Elements of Causal Inference: Foundations and Learning Algorithms

• Towards autonomous learning and optimisation in textile production: data-driven simulation approach for optimiser validation

  2024 Journal of Intelligent Manufacturing article Engineering Digital Transformation in Industry Open access

  4

  citations
• Prognostic impact and causality of age on oncological outcomes in women with endometrial cancer: a multimethod analysis of the randomised PORTEC-1, PORTEC-2, and PORTEC-3 trials

  2024 The Lancet Oncology article Medicine Endometrial and Cervical Cancer Treatments Open access

  36

  citations
• The built-in selection bias of hazard ratios formalized using structural causal models

  2024 Lifetime Data Analysis article Mathematics Advanced Causal Inference Techniques Open access

  8

  citations
• Feature recommendation for structural equation model discovery in process mining

  2022 Progress in Artificial Intelligence article Business, Management and Accounting Business Process Modeling and Analysis Open access

  9

  citations
• Case Level Counterfactual Reasoning in Process Mining

  2021 Lecture notes in business information processing conference-paper Business, Management and Accounting Business Process Modeling and Analysis Open access

  17

  citations
• Das Internet of Production als Fundament der Datenverwertung in der Produktion

  2021 Springer eBooks book-chapter Engineering Digital Transformation in Industry

  4

  citations
• Identifying Causal Structure in Dynamical Systems

  2020 arXiv (Cornell University) preprint Engineering Control Systems and Identification Open access

  2

  citations
• Root Cause Analysis in Process Mining Using Structural Equation Models

  2020 Lecture notes in business information processing conference-paper Business, Management and Accounting Business Process Modeling and Analysis cited by 1 patent

  37

  citations

8 results