15 citations · 17 across the 3 of their papers we have counts for
3 papers
Maximum Margin Interval Trees
Alexandre Drouin, Toby Dylan Hocking, François Laviolette
Learning a regression function using censored or interval-valued output data is an important problem in fields such as genomics and medicine. The goal is to learn a real-valued pre…
A log-linear time algorithm for constrained changepoint detection
Toby Dylan Hocking, Guillem Rigaill, Paul Fearnhead +1
Changepoint detection is a central problem in time series and genomic data. For some applications, it is natural to impose constraints on the directions of changes. One example is…
PeakSegJoint: fast supervised peak detection via joint segmentation of multiple count data samples
Toby Dylan Hocking, Guillaume Bourque
Joint peak detection is a central problem when comparing samples in genomic data analysis, but current algorithms for this task are unsupervised and limited to at most 2 sample typ…