I will discuss novel algorithmic, combinatorial and correlational tools for the analysis of complex natural systems. A pair of illustrative but widely divergent applications will be described. Despite huge differences in data acquisition methodologies, the algorithmic missions for both problems are similar, and help to highlight the rich interplay between data quality and effective computation.
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