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Clinica: An Open-Source Software Platform for Reproducible Clinical Neuroscience Studies.
Routier A, Burgos N, Díaz M, Bacci M, Bottani S, El-Rifai O, Fontanella S, Gori P, Guillon J, Guyot A, Hassanaly R, Jacquemont T, Lu P, Marcoux A, Moreau T, Samper-González J, Teichmann M, Thibeau-Sutre E, Vaillant G, Wen J, Wild A, Habert MO, Durrleman S, Colliot O. Routier A, et al. Among authors: thibeau sutre e. Front Neuroinform. 2021 Aug 13;15:689675. doi: 10.3389/fninf.2021.689675. eCollection 2021. Front Neuroinform. 2021. PMID: 34483871 Free PMC article.
Convolutional neural networks for classification of Alzheimer's disease: Overview and reproducible evaluation.
Wen J, Thibeau-Sutre E, Diaz-Melo M, Samper-González J, Routier A, Bottani S, Dormont D, Durrleman S, Burgos N, Colliot O; Alzheimer's Disease Neuroimaging Initiative; Australian Imaging Biomarkers and Lifestyle flagship study of ageing. Wen J, et al. Among authors: thibeau sutre e. Med Image Anal. 2020 Jul;63:101694. doi: 10.1016/j.media.2020.101694. Epub 2020 May 1. Med Image Anal. 2020. PMID: 32417716
Ensemble Learning of Convolutional Neural Network, Support Vector Machine, and Best Linear Unbiased Predictor for Brain Age Prediction: ARAMIS Contribution to the Predictive Analytics Competition 2019 Challenge.
Couvy-Duchesne B, Faouzi J, Martin B, Thibeau-Sutre E, Wild A, Ansart M, Durrleman S, Dormont D, Burgos N, Colliot O. Couvy-Duchesne B, et al. Among authors: thibeau sutre e. Front Psychiatry. 2020 Dec 15;11:593336. doi: 10.3389/fpsyt.2020.593336. eCollection 2020. Front Psychiatry. 2020. PMID: 33384629 Free PMC article.
Predicting the progression of mild cognitive impairment using machine learning: A systematic, quantitative and critical review.
Ansart M, Epelbaum S, Bassignana G, Bône A, Bottani S, Cattai T, Couronné R, Faouzi J, Koval I, Louis M, Thibeau-Sutre E, Wen J, Wild A, Burgos N, Dormont D, Colliot O, Durrleman S. Ansart M, et al. Among authors: thibeau sutre e. Med Image Anal. 2021 Jan;67:101848. doi: 10.1016/j.media.2020.101848. Epub 2020 Oct 6. Med Image Anal. 2021. PMID: 33091740
Interpretability of Machine Learning Methods Applied to Neuroimaging.
Thibeau-Sutre E, Collin S, Burgos N, Colliot O. Thibeau-Sutre E, et al. 2023 Jul 23. In: Colliot O, editor. Machine Learning for Brain Disorders [Internet]. New York, NY: Humana; 2023. Chapter 22. 2023 Jul 23. In: Colliot O, editor. Machine Learning for Brain Disorders [Internet]. New York, NY: Humana; 2023. Chapter 22. PMID: 37988541 Free Books & Documents. Review.
Reproducibility in Machine Learning for Medical Imaging.
Colliot O, Thibeau-Sutre E, Burgos N. Colliot O, et al. Among authors: thibeau sutre e. 2023 Jul 23. In: Colliot O, editor. Machine Learning for Brain Disorders [Internet]. New York, NY: Humana; 2023. Chapter 21. 2023 Jul 23. In: Colliot O, editor. Machine Learning for Brain Disorders [Internet]. New York, NY: Humana; 2023. Chapter 21. PMID: 37988537 Free Books & Documents. Review.