Autoencoders for improving quality of process event logs

•Innovative use of autoencoders to reconstruct missing values in event logs.•Focus on anomalous and missing information at the level of event log attributes.•Methods tested on real life and artificial event logs.•Qualitative evaluation of impact on process discovery is also presented.