In the next decade, high energy physicists will use very sophisticated
equipment to record unprecedented amounts of data in the hope of making major
advances in our understanding of particle phenomena. Some of the signals of new
physics will be small, and the use of advanced analysis techniques will be
crucial for optimizing signal to noise ratio. I will discuss new directions in
data analysis and some novel methods that could prove to be particularly
valuable for finding evidence of any new physics, for improving precision
measurements and for exploring parameter spaces of theoretical models.Comment: 5 pages, 1 Figure, Presented at DPF2000. Proceedings of the American
Physical Society DPF2000 Meeting, Columbus, Ohio, to be published in the
International Journal of Modern Physics