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We explore supervised machine learning methods in extracting the non-linear maps between neutron stars (NS) observables and the equation of state (EoS) of nuclear matter.
Mapping neutron star data to the equation of state of the densest matter using the deep neural network 2019
Fujimoto, Y.; Fukushima, K.; Murase, K · 1903
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Relativistic Shapiro delay measurements of an extremely massive millisecond pulsar 2019
Cromartie, H.T.; others · 1904
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Future Prospects for Constraining Nuclear Matter Parameters with Gravitational Waves
Carson, Z.; Steiner, A.W.; Yagi, K · 1906
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Nonparametric Inference of Neutron Star Composition, Equation of State, and Maximum Mass with GW170817
Essick, R.; Landry, P.; Holz, D.E · 1910
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Constraining neutron star tidal Love numbers with gravitational wave detectors
Flanagan, E.E.; Hinderer, T · 1915
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Static solutions of Einstein’s field equations for spheres of fluid
Tolman, R.C · 1939
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On Massive neutron cores
Oppenheimer, J.R.; Volkoff, G.M · 1939
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The last three minutes: Issues in gravitational-wave measurements of coalescing compact binaries
Cutler, C.; Apostolatos, T.A.; Bildsten, L.; Finn, L.S.; Flanagan, E.E.; Kennefick, D.; Markovic, D.M.; Ori, A.; Poisson, E.; Sussman, G.J.; Thorne, K.S · 1993
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The elements of statistical learning
Friedman, J.; Hastie, T.; Tibshirani, R · 2001
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Learning with kernels: support vector machines, regularization, optimization, and beyond
Scholkopf, B.; Smola, A.J · 2001
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A unified equation of state of dense matter and neutron star structure
Douchin, F.; Haensel, P · 2001
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Measuring Nuclear Matter Parameters with NICER and LIGO/Virgo 2020
Zimmerman, J.; Carson, Z.; Schumacher, K.; Steiner, A.W.; Yagi, K · 2002
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Neutron radii in mean field models
Furnstahl, R.J · 2002
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Nonparametric constraints on neutron star matter with existing and upcoming gravitational wave and pulsar observations
Landry, P.; Essick, R.; Chatziioannou, K · 2003
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Reaction dynamics with exotic beams
Baran, V.; Colonna, M.; Greco, V.; Di Toro, M · 2004
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Neural network reconstruction of the dense matter equation of state derived from the parameters of neutron stars
Morawski, F.; Bejger, M · 2006
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Tidal Love numbers of neutron stars
Hinderer, T · 2008
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Curvature-slope correlation of nuclear symmetry energy and its imprints on the crust-core transition, radius and tidal deformability of canonical neutron stars
Li, B.A.; Magno, M · 2008
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Hint of a tension between Nuclear physics and Astrophysical observations 2020
Biswas, B.; Char, P.; Nandi, R.; Bose, S · 2008
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Density dependence of the nuclear symmetry energy: A Microscopic perspective
Vidana, I.; Providencia, C.; Polls, A.; Rios, A · 2009
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Nuclear constraints on properties of neutron star crusts
Xu, J.; Chen, L.W.; Li, B.A.; Ma, H.R · 2009
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Shapiro Delay Measurement of A Two Solar Mass Neutron Star
Demorest, P.; Pennucci, T.; Ransom, S.; Roberts, M.; Hessels, J · 2010
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Nuclear symmetry energy and core-crust transition in neutron stars: a critical study
Ducoin, C.; Margueron, J.; Providencia, C · 2010
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Effect of the crust on neutron star empirical relations
Ferreira, M.; Providência, C · 2010
GW170817: Observation of Gravitational Waves from a Binary Neutron Star Inspiral
Abbott, B.P.; others · 2017
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R Interface to Keras
Chollet, F.; Allaire, J.; others · 2017
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Interdependence of different symmetry energy elements
Mondal, C.; Agrawal, B.K.; De, J.N.; Samaddar, S.K.; Centelles, M.; Viñas, X · 2017
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The NANOGrav 11-year Data Set: High-precision timing of 45 Millisecond Pulsars
Arzoumanian, Z.; others · 2018
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GW170817: Measurements of neutron star radii and equation of state
Abbott, B.P.; others · 2018
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GW170817: constraining the nuclear matter equation of state from the neutron star tidal deformability
Malik, T.; Alam, N.; Fortin, M.; Providência, C.; Agrawal, B.K.; Jha, T.K.; Kumar, B.; Patra, S.K · 2018
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Core-crust transition in neutron stars: predictivity of density developments
Ducoin, C.; Margueron, J.; Providencia, C.; Vidana, I · 2011
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A Massive Pulsar in a Compact Relativistic Binary
Antoniadis, J.; others · 2013
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An Overview of gravitational wave sources
Cutler, C.; Thorne, K.S · 2013
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A survey of the parameter space of the compressible liquid drop model as applied to the neutron star inner crust
Newton, W.G.; Gearheart, M.; Li, B.A · 2013
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Mass and radius formulas for low-mass neutron stars
Sotani, H.; Iida, K.; Oyamatsu, K.; Ohnishi, A · 2014
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Adam: A Method for Stochastic Optimization, 2014, [arXiv:cs.LG/1412.6980]
Kingma, D.P.; Ba, J · 2014
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Zhang, N.B.; Li, B.A.; Xu, J · 2018
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Equation of state for dense nucleonic matter from metamodeling. I. Foundational aspects
Margueron, J.; Hoffmann Casali, R.; Gulminelli, F · 2018
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Delineating effects of nuclear symmetry energy on the radii and tidal polarizabilities of neutron stars
Zhang, N.B.; Li, B.A · 2018
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Methodology study of machine learning for the neutron star equation of state
Fujimoto, Y.; Fukushima, K.; Murase, K · 2018
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Combined Constraints on the Equation of State of Dense Neutron-rich Matter from Terrestrial Nuclear Experiments and Observations of Neutron Stars
Zhang, N.B.; Li, B.A.; Xu, J · 2018
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Equation of state for dense nucleonic matter from metamodeling. II. Predictions for neutron star properties
Margueron, J.; Hoffmann Casali, R.; Gulminelli, F · 2018
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Constraining nuclear matter parameters with GW170817
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