PhD Thesis
Quantifying the Stability of Feature Selection [PDF]
Sarah Nogueira. Supervised by Gavin Brown.
University of Manchester. 2018.
Journals
The contents of my thesis on the stability of feature selection were accepted for publication with minor corrections in the Journal of Machine Learning Research (JMLR). Abstract here.
Sarah Nogueira, Konstantinos Sechidis and Gavin Brown.
Conferences
On the Use of Spearman's Rho to Measure the Stability of Feature Rankings [paper] [supplementary material]
Sarah Nogueira, Konstantinos Sechidis and Gavin Brown.
8th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA). June 2017.
Measuring the Stability of Feature Selection [paper] [supplementary material] [Matlab code][slides][video]
Sarah Nogueira and Gavin Brown.
European Conference on Machine Learning (ECML). September 2016.
Measuring the Stability of Feature Selection with Applications to Ensemble Methods [paper] [supplementary material]
Sarah Nogueira and Gavin Brown.
Intl Workshop on Multiple Classifier Systems. June 2015.
Master Dissertation
Designing Bandit-Based Combinatorial Optimization Algorithms [dissertation]
Supervised by Dr Joshua Knowles
University of Manchester. September 2013.
Internship
Hierarchical LASSO and Evolutionary Genetics [report in French]
Supervised by Dr Christophe Ambroise and by Dr Marie Szafranski
Laboratoire Statistique et Génome September and ENSIIE. 2012.
Quantifying the Stability of Feature Selection [PDF]
Sarah Nogueira. Supervised by Gavin Brown.
University of Manchester. 2018.
Journals
The contents of my thesis on the stability of feature selection were accepted for publication with minor corrections in the Journal of Machine Learning Research (JMLR). Abstract here.
Sarah Nogueira, Konstantinos Sechidis and Gavin Brown.
Conferences
On the Use of Spearman's Rho to Measure the Stability of Feature Rankings [paper] [supplementary material]
Sarah Nogueira, Konstantinos Sechidis and Gavin Brown.
8th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA). June 2017.
Measuring the Stability of Feature Selection [paper] [supplementary material] [Matlab code][slides][video]
Sarah Nogueira and Gavin Brown.
European Conference on Machine Learning (ECML). September 2016.
Measuring the Stability of Feature Selection with Applications to Ensemble Methods [paper] [supplementary material]
Sarah Nogueira and Gavin Brown.
Intl Workshop on Multiple Classifier Systems. June 2015.
Master Dissertation
Designing Bandit-Based Combinatorial Optimization Algorithms [dissertation]
Supervised by Dr Joshua Knowles
University of Manchester. September 2013.
Internship
Hierarchical LASSO and Evolutionary Genetics [report in French]
Supervised by Dr Christophe Ambroise and by Dr Marie Szafranski
Laboratoire Statistique et Génome September and ENSIIE. 2012.