Leveraging Clinical Data to Enhance Localization of Brain Atrophy. - João M. Monteiro; Anil Rao; John Ashburner; John Shawe-Taylor; Janaina Mourão Miranda (MLINI@NIPS, 2014)

Multivariate Effect Ranking via Adaptive Sparse PLS. - Joao M. Monteiro; Anil Rao; John Ashburner; John Shawe-Taylor; Janaina Mourão Miranda (PRNI, 2015)

A Comparison of Strategies for Incorporating Nuisance Variables into Predictive Neuroimaging Models. - Anil Rao; Joao M. Monteiro; John Ashburner; Liana Catarina Lima Portugal; Orlando Fernandes Junior; Leticia de Oliveira; Mirtes Pereira; Janaina Mourão Miranda (PRNI, 2015)

A multimodal multiple kernel learning approach to Alzheimer's disease detection. - Michele Donini; João M. Monteiro; Massimiliano Pontil; John Shawe-Taylor; Janaina Mourão Miranda (MLSP, 2016)

Prediction of clinical scores from neuroimaging data with censored likelihood gaussian processes. - Anil Rao; João M. Monteiro; Janaina Mourão Miranda (PRNI, 2016)

Predictive modelling using neuroimaging data in the presence of confounds. - Anil Rao; João M. Monteiro; Janaina Mourão Miranda; Alzheimer's Disease Neuroimaging Initiative (NeuroImage, 2017)

HealthTalks - A Mobile App to Improve Health Communication and Personal Information Management. - João M. Monteiro; Carla Teixeira Lopes (CHIIR, 2018)

Prototyping and Programming a Multipurpose Educational Mobile Robot - NaSSIE. - Vítor H. Pinto; João M. Monteiro; José Gonçalves 001; Paulo Costa 001 (RiE, 2018)

A Tutorial on Canonical Correlation Methods. - Viivi Uurtio; João M. Monteiro; Jaz S. Kandola; John Shawe-Taylor; Delmiro Fernandez-Reyes; Juho Rousu (ACM Comput. Surv., 2018)

Embedding Anatomical or Functional Knowledge in Whole-Brain Multiple Kernel Learning Models. - Jessica Schrouff; João M. Monteiro; Liana Catarina Lima Portugal; Maria João Duarte Rosa; Christophe Phillips; Janaina Mourão Miranda (Neuroinformatics, 2018)

Combining heterogeneous data sources for neuroimaging based diagnosis: re-weighting and selecting what is important. - Michele Donini; João M. Monteiro; Massimiliano Pontil; Tim Hahn; Andreas J. Fallgatter; John Shawe-Taylor; Janaina Mourão Miranda (NeuroImage, 2019)

Extracting Relational Explanations From Deep Neural Networks: A Survey From a Neural-Symbolic Perspective. - Joseph Townsend; Thomas Chaton; João M. Monteiro (IEEE Trans. Neural Networks Learn. Syst., 2020)