Abstract
I discuss optimized data analysis and Monte Carlo methods. Reweighting methods are discussed through examples, such as Lee-Yang zeroes in the Ising model and the absence of deconfinement in QCD. Reweighted data analysis and multihistogramming are also discussed. I introduce simulated tempering, and, as an example, its application to the random field Ising model. I illustrate parallel tempering, and discuss some crucial technical details such as thermalization and volume scaling. I give a general perspective by discussing umbrella methods and the multicanonical approach.
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Marinari, E. (1998). Optimized monte carlo methods. In: Kertész, J., Kondor, I. (eds) Advances in Computer Simulation. Lecture Notes in Physics, vol 501. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0105459
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DOI: https://doi.org/10.1007/BFb0105459
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