Structural Positional Encoding for knowledge integration in transformer-based medical process monitoring

arXiv:2403.08836v1 Announce Type: new
Abstract: Predictive process monitoring is a process mining task aimed at forecasting information about a running process trace, such as the most correct next activity to be executed. In medical domains, predictive process monitoring can provide valuable decision support in atypical and nontrivial situations. Decision support and quality assessment in medicine cannot ignore domain knowledge, in order to be grounded on all the available information (which is not limited to data) and to be really acceptable …

abstract arxiv cs.ai cs.lg decision decision support domains encoding forecasting information integration knowledge medical mining monitoring next positional encoding predictive process process mining running support transformer type