Statistics and Computing Ser.: Mixed-Effects Models in S and S-PLUS by Douglas M. Bates and José Pinheiro (2009, Trade Paperback)
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Much emphasis is placed on the use of graphical displays at the various phases of the modelbuilding process, starting with exploratory plots of the data and concluding with diagnostic plots to assess the adequacy of a fitted model.