3 papers
cs.LG2021
Active WeaSuL: Improving Weak Supervision with Active Learning
Samantha Biegel, Rafah El-Khatib, Luiz Otavio Vilas Boas Oliveira +2
The availability of labelled data is one of the main limitations in machine learning. We can alleviate this using weak supervision: a framework that uses expert-defined rules $\bol…
stat.ME2019
Heterofusion: Fusing genomics data of different measurement scales
Age K. Smilde, Yipeng Song, Johan A. Westerhuis +3
In systems biology, it is becoming increasingly common to measure biochemical entities at different levels of the same biological system. Hence, data fusion problems are abundant i…
stat.ME2018
Generalized simultaneous component analysis of binary and quantitative data
Yipeng Song, Johan A. Westerhuis, Nanne Aben +3
In the current era of systems biological research there is a need for the integrative analysis of binary and quantitative genomics data sets measured on the same objects. One stand…