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math.ST2014★ 107 cited
CAPRI: Efficient Inference of Cancer Progression Models from Cross-sectional Data
Daniele Ramazzotti, Giulio Caravagna, Loes Olde Loohuis +5
We devise a novel inference algorithm to effectively solve the cancer progression model reconstruction problem. Our empirical analysis of the accuracy and convergence rate of our a…
math.ST2013★ 72 cited
Inferring tree causal models of cancer progression with probability raising
Loes Olde Loohuis, Giulio Caravagna, Alex Graudenzi +4
Existing techniques to reconstruct tree models of progression for accumulative processes, such as cancer, seek to estimate causation by combining correlation and a frequentist noti…