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Explainable AI for Early Dementia Diagnosis: A SHAP-Enhanced Gradient Boosting Model on Longitudinal Neuroimaging Data

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

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APA APA 7th

Rostova, P. E., Al-Mansoor, D. T., & Chen, P. M. (2026). Explainable AI for Early Dementia Diagnosis: A SHAP-Enhanced Gradient Boosting Model on Longitudinal Neuroimaging Data. SciMatic Journal of Data Science and Big Data Analytics, 1(1), 52-58.

MLA MLA 9th

Rostova, Prof. Elena, et al.. "Explainable AI for Early Dementia Diagnosis: A SHAP-Enhanced Gradient Boosting Model on Longitudinal Neuroimaging Data." SciMatic Journal of Data Science and Big Data Analytics, vol. 1, no. 1, 2026, pp. 52-58.

CHI Chicago

Rostova, Prof. Elena, Dr. Tariq Al-Mansoor, and Prof. Mei-Ling Chen. "Explainable AI for Early Dementia Diagnosis: A SHAP-Enhanced Gradient Boosting Model on Longitudinal Neuroimaging Data." SciMatic Journal of Data Science and Big Data Analytics 1, no. 1 (2026): 52-58.

HAR Harvard

Rostova, P. E., Al-Mansoor, D. T. & Chen, P. M. (2026) 'Explainable AI for Early Dementia Diagnosis: A SHAP-Enhanced Gradient Boosting Model on Longitudinal Neuroimaging Data', SciMatic Journal of Data Science and Big Data Analytics, 1(1), pp. 52-58.

IEEE IEEE

P. E. Rostova, D. T. Al-Mansoor, and P. M. Chen, "Explainable AI for Early Dementia Diagnosis: A SHAP-Enhanced Gradient Boosting Model on Longitudinal Neuroimaging Data," SciMatic Journal of Data Science and Big Data Analytics, vol. 1, no. 1, pp. 52-58, 2026.

VAN Vancouver

Rostova PE, Al-Mansoor DT, Chen PM. Explainable AI for Early Dementia Diagnosis: A SHAP-Enhanced Gradient Boosting Model on Longitudinal Neuroimaging Data. SciMatic Journal of Data Science and Big Data Analytics. 2026;1(1):52-58.

BIB BibTeX

@article{prof2026,
  title     = {Explainable AI for Early Dementia Diagnosis: A SHAP-Enhanced Gradient Boosting Model on Longitudinal Neuroimaging Data},
  author    = {Prof. Elena Rostova and Dr. Tariq Al-Mansoor and Prof. Mei-Ling Chen},
  journal   = {SciMatic Journal of Data Science and Big Data Analytics},
  volume    = {1},
  number    = {1},
  pages     = {52-58},
  year      = {2026},
}