A review on machine learning principles for multi-view biological data integration

• Imputation of missing values in multi-view data

  2024 Information Fusion article Mathematics Statistical Methods and Bayesian Inference Open access cited by 1 patent

  17

  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
• Percolate: An Exponential Family JIVE Model to Design DNA-Based Predictors of Drug Response

  2023 Lecture notes in computer science conference-paper Biochemistry, Genetics and Molecular Biology Gene expression and cancer classification Open access

  2

  citations
• Percolate: an exponential family JIVE model to design DNA-based predictors of drug response

  2022 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology Gene expression and cancer classification Open access

  1

  citations
• Analyzing Hierarchical Multi-View MRI Data With StaPLR: An Application to Alzheimer's Disease Classification

  2022 Frontiers in Neuroscience article Medicine Dementia and Cognitive Impairment Research Open access

  5

  citations
• Predicting patient response with models trained on cell lines and patient-derived xenografts by nonlinear transfer learning

  2021 Proceedings of the National Academy of Sciences article Computer Science Computational Drug Discovery Methods Open access

  42

  citations
• Predicting clinical drug response from model systems by non-linear subspace-based transfer learning

  2020 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science Computational Drug Discovery Methods Open access

  9

  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

8 results