© 2015 John Wiley & Sons, Ltd. This is the peer reviewed version of the following article: A two-way clustering framework to identify disparities in multimorbidity patterns of mental and physical health conditions among Australians, Statistics in Medicine, 34(26), 3444–3460, 2015 which has been published in final form at http://doi.org/10.1002/sim.6542. This article may be used for non-commercial purposes in accordance with Wiley Terms and Conditions for Self-Archiving (http://olabout.wiley.com/WileyCDA/Section/id-828039.html)