October 2, 2013             Statistical tools for feature matching, defended at Ecole des Ponts ParisTech. 

2012          Collier, Minimax hypothesis testing for curve registration, Electronic Journal of Statistics, 6:1129-1154. [pdf]

2014          Bellon et al., Rheumatoid arthritis responder challenge: Team Lucia, poster for the DREAM Challenge. [pdf]

2015          Collier and Dalalyan, Curve registration by nonparametric goodness-of-fit testing, Journal of Statistical Planning and Inference,162:20-42. [pdf]

2016          Collier and Dalalyan, Minimax rates in permutation estimation for feature matching, Journal of Machine Learning Research, 17(6):1-31. [pdf]

2017          Collier, Comminges and Tsybakov, Minimax estimation of linear and quadratic functionals on sparsity classes, Annals of Statistics, 45(3):923-958. [pdf]

2018          Collier, Comminges, Tsybakov and Verzélen, Optimal adaptive estimation of linear functionals under sparsity, Annals of Statistics, 46(6A):3130-3150. [pdf]

2018          Collier and Dalalyan, Estimating linear functionals of a sparse family of Poisson means, Statistical Inference for Stochastic Processes, 21:331-344. [pdf]   

2019          Collier and Dalalyan, Multidimensional linear functional estimation in sparse Gaussian models and robust estimation of the mean, Electronic Journal of Statistics, 13:2830-2864. [pdf]

2018          Carpentier, Collier, Comminges, Tsybakov and Wang, Minimax rates of testing in sparse linear regression, Automation and Remote Control, 10:1817-1834. [pdf]

2018          Collier, Stoven and Vert, LOTUS: a single- and multitask machine-learning algorithm for the prediction of cancer genes, PLOS Computational Biology, 15(9):e1007381. [html][algorithm]

2020          Collier, Comminges and Tsybakov, On estimation of nonsmooth functionals of sparse normal means, Bernoulli, 26(3):1989-2020. [pdf]

2018          Comminges, Collier, Ndaoud and Tsybakov, Adaptive robust estimation in sparse vector model, Annals of Statistics, 49(3):1347-1377. [pdf]

2021          Carpentier, Collier, Comminges, Tsybakov and Wang, Estimation of the l2-norm and testing in sparse linear regression with unknown variance, Bernoulli, 28(4):2744-2787. [pdf]

2018          Collier and Comminges, Minimax optimal estimators for general additive functional estimation, preprint. [pdf]

2023          Rodrigues-Ferreira et al., A network of 17 microtubule-related genes highlights functional deregulations of breast cancer, Cancers, 15(19), 4870. [pdf]

]]2018  

Defended on October 21, 2022.    Contribution to minimax estimation and bioinformatics.

2018