Statistical Learning with Sparsity

• Sparse constrained and unconstrained non-symmetric correspondence analysis

  2025 Advances in Data Analysis and Classification article Mathematics Statistical Methods and Inference Open access

  3

  citations
• View selection in multi-view stacking: choosing the meta-learner

  2024 Advances in Data Analysis and Classification article Mathematics Statistical Methods and Inference Open access

  9

  citations
• Simultaneous factors selection and fusion of their levels in penalized logistic regression

  2024 Electronic Journal of Statistics article Mathematics Statistical Methods and Inference Open access

  1

  citations
• Proteomic Prediction of Incident Heart Failure and Its Main Subtypes

  2023 European Journal of Heart Failure article Medicine Heart Failure Treatment and Management Open access

  18

  citations
• A step towards understanding why classification helps regression

  2023 IEEE/CVF International Conference on Computer Vision (ICCV) conference-paper Computer Science Advanced Neural Network Applications

  10

  citations
• A sparse regression approach for populating dark matter haloes and subhaloes with galaxies

  2022 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  2

  citations
• Foundations of Machine Learning-Based Clinical Prediction Modeling: Part I—Introduction and General Principles

  2021 Acta neurochirurgica. Supplementum book-chapter Health Professions Artificial Intelligence in Healthcare

  13

  citations
• Dimensionality Reduction: Foundations and Applications in Clinical Neuroscience

  2021 Acta neurochirurgica. Supplementum book-chapter Neuroscience Functional Brain Connectivity Studies

  2

  citations
• A sparse regression approach to modelling the relation between galaxy stellar masses and their host haloes

  2021 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

  8

  citations
• Patterns of autism symptoms: hidden structure in the ADOS and ADI-R instruments

  2020 Translational Psychiatry article Neuroscience Autism Spectrum Disorder Research Open access

  35

  citations
• Finding the needle in a high-dimensional haystack: Canonical correlation analysis for neuroscientists

  2020 NeuroImage article Mathematics Statistical Methods and Applications Open access

  273

  citations
• Stacked penalized logistic regression for selecting views in multi-view learning

  2020 Information Fusion article Mathematics Statistical Methods and Inference Open access

  27

  citations
• Multi‐scale network regression for brain‐phenotype associations

  2020 Human Brain Mapping article Neuroscience Functional Brain Connectivity Studies Open access

  29

  citations

13 results