---
_id: '65815'
author:
- first_name: Kevin
  full_name: Zalipski, Kevin
  id: '62222'
  last_name: Zalipski
- first_name: David Ricardo
  full_name: Zapata Gonzalez, David Ricardo
  id: '105506'
  last_name: Zapata Gonzalez
- first_name: Oliver
  full_name: Müller, Oliver
  id: '72849'
  last_name: Müller
citation:
  ama: 'Zalipski K, Zapata Gonzalez DR, Müller O. Predicting Heterogeneous Treatment
    Effects Of Building Energy Saving Retrofits Using Causal Machine Learning. In:
    ; 2026.'
  apa: Zalipski, K., Zapata Gonzalez, D. R., &#38; Müller, O. (2026). <i>Predicting
    Heterogeneous Treatment Effects Of Building Energy Saving Retrofits Using Causal
    Machine Learning</i>.
  bibtex: '@inproceedings{Zalipski_Zapata Gonzalez_Müller_2026, title={Predicting
    Heterogeneous Treatment Effects Of Building Energy Saving Retrofits Using Causal
    Machine Learning}, author={Zalipski, Kevin and Zapata Gonzalez, David Ricardo
    and Müller, Oliver}, year={2026} }'
  chicago: Zalipski, Kevin, David Ricardo Zapata Gonzalez, and Oliver Müller. “Predicting
    Heterogeneous Treatment Effects Of Building Energy Saving Retrofits Using Causal
    Machine Learning,” 2026.
  ieee: K. Zalipski, D. R. Zapata Gonzalez, and O. Müller, “Predicting Heterogeneous
    Treatment Effects Of Building Energy Saving Retrofits Using Causal Machine Learning,”
    2026.
  mla: Zalipski, Kevin, et al. <i>Predicting Heterogeneous Treatment Effects Of Building
    Energy Saving Retrofits Using Causal Machine Learning</i>. 2026.
  short: 'K. Zalipski, D.R. Zapata Gonzalez, O. Müller, in: 2026.'
date_created: 2026-06-09T09:16:41Z
date_updated: 2026-06-09T09:20:07Z
language:
- iso: eng
status: public
title: Predicting Heterogeneous Treatment Effects Of Building Energy Saving Retrofits
  Using Causal Machine Learning
type: conference
user_id: '62222'
year: '2026'
...
---
_id: '65810'
article_number: '127984'
author:
- first_name: David Ricardo
  full_name: Zapata Gonzalez, David Ricardo
  id: '105506'
  last_name: Zapata Gonzalez
- first_name: Marcel
  full_name: Meyer, Marcel
  id: '105120'
  last_name: Meyer
  orcid: ' 0009-0005-9136-8525'
- first_name: Kevin
  full_name: Zalipski, Kevin
  id: '62222'
  last_name: Zalipski
- first_name: Oliver
  full_name: Müller, Oliver
  id: '72849'
  last_name: Müller
citation:
  ama: Zapata Gonzalez DR, Meyer M, Zalipski K, Müller O. Temporal causal feature
    selection for robust machine learning modelling of data center operations. <i>Applied
    Energy</i>. 2026;417. doi:<a href="https://doi.org/10.1016/j.apenergy.2026.127984">10.1016/j.apenergy.2026.127984</a>
  apa: Zapata Gonzalez, D. R., Meyer, M., Zalipski, K., &#38; Müller, O. (2026). Temporal
    causal feature selection for robust machine learning modelling of data center
    operations. <i>Applied Energy</i>, <i>417</i>, Article 127984. <a href="https://doi.org/10.1016/j.apenergy.2026.127984">https://doi.org/10.1016/j.apenergy.2026.127984</a>
  bibtex: '@article{Zapata Gonzalez_Meyer_Zalipski_Müller_2026, title={Temporal causal
    feature selection for robust machine learning modelling of data center operations},
    volume={417}, DOI={<a href="https://doi.org/10.1016/j.apenergy.2026.127984">10.1016/j.apenergy.2026.127984</a>},
    number={127984}, journal={Applied Energy}, publisher={Elsevier BV}, author={Zapata
    Gonzalez, David Ricardo and Meyer, Marcel and Zalipski, Kevin and Müller, Oliver},
    year={2026} }'
  chicago: Zapata Gonzalez, David Ricardo, Marcel Meyer, Kevin Zalipski, and Oliver
    Müller. “Temporal Causal Feature Selection for Robust Machine Learning Modelling
    of Data Center Operations.” <i>Applied Energy</i> 417 (2026). <a href="https://doi.org/10.1016/j.apenergy.2026.127984">https://doi.org/10.1016/j.apenergy.2026.127984</a>.
  ieee: 'D. R. Zapata Gonzalez, M. Meyer, K. Zalipski, and O. Müller, “Temporal causal
    feature selection for robust machine learning modelling of data center operations,”
    <i>Applied Energy</i>, vol. 417, Art. no. 127984, 2026, doi: <a href="https://doi.org/10.1016/j.apenergy.2026.127984">10.1016/j.apenergy.2026.127984</a>.'
  mla: Zapata Gonzalez, David Ricardo, et al. “Temporal Causal Feature Selection for
    Robust Machine Learning Modelling of Data Center Operations.” <i>Applied Energy</i>,
    vol. 417, 127984, Elsevier BV, 2026, doi:<a href="https://doi.org/10.1016/j.apenergy.2026.127984">10.1016/j.apenergy.2026.127984</a>.
  short: D.R. Zapata Gonzalez, M. Meyer, K. Zalipski, O. Müller, Applied Energy 417
    (2026).
date_created: 2026-06-09T07:14:48Z
date_updated: 2026-09-01T11:17:24Z
department:
- _id: '196'
doi: 10.1016/j.apenergy.2026.127984
intvolume: '       417'
language:
- iso: eng
project:
- _id: '824'
  name: DC2HEAT - Data Centre HEat Recovery with AI-Technologies
publication: Applied Energy
publication_identifier:
  issn:
  - 0306-2619
publication_status: published
publisher: Elsevier BV
status: public
title: Temporal causal feature selection for robust machine learning modelling of
  data center operations
type: journal_article
user_id: '105120'
volume: 417
year: '2026'
...
---
_id: '66903'
author:
- first_name: Marcel
  full_name: Meyer, Marcel
  id: '105120'
  last_name: Meyer
  orcid: ' 0009-0005-9136-8525'
- first_name: Sascha Benjamin
  full_name: Kaltenpoth, Sascha Benjamin
  id: '50640'
  last_name: Kaltenpoth
- first_name: Henrik
  full_name: Albers, Henrik
  id: '57403'
  last_name: Albers
  orcid: https://orcid.org/0009-0004-8388-619X
- first_name: Kevin
  full_name: Zalipski, Kevin
  id: '62222'
  last_name: Zalipski
- first_name: Oliver
  full_name: Müller, Oliver
  id: '72849'
  last_name: Müller
citation:
  ama: 'Meyer M, Kaltenpoth SB, Albers H, Zalipski K, Müller O. TS-Arena -- A Live
    Forecast Pre-Registration Platform. In: <i>Proceedings of the 32nd ACM SIGKDD
    Conference on Knowledge Discovery and Data Mining V.2</i>. ACM; 2026. doi:<a href="https://doi.org/10.1145/3770855.3817515">10.1145/3770855.3817515</a>'
  apa: Meyer, M., Kaltenpoth, S. B., Albers, H., Zalipski, K., &#38; Müller, O. (2026).
    TS-Arena -- A Live Forecast Pre-Registration Platform. <i>Proceedings of the 32nd
    ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2</i>. <a href="https://doi.org/10.1145/3770855.3817515">https://doi.org/10.1145/3770855.3817515</a>
  bibtex: '@inproceedings{Meyer_Kaltenpoth_Albers_Zalipski_Müller_2026, title={TS-Arena
    -- A Live Forecast Pre-Registration Platform}, DOI={<a href="https://doi.org/10.1145/3770855.3817515">10.1145/3770855.3817515</a>},
    booktitle={Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery
    and Data Mining V.2}, publisher={ACM}, author={Meyer, Marcel and Kaltenpoth, Sascha
    Benjamin and Albers, Henrik and Zalipski, Kevin and Müller, Oliver}, year={2026}
    }'
  chicago: Meyer, Marcel, Sascha Benjamin Kaltenpoth, Henrik Albers, Kevin Zalipski,
    and Oliver Müller. “TS-Arena -- A Live Forecast Pre-Registration Platform.” In
    <i>Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data
    Mining V.2</i>. ACM, 2026. <a href="https://doi.org/10.1145/3770855.3817515">https://doi.org/10.1145/3770855.3817515</a>.
  ieee: 'M. Meyer, S. B. Kaltenpoth, H. Albers, K. Zalipski, and O. Müller, “TS-Arena
    -- A Live Forecast Pre-Registration Platform,” 2026, doi: <a href="https://doi.org/10.1145/3770855.3817515">10.1145/3770855.3817515</a>.'
  mla: Meyer, Marcel, et al. “TS-Arena -- A Live Forecast Pre-Registration Platform.”
    <i>Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data
    Mining V.2</i>, ACM, 2026, doi:<a href="https://doi.org/10.1145/3770855.3817515">10.1145/3770855.3817515</a>.
  short: 'M. Meyer, S.B. Kaltenpoth, H. Albers, K. Zalipski, O. Müller, in: Proceedings
    of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2,
    ACM, 2026.'
date_created: 2026-09-01T09:46:25Z
date_updated: 2026-09-01T13:09:27Z
department:
- _id: '196'
doi: 10.1145/3770855.3817515
language:
- iso: eng
project:
- _id: '824'
  name: DC2HEAT - Data Centre HEat Recovery with AI-Technologies
publication: Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery
  and Data Mining V.2
publication_status: published
publisher: ACM
status: public
title: TS-Arena -- A Live Forecast Pre-Registration Platform
type: conference
user_id: '105120'
year: '2026'
...