Modern methods of analyzing Monte Carlo computer simulations

In the past few years, new approaches to Monte Carlo simulations have produced substantial improvements in the efficiency of both simulation techniques and data analysis. This paper will focus on the recent renewal of interest in histogram methods and the new developments in this field. This approach to data analysis has proven very effective in improving the efficiency and ultimate accuracy of Monte Carlo calculations. The methods will be described along with several new applications.