There is a 67 page review from last year, <A HREF="http://arxiv.org/abs/1404.5886">Log-concavity and strong log-concavity: a review</A>, A. Saumard, J.A. Wellner (2014): > We review and formulate results concerning log-concavity and > strong-log-concavity in both discrete and continuous settings. We show > how preservation of log-concavity and strongly log-concavity on $\mathbb{R}$ > under convolution follows from a fundamental monotonicity result of > Efron (1969). We provide a new proof of Efron’s theorem using the > recent asymmetric Brascamp-Lieb inequality due to Otto and Menz > (2013). Along the way we review connections between log-concavity and > other areas of mathematics and statistics, including concentration of > measure, log-Sobolev inequalities, convex geometry, MCMC algorithms, > Laplace approximations, and machine learning. ... and here are a whole bunch of older references: 1. <A HREF="http://link.springer.com/content/pdf/10.1007/BF02243398.pdf">A universal generator for discrete log-concave distributions,</A> W Hörmann (1994). 2. <A HREF="http://epub.wu.ac.at/1756/1/document.pdf">A simple universal generator for continuous and discrete univariate T-concave distributions,</A> J. Leydold (2001). 3. <A HREF="http://arxiv.org/abs/math/0502548">Preservation of log-concavity on summation</A>, O. Johnson, C. Goldschmidt (2005). 3. <A HREF="http://arxiv.org/abs/math/0603647">Log-concavity and the maximum entropy property of the Poisson distribution,</A> O. Johnson (2006). 4. <A HREF="http://arxiv.org/abs/0805.4112">On the entropy and log-concavity of compound Poisson measures,</A> O. Johnson, I. Kontoyiannis, M. Madiman (2008). 5. <A HREF="http://arxiv.org/abs/0912.0581">Log-concavity, ultra-log-concavity, and a maximum entropy property of discrete compound Poisson measures,</A> O. Johnson, I. Kontoyiannis, M. Madiman (2009). 6. <A HREF="https://www.stat.washington.edu/research/reports/2012/tr600.pdf">Strong log-concavity is preserved by convolution,</A> J.A. Wellner (2010). 7. <A HREF="http://arxiv.org/abs/1107.3904">Asymptotics of the discrete log‐concave maximum likelihood estimator and related applications,</A> F. Balabdaoui, H. Jankowski, K. Rufibach, M. Pavlides, (2011).