4 papers
Resolution limits for process comparison from event data
Antony R. Lee, Peter Tiňo, Iain B. Styles
One hospital runs bloods and imaging at the same time. Another runs them one after the other, in either order, equally often. Knowing which actually happened, and how it is recorde…
String Diagrams for Process Mining
Antony R. Lee, Peter Tiňo, Iain B. Styles
Run two process-discovery algorithms on the same event log and they return two different pictures of the same process. Petri nets, causal nets, process trees and BPMN each rely on…
Whole-Genome Phenotype Prediction with Machine Learning: Open Problems in Bacterial Genomics
Tamsin James, Ben Williamson, Peter Tino +1
How can we identify causal genetic mechanisms that govern bacterial traits? Initial efforts entrusting machine learning models to handle the task of predicting phenotype from genot…
A distance function for stochastic matrices
Antony R. Lee, Peter Tino, Iain Bruce Styles
Motivated by information geometry, a distance function on the space of stochastic matrices is advocated. Starting with sequences of Markov chains the Bhattacharyya angle is advocat…