We describe Fibres of Failure (FIFA), a method to classify failure modes of predictive processes using the MAPPER algorithm from Topological Data Analysis. Our method uses MAPPER to build a graph model of input data stratified by prediction error. Groupings found in high-error regions of the MAPPER model then provide distinct failure modes of the predictive process. We demonstrate FIFA on miscl...
