Opper AK, Perdrisat C, Punjabi V, Rauf AW, Rodriquez VM, Rohe D, Ryckebusch J, Seely J, Segbefia E, Smith GR, Strikman M, Sumihama M, Tadevosyan V, Tang L, Tvaskis V, Villano A, Vulcan WF, Wesselmann FR, Wood SA, Yuan L, Zheng XC. Measurement of nuclear transparency for the A(e,e'pi+) reaction. Phys Rev Lett 2007; 99:242502. [PMID: 18233444 DOI: 10.1103/physrevlett.99.242502] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2007] [Revised: 09/23/2007] [Indexed: 05/25/2023]
Abstract
We have measured the nuclear transparency of the A(e,e'pi+) process in 2H, 12C, 27Al, 63Cu, and 197Au targets. These measurements were performed at the Jefferson Laboratory over a four momentum transfer squared range Q2=1.1 to 4.7 (GeV/c)2. The nuclear transparency was extracted as the super-ratio of (sigmaA/sigmaH) from data to a model of pion-electroproduction from nuclei without pi-N final-state interactions. The Q2 and atomic number dependence of the nuclear transparency both show deviations from traditional nuclear physics expectations and are consistent with calculations that include the quantum chromodynamical phenomenon of color transparency.
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Affiliation(s)
- B Clasie
- Laboratory for Nuclear Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
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Jachowicz N, Vantournhout K, Ryckebusch J, Heyde K. Identifying neutrinos and antineutrinos in neutral-current scattering reactions. Phys Rev Lett 2004; 93:082501. [PMID: 15447177 DOI: 10.1103/physrevlett.93.082501] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2004] [Indexed: 05/24/2023]
Abstract
We study neutrino-induced nucleon knockout from nuclei. Expressions for the induced polarization are derived within the framework of the independent-nucleon model and the nonrelativistic plane-wave approximation. Large dissimilarities in the nucleon polarization asymmetries are observed between neutrino- and antineutrino-induced processes. These asymmetries represent a potential way to distinguish between neutrinos and antineutrinos in neutral-current neutrino scattering on nuclei. We discuss astrophysical applications of these polarization asymmetries. Our findings are illustrated for neutrino scattering on 16O and 208P b.
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Affiliation(s)
- N Jachowicz
- Department of Subatomic and Radiation Physics, Ghent University, Proeftuinstraat 86, B-9000 Gent, Belgium.
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Ryckebusch J, Machenil L, Vanderhaeghen M, Waroquier M. Reply to "Comment on 'Multinucleon mechanisms in ( gamma,N) and ( gamma,NN) reactions' ". Phys Rev C Nucl Phys 1996; 54:3313-3314. [PMID: 9971715 DOI: 10.1103/physrevc.54.3313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Ruijter H, Adler JO, Andersson BE, Hansen K, Isaksson L, Schroder B, Ryckebusch J, Ryckbosch D. Angular distributions for the 12C( gamma,p)11B reaction. Phys Rev C Nucl Phys 1996; 54:3076-3087. [PMID: 9971681 DOI: 10.1103/physrevc.54.3076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Ryckebusch J, Waroquier M. Exclusive (e,e'p) reaction at high missing momenta. Phys Rev C Nucl Phys 1996; 54:1322-1328. [PMID: 9971467 DOI: 10.1103/physrevc.54.1322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Mori K, Harty PD, Fujii Y, Konno O, Maeda K, Nomura I, O'Keefe GJ, Ryckebusch J, Suda T, Terasawa T, Thompson MN, Torizuka Y. 12C( gamma,p0+1)11B cross section from 44 to 98 MeV. Phys Rev C Nucl Phys 1995; 51:2611-2615. [PMID: 9970345 DOI: 10.1103/physrevc.51.2611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Andersson BE, Adler JO, Bulychjev SA, Isaksson L, Ruijter H, Schroder B, Annand JR, Crawford GI, Harty PD, McGeorge JC, Miller GJ, Ryckebusch J. 16O( gamma,n) reaction at intermediate energy. Phys Rev C Nucl Phys 1995; 51:2553-2561. [PMID: 9970338 DOI: 10.1103/physrevc.51.2553] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Ryckebusch J, Waroquier M. Two-body currents in inclusive electron scattering. Phys Rev C Nucl Phys 1995; 51:2664-2670. [PMID: 9970352 DOI: 10.1103/physrevc.51.2664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Harty PD, McGeorge JC, MacGregor IJ, Owens RO, Annand JR, Anthony I, Crawford GI, Dancer SN, Hall SJ, Kellie JD, Miller GJ, Schoch B, Beck R, Schmieden H, Vogt JM, Ryckebusch J. 12C( gamma,p)11B cross section from 80 to 157 MeV. Phys Rev C Nucl Phys 1995; 51:1982-1990. [PMID: 9970267 DOI: 10.1103/physrevc.51.1982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Ryckebusch J, Machenil L, Vanderhaeghen M, Waroquier M. Multinucleon mechanisms in ( gamma,N) and ( gamma,NN) reactions. Phys Rev C Nucl Phys 1994; 49:2704-2715. [PMID: 9969519 DOI: 10.1103/physrevc.49.2704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Ryckebusch J, Waroquier M. Effects of meson-exchange currents on the (e. Phys Rev C Nucl Phys 1994; 49:2695-2703. [PMID: 9969518 DOI: 10.1103/physrevc.49.2695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Diesener H, Helm U, Herbert G, Huck V, Rangacharyulu C, Richter A, Schrieder G, Stascheck A, Stiller A, Ryckebusch J, Carter J. Excitation and decay of giant resonances in the 40Ca(e,e'x) reaction. Phys Rev Lett 1994; 72:1994-1997. [PMID: 10055761 DOI: 10.1103/physrevlett.72.1994] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
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Ferdinande H, Ryckbosch D, Dias J, Ryckebusch J. 16O( gamma,p0)15N cross section from 33 to 69 MeV. Phys Rev C Nucl Phys 1993; 47:652-659. [PMID: 9968482 DOI: 10.1103/physrevc.47.652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Ryckebusch J, Heyde K, Machenil L, Ryckbosch D, Vanderhaeghen M, Waroquier M. Meson exchange currents and high-resolution ( gamma,p) reactions. Phys Rev C Nucl Phys 1992; 46:R829-R832. [PMID: 9968223 DOI: 10.1103/physrevc.46.r829] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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