Search Results for author: Chiara Picardi

Found 3 papers, 1 papers with code

Guidance on the Assurance of Machine Learning in Autonomous Systems (AMLAS)

1 code implementation2 Feb 2021 Richard Hawkins, Colin Paterson, Chiara Picardi, Yan Jia, Radu Calinescu, Ibrahim Habli

Machine Learning (ML) is now used in a range of systems with results that are reported to exceed, under certain conditions, human performance.

BIG-bench Machine Learning

Detection and Mitigation of Rare Subclasses in Deep Neural Network Classifiers

no code implementations28 Nov 2019 Colin Paterson, Radu Calinescu, Chiara Picardi

Regions of high-dimensional input spaces that are underrepresented in training datasets reduce machine-learnt classifier performance, and may lead to corner cases and unwanted bias for classifiers used in decision making systems.

Decision Making

Cannot find the paper you are looking for? You can Submit a new open access paper.