We systematically explore the statement that the configurational entropy provides an alternative approach to studying gravitational stability of compact objects, carried out in the previous work of M. Gleiser and N. Jiang, Phys. Rev. D 92, 044046 (2015). To guarantee the accuracy of the calculations, we first employ two analytical solutions of the Tolman-Oppenheimer-Volkoff equations, i.e. the Uniform and the Tolman VII. The predictions of the analytical solutions are compared to the corresponding numerical calculations, paying special attention on the use of the Fourier transform, which plays the major role for the connection of the configurational entropy to the bulk neutron star properties. Afterwards, we extend our study in order to include a large set of realistic equations of state. All of them are used extensively in the literature for compact star studies. In particular, we focus on neutron stars, quark stars, as well as on the the third family of compact stars (hybrid stars), where a possible phase transition may lead to the existence of twin stars (stars with equal mass but different radius). We found that a general rule to relate the stability region obtained from the traditional perturbation methods to the one obtained by the minimum of configurational entropy, does not hold. We found only one case which confirms this statement, that is the configuration corresponding to the free Fermi gas equation of state. We conclude that the suggested prediction of the stability by the minimization of the configurational entropy, concerning various compact objects, is rather a conjecture that does not have any basis on theoretical arguments and, even more, is not confirmed either empirically.
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