117 citations · 323 across the 20 of their papers we have counts for
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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…
The Extended Dawid-Skene Model: Fusing Information from Multiple Data Schemas
Michael P. J. Camilleri, Christopher K. I. Williams
While label fusion from multiple noisy annotations is a well understood concept in data wrangling (tackled for example by the Dawid-Skene (DS) model), we consider the extended prob…
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…