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Beyond predictions: alignment between prior knowledge and machine learning for human-centric augmented intelligence

Research output: Thesis › Doctoral thesis

Authors

  • Xia Chen

Research Organisations

1 - 7 out of 7Page size: 20
Order:

Publications

  1. 2024

  2. Published

    Machine learning in proton exchange membrane water electrolysis: A knowledge-integrated framework

    Chen, X., Rex, A., Woelke, J., Eckert, C., Bensmann, B., Hanke-Rauschenbach, R. & Geyer, P., 1 Oct 2024, In: Applied energy. 371, 15 p., 123550.

    Research output: Contribution to journal › Article › Research › peer review

  3. Published

    Utilizing domain knowledge: Robust machine learning for building energy performance prediction with small, inconsistent datasets

    Chen, X., Singh, M. M. & Geyer, P., 21 Jun 2024, In: Knowledge-based systems. 294, 10 p., 111774.

    Research output: Contribution to journal › Article › Research › peer review

  4. Published

    Using causal inference to avoid fallouts in data-driven parametric analysis: A case study in the architecture, engineering, and construction industry

    Chen, X., Sun, R., Saluz, U., Schiavon, S. & Geyer, P., Mar 2024, In: Developments in the Built Environment. 17, 12 p., 100296.

    Research output: Contribution to journal › Article › Research › peer review

  5. Published

    Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX

    Chen, X., Teng, X., Chen, H., Pan, Y. & Geyer, P., Jan 2024, In: Biomedical Signal Processing and Control. 87, 105475.

    Research output: Contribution to journal › Article › Research › peer review

  6. 2022

  7. Published

    Introducing causal inference in the energy-efficient building design process

    Chen, X., Abualdenien, J., Mahan Singh, M., Borrmann, A. & Geyer, P., 15 Dec 2022, In: Energy and Buildings. 277, 14 p., 112583.

    Research output: Contribution to journal › Article › Research › peer review

  8. Published

    A hybrid-model forecasting framework for reducing the building energy performance gap

    Chen, X., Guo, T., Kriegel, M. & Geyer, P., Apr 2022, In: Advanced engineering informatics. 52, 101627.

    Research output: Contribution to journal › Article › Research › peer review

  9. External

    Machine assistance in energy-efficient building design: A predictive framework toward dynamic interaction with human decision-making under uncertainty

    Chen, X. & Geyer, P., 1 Feb 2022, In: Applied energy. 307, 118240.

    Research output: Contribution to journal › Article › Research › peer review