2019
DOI: 10.1016/j.actaastro.2018.11.033
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Using predictive Bayesian Monte Carlo- Markov Chain methods to provide a probablistic solution for the Drake equation

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Cited by 10 publications
(21 citation statements)
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“…where B(α, β ) denotes the beta function with two free parameters of α and β , and Γ(k) denotes the gamma function with two free parameters of k and λ . These functions were previously used to estimate the factors in the Drake equation 20 . Figure 2 also shows the best-fitting curves of these distribution functions.…”
Section: /11mentioning
confidence: 99%
“…where B(α, β ) denotes the beta function with two free parameters of α and β , and Γ(k) denotes the gamma function with two free parameters of k and λ . These functions were previously used to estimate the factors in the Drake equation 20 . Figure 2 also shows the best-fitting curves of these distribution functions.…”
Section: /11mentioning
confidence: 99%
“…Since the terrestrial extinctions are caused by random events, such as volcanic activities 27 29 , asteroid impacts 30 , superflares of the Sun 31 , 32 , gamma-ray bursts 33 , and so on, it is justified that the terrestrial extinction intensity can be expressed by a log-normal probability distribution as a result of these random multiplicative processes. The ultimate use of a log-normal distribution has precedence in the context of the Drake equation 18 , 20 , 34 .
Figure 2 Histogram of extinction intensity.
…”
Section: Histogram Of the Terrestrial Extinction Historymentioning
confidence: 99%
“…The same fitting procedures were applied to the histogram data using two additional distribution functions: the beta prime distribution function and the gamma distribution function : where denotes the beta function with two free parameters of and , and denotes the gamma function with two free parameters of k and . These functions were previously used to estimate the factors in the Drake equation 20 . Figure 2 also shows the best-fitting curves of these distribution functions.…”
Section: Histogram Of the Terrestrial Extinction Historymentioning
confidence: 99%
“…Hart 1975; Brin 1983; Barlow 2013; Anchordoqui et al 2017; Forgan 2017; Carroll-Nellenback et al 2019; Sotos 2019). There are many propositions aimed at solving this paradox, which make use of statistical (Horvat 2006; Maccone 2015; Solomonides et al 2016) or stochastic approaches (Forgan 2009; Forgan and Rice 2010; Glade et al 2012; Bloetscher 2019). Regarding the Drake equation, analytical interpretations (Prantzos 2013; Smith 2009) or reformulations (Burchell 2006, and references therein) have also been proposed.…”
Section: Introductionmentioning
confidence: 99%
“…The quest for a formal statistical theory has also lead to important progress in the mathematical foundations of SETI. Recently, Bloetscher (2019) considers a Bayesian approach, still motivated by the Drake equation, to estimate the number of civilizations in the Galaxy. To that end, the authors employ Monte Carlo Markov Chains over each factor of the Drake equation, and combine the mean values to reach a probabilistic result.…”
Section: Introductionmentioning
confidence: 99%