Hybrid Modeling in Process Industries

• A hybrid modeling framework for generalizable and interpretable predictions of ICU mortality across multiple hospitals

  2024 Scientific Reports article Computer Science Machine Learning in Healthcare Open access

  8

  citations
• A Hybrid Modeling Framework for Generalizable and Interpretable Predictions of ICU Mortality: Leveraging ICD Codes in a Multi-Hospital Study of Mechanically Ventilated Influenza Patients

  2023 Research Square preprint Computer Science Machine Learning in Healthcare Open access

  2

  citations
• The use of predictive models to develop chromatography-based purification processes

  2022 Frontiers in Bioengineering and Biotechnology article Biochemistry, Genetics and Molecular Biology Protein purification and stability Open access

  51

  citations
• HybridML: Open source platform for hybrid modeling

  2022 Computers & Chemical Engineering article Computer Science Modeling and Simulation Systems Open access

  30

  citations
• Hybrid Modelling in Production: Approach and Evaluation

  2021 Lecture notes in production engineering conference-paper Engineering Digital Transformation in Industry

  1

  citations
• Deterministic global optimization with Gaussian processes embedded

  2021 Mathematical Programming Computation article Mathematics Advanced Optimization Algorithms Research Open access

  47

  citations
• Obey validity limits of data-driven models through topological data analysis and one-class classification

  2021 Optimization and Engineering article Mathematics Advanced Optimization Algorithms Research Open access

  57

  citations
• Global Optimization of Gaussian processes

  2020 arXiv (Cornell University) preprint Mathematics Advanced Optimization Algorithms Research Open access

  5

  citations

8 results