An annual JCR impact factor calculation based on Bayesian credibility formulas |
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Authors: | Patricia Pérez-Hornero José Pablo Arias-Nicolás Antonio A Pulgarín Antonio Pulgarín |
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Institution: | 1. University of Extremadura, 10071 Cáceres, Spain;2. Department of Mathematics, University of Extremadura, 10071 Cáceres, Spain;3. Department of Information and Communication, University of Extremadura, 06071 Badajoz, Spain |
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Abstract: | Our aim deals with appraising the annual impact calculation of journals belonging to the JCR, in terms of the expected citation (with or without selfcitations) by published paper in a range of k-years. A Bayesian approach to the problem, should reflect not only the current prestige of a journal, but also taking into account its recent trajectory. In this wide context, credibility theory becomes an adequate mechanism deciding whether journal's impact factor calculation to be more or less plausible. Under prior belief that journal quality is determined by its impact factor, we model the citation-quality process by choosing a conjugated family of the exponential class in order to obtain a net impact credibility formula. Proposed weighting schema produces the effect of smoothing out any sudden increases or decreases in the year-by-year impact factor. |
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