Explaining prediction models and individual predictions with feature contributions

• Transfer Learning and Machine Learning for Training Five-Year Survival Prognostic Models in Early Breast Cancer: Development and Validation Study

  2026 Journal of Medical Internet Research article Biochemistry, Genetics and Molecular Biology Breast Cancer Treatment Studies Open access

  0

  citations
• Detecting underdetermination in parameterized quantum circuits

  2025 Machine Learning Science and Technology article Computer Science Quantum Computing Algorithms and Architecture Open access

  0

  citations
• Variation in wood density across South American tropical forests

  2025 Nature Communications article Environmental Science Forest ecology and management Open access

  17

  citations
• Machine-Learning-Enhanced Measuring of Multidimensional Energy Poverty: Insights from a Pilot Survey in Portugal and Denmark

  2025 SSRN Electronic Journal preprint Environmental Science Energy and Environment Impacts Open access

  3

  citations
• Prediction of gastrointestinal bleeding hospitalization risk in hemodialysis using machine learning

  2024 BMC Nephrology article Medicine Gastrointestinal Bleeding Diagnosis and Treatment Open access

  10

  citations
• Deconstructing the geography of human impacts on species’ natural distribution

  2024 Nature Communications article Environmental Science Species Distribution and Climate Change Open access

  28

  citations
• COOD: Combined out-of-distribution detection using multiple measures for anomaly & novel class detection in large-scale hierarchical classification

  2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) conference-paper Computer Science Adversarial Robustness in Machine Learning Open access

  5

  citations
• Shadow distributions: Deconstructing the geography of human impacts on species' natural distribution

  2023 Research Square preprint Environmental Science Species Distribution and Climate Change Open access

  1

  citations
• Prediction of Gastrointestinal Bleeding Hospitalization in Hemodialysis

  2023 medRxiv preprint Medicine Gastrointestinal Bleeding Diagnosis and Treatment Open access

  1

  citations
• Interpretation Framework of Predictive Quality Models for Process- and Product-oriented Decision Support

  2023 Procedia CIRP article Computer Science Explainable Artificial Intelligence (XAI) Open access

  11

  citations
• Scalable Concept Extraction in Industry 4.0

  2023 Communications in computer and information science conference-paper Computer Science Explainable Artificial Intelligence (XAI)

  6

  citations
• Global relationships in tree functional traits

  2022 Nature Communications article Environmental Science Ecology and Vegetation Dynamics Studies Open access

  146

  citations
• Euclidpreparation – XXIII. Derivation of galaxy physical properties with deep machine learning using mock fluxes andH-band images

  2022 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  42

  citations
• Polyconvex anisotropic hyperelasticity with neural networks

  2021 Journal of the Mechanics and Physics of Solids article Engineering Elasticity and Material Modeling Open access

  238

  citations
• Ancestry-associated transcriptomic profiles of breast cancer in patients of African, Arab, and European ancestry

  2021 npj Breast Cancer article Biochemistry, Genetics and Molecular Biology Breast Cancer Treatment Studies Open access

  45

  citations
• Explaining predictive models using Shapley values and non-parametric vine copulas

  2021 Dependence Modeling article Computer Science Explainable Artificial Intelligence (XAI) Open access

  22

  citations

16 results