7 Publications
2026 | Conference Paper | LibreCat-ID: 65811
Zapata Gonzalez, David Ricardo. “A Step Towards Inherently Interpretable Causal Machine Learning Models For Decision Support.” In ECIS Conference. AIS, 2026.
LibreCat
2026 | Conference Paper | LibreCat-ID: 65815
Zalipski, Kevin, David Ricardo Zapata Gonzalez, and Oliver Müller. “Predicting Heterogeneous Treatment Effects Of Building Energy Saving Retrofits Using Causal Machine Learning,” 2026.
LibreCat
2026 | Journal Article | LibreCat-ID: 65810
Zapata Gonzalez, David Ricardo, Marcel Meyer, Kevin Zalipski, and Oliver Müller. “Temporal Causal Feature Selection for Robust Machine Learning Modelling of Data Center Operations.” Applied Energy 417 (2026). https://doi.org/10.1016/j.apenergy.2026.127984.
LibreCat
| DOI
2025 | Journal Article | LibreCat-ID: 64870
Meyer, Marcel, David Ricardo Zapata Gonzalez, Sascha Benjamin Kaltenpoth, and Oliver Müller. “Benchmarking Time Series Foundation Models for Short-Term Household Electricity Load Forecasting.” IEEE Access 13 (2025): 218141–53. https://doi.org/10.1109/access.2025.3648056.
LibreCat
| DOI
2025 | Conference Paper | LibreCat-ID: 63397 | 
Zapata Gonzalez, David Ricardo, Katharina Brennig, Kay Benkert, Florian Schlosser, and Oliver Müller. “Process Mining for Robust Heat Integration through Process- and Product-Centric Energy Demand Modeling.” In ACM SIGEnergy Energy Informatics Review, 5:19–31. Association for Computing Machinery (ACM), 2025. https://doi.org/10.1145/3777518.3777520.
LibreCat
| DOI
| Download (ext.)
2025 | Conference Paper | LibreCat-ID: 63400 |
Zapata Gonzalez, David Ricardo, Marcel Meyer, and Oliver Müller. “Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study.” In ACM SIGEnergy Energy Informatics Review, 5:4–10. Association for Computing Machinery (ACM), 2025. https://doi.org/10.1145/3757892.3757893.
LibreCat
| DOI
| Download (ext.)
2025 | Conference Paper | LibreCat-ID: 60680
Zapata Gonzalez, David Ricardo, Marcel Meyer, and Oliver Müller. “Bridging the Gap between Data-Driven and Theory-Driven Modelling – Leveraging Causal Machine Learning for Integrative Modelling of Dynamical Systems,” 2025.
LibreCat
| Download (ext.)
Search
Filter Publications
Display / Sort
Export / Embed
7 Publications
2026 | Conference Paper | LibreCat-ID: 65811
Zapata Gonzalez, David Ricardo. “A Step Towards Inherently Interpretable Causal Machine Learning Models For Decision Support.” In ECIS Conference. AIS, 2026.
LibreCat
2026 | Conference Paper | LibreCat-ID: 65815
Zalipski, Kevin, David Ricardo Zapata Gonzalez, and Oliver Müller. “Predicting Heterogeneous Treatment Effects Of Building Energy Saving Retrofits Using Causal Machine Learning,” 2026.
LibreCat
2026 | Journal Article | LibreCat-ID: 65810
Zapata Gonzalez, David Ricardo, Marcel Meyer, Kevin Zalipski, and Oliver Müller. “Temporal Causal Feature Selection for Robust Machine Learning Modelling of Data Center Operations.” Applied Energy 417 (2026). https://doi.org/10.1016/j.apenergy.2026.127984.
LibreCat
| DOI
2025 | Journal Article | LibreCat-ID: 64870
Meyer, Marcel, David Ricardo Zapata Gonzalez, Sascha Benjamin Kaltenpoth, and Oliver Müller. “Benchmarking Time Series Foundation Models for Short-Term Household Electricity Load Forecasting.” IEEE Access 13 (2025): 218141–53. https://doi.org/10.1109/access.2025.3648056.
LibreCat
| DOI
2025 | Conference Paper | LibreCat-ID: 63397 |
Zapata Gonzalez, David Ricardo, Katharina Brennig, Kay Benkert, Florian Schlosser, and Oliver Müller. “Process Mining for Robust Heat Integration through Process- and Product-Centric Energy Demand Modeling.” In ACM SIGEnergy Energy Informatics Review, 5:19–31. Association for Computing Machinery (ACM), 2025. https://doi.org/10.1145/3777518.3777520.
LibreCat
| DOI
| Download (ext.)
2025 | Conference Paper | LibreCat-ID: 63400 |
Zapata Gonzalez, David Ricardo, Marcel Meyer, and Oliver Müller. “Causal Machine Learning Approaches for Modelling Data Center Heat Recovery: A Physical Testbed Study.” In ACM SIGEnergy Energy Informatics Review, 5:4–10. Association for Computing Machinery (ACM), 2025. https://doi.org/10.1145/3757892.3757893.
LibreCat
| DOI
| Download (ext.)
2025 | Conference Paper | LibreCat-ID: 60680
Zapata Gonzalez, David Ricardo, Marcel Meyer, and Oliver Müller. “Bridging the Gap between Data-Driven and Theory-Driven Modelling – Leveraging Causal Machine Learning for Integrative Modelling of Dynamical Systems,” 2025.
LibreCat
| Download (ext.)