ICA and Supervised ICA

• Beckmann CF, Smith SM.
  Probabilistic independent component analysis for functional magnetic resonance imaging.
  2004, doi: 10.1109/TMI.2003.822821
• Gong W, Bai S, Zheng Y‐Q, Smith SM, Beckmann CF.
  Supervised phenotype discovery from multimodal brain imaging.
  2022, doi: 10.1109/TMI.2022.3218720

Genomic ICA

• Oblong LM, Soheili-Nezhad S, Trevisan N, Shi Y, Beckmann CF, Sprooten E.
  Principal and independent genomic components of brain structure and function.
  2024, doi: 10.1111/gbb.12876

Normative modeling

• Rutherford S, Kia SM, Wolfers T, Fraza C, Zabihi M, Dinga R, Berthet P, Worker A, Verdi S, Ruhe HG, Beckmann CF, Marquand AF.
  The normative modeling framework for computational psychiatry.
  2022, doi: 10.1038/s41596-022-00696-5
• Marquand AF, Rezek I, Buitelaar J, Beckmann CF.
  Understanding Heterogeneity in Clinical Cohorts Using Normative Models: Beyond Case-Control Studies.
  2016, doi: 10.1016/j.biopsych.2015.12.023