758 citations · 2.1k across the 52 of their papers we have counts for
4 papers · 1 filter
Predicting Bearings' Degradation Stages for Predictive Maintenance in the Pharmaceutical Industry
Dovile Juodelyte, Veronika Cheplygina, Therese Graversen +1
In the pharmaceutical industry, the maintenance of production machines must be audited by the regulator. In this context, the problem of predictive maintenance is not when to maint…
On Classification with Bags, Groups and Sets
Veronika Cheplygina, David M. J. Tax, Marco Loog
Many classification problems can be difficult to formulate directly in terms of the traditional supervised setting, where both training and test samples are individual feature vect…
Dissimilarity-based Ensembles for Multiple Instance Learning
Veronika Cheplygina, David M. J. Tax, Marco Loog
In multiple instance learning, objects are sets (bags) of feature vectors (instances) rather than individual feature vectors. In this paper we address the problem of how these bags…
Multiple Instance Learning with Bag Dissimilarities
Veronika Cheplygina, David M. J. Tax, Marco Loog
Multiple instance learning (MIL) is concerned with learning from sets (bags) of objects (instances), where the individual instance labels are ambiguous. In this setting, supervised…