Search Results for author: Sandra Zilker

Found 3 papers, 3 papers with code

GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraints

2 code implementations19 Apr 2022 Patrick Zschech, Sven Weinzierl, Nico Hambauer, Sandra Zilker, Mathias Kraus

The number of information systems (IS) studies dealing with explainable artificial intelligence (XAI) is currently exploding as the field demands more transparency about the internal decision logic of machine learning (ML) models.

Additive models Explainable artificial intelligence +2

Prescriptive Business Process Monitoring for Recommending Next Best Actions

1 code implementation19 Aug 2020 Sven Weinzierl, Sebastian Dunzer, Sandra Zilker, Martin Matzner

We present a PrBPM technique that transforms the next most likely activities into the next best actions regarding a given KPI.

Activity Prediction

XNAP: Making LSTM-based Next Activity Predictions Explainable by Using LRP

1 code implementation18 Aug 2020 Sven Weinzierl, Sandra Zilker, Jens Brunk, Kate Revoredo, Martin Matzner, Jörg Becker

PBPM techniques aim to improve process performance by providing predictions to process analysts, supporting them in their decision making.

Activity Prediction Decision Making +1

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