117 citations · 323 across the 20 of their papers we have counts for
3 papers · 2 filters
Customizing Sequence Generation with Multi-Task Dynamical Systems
Alex Bird, Christopher K. I. Williams
Dynamical system models (including RNNs) often lack the ability to adapt the sequence generation or prediction to a given context, limiting their real-world application. In this pa…
Robust Variational Autoencoders for Outlier Detection and Repair of Mixed-Type Data
Simão Eduardo, Alfredo Nazábal, Christopher K. I. Williams +1
We focus on the problem of unsupervised cell outlier detection and repair in mixed-type tabular data. Traditional methods are concerned only with detecting which rows in the datase…
Multi-Task Time Series Analysis applied to Drug Response Modelling
Alex Bird, Christopher K. I. Williams, Christopher Hawthorne
Time series models such as dynamical systems are frequently fitted to a cohort of data, ignoring variation between individual entities such as patients. In this paper we show how t…