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Causal Inference with Deep Counterfactual Regressors for Personalized Treatment Effect Estimation in Online Education Platforms

Prof. Elena Rostova; Dr. Tariq Al-Mansoor; Dr. Mei-Ling Zhou — SciMatic Journal of Data Science and Big Data Analytics (2026)

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APA APA 7th

Rostova, P. E., Al-Mansoor, D. T., & Zhou, D. M. (2026). Causal Inference with Deep Counterfactual Regressors for Personalized Treatment Effect Estimation in Online Education Platforms. SciMatic Journal of Data Science and Big Data Analytics, 1(1), 46-51.

MLA MLA 9th

Rostova, Prof. Elena, et al.. "Causal Inference with Deep Counterfactual Regressors for Personalized Treatment Effect Estimation in Online Education Platforms." SciMatic Journal of Data Science and Big Data Analytics, vol. 1, no. 1, 2026, pp. 46-51.

CHI Chicago

Rostova, Prof. Elena, Dr. Tariq Al-Mansoor, and Dr. Mei-Ling Zhou. "Causal Inference with Deep Counterfactual Regressors for Personalized Treatment Effect Estimation in Online Education Platforms." SciMatic Journal of Data Science and Big Data Analytics 1, no. 1 (2026): 46-51.

HAR Harvard

Rostova, P. E., Al-Mansoor, D. T. & Zhou, D. M. (2026) 'Causal Inference with Deep Counterfactual Regressors for Personalized Treatment Effect Estimation in Online Education Platforms', SciMatic Journal of Data Science and Big Data Analytics, 1(1), pp. 46-51.

IEEE IEEE

P. E. Rostova, D. T. Al-Mansoor, and D. M. Zhou, "Causal Inference with Deep Counterfactual Regressors for Personalized Treatment Effect Estimation in Online Education Platforms," SciMatic Journal of Data Science and Big Data Analytics, vol. 1, no. 1, pp. 46-51, 2026.

VAN Vancouver

Rostova PE, Al-Mansoor DT, Zhou DM. Causal Inference with Deep Counterfactual Regressors for Personalized Treatment Effect Estimation in Online Education Platforms. SciMatic Journal of Data Science and Big Data Analytics. 2026;1(1):46-51.

BIB BibTeX

@article{prof2026,
  title     = {Causal Inference with Deep Counterfactual Regressors for Personalized Treatment Effect Estimation in Online Education Platforms},
  author    = {Prof. Elena Rostova and Dr. Tariq Al-Mansoor and Dr. Mei-Ling Zhou},
  journal   = {SciMatic Journal of Data Science and Big Data Analytics},
  volume    = {1},
  number    = {1},
  pages     = {46-51},
  year      = {2026},
}