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Thesis_ood.bib
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@inproceedings{NIPS16evaluation,
title={{How to Evaluate the Quality of Unsupervised Anomaly Detection Algorithms?}},
author={Goix, N. and Thomas,A.},
booktitle={To be submitted},
year={2016},
}
@inproceedings{ICMLworkshop16,
title={{How to Evaluate the Quality of Unsupervised Anomaly Detection Algorithms?}},
author={Goix, N.},
booktitle={ICML Workshop on Anomaly Detection},
year={2016},
}
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title={{One Class Splitting Criteria for Random Forests with Application to Anomaly Detection}},
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booktitle={To be submitted},
year={2016},
}
@inproceedings{AISTAT16,
title={{Sparse Representation of Multivariate Extremes with Applications to Anomaly Ranking}},
author={Goix, N. and Sabourin, A. and Clémençon, S.},
booktitle={AISTAT},
year={2016},
}
@unpublished{NIPSWORKSHOP15,
TITLE = {{Sparse Representation of Multivariate Extremes}},
note={NIPS 2015 Workshop on Nonparametric Methods for Large Scale Representation Learning},
AUTHOR = {Goix, N. and Sabourin, A. and Cl{\'e}men{\c c}on, S.},
URL = {http://www.cs.cmu.edu/~andrewgw/accepted.html},
YEAR = {2015},
KEYWORDS = {Multivariate Extremes ; Anomaly Detection ; Dimensionality Reduction ; VC theory},
PDF = {http://www.cs.cmu.edu/~andrewgw/rep/GoiSabCle.pdf},
}
@unpublished{ARXIV16,
TITLE = {{Sparse Representation of Multivariate Extremes with Applications to Anomaly Detection}},
AUTHOR = {Goix, N. and Sabourin, A. and Cl{\'e}men{\c c}on, S.},
note={Submitted to Journal of Multivariate Analysis},
URL = {arXiv:1603.09584},
YEAR = {2016},
MONTH = Jul,
}
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%%%%%%%%%%%%%%%%%%%%%%%%% plug-in level set estimation %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@article{Cuevas1997,
title={A plug-in approach to support estimation},
author={Cuevas, A. and Fraiman, R.},
journal={The Annals of Statistics},
pages={2300--2312},
year={1997},
publisher={JSTOR}
}
@article{Baillo2003,
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volume={65},
number={4},
pages={411--417},
year={2003},
publisher={Elsevier}
}
@article{Baillo2001,
title={Convergence rates in nonparametric estimation of level sets},
author={Baillo, A. and Cuesta-Albertos, J. A and Cuevas, A.},
journal={Statistics \& probability letters},
volume={53},
number={1},
pages={27--35},
year={2001},
publisher={Elsevier}
}
@article{Tsybakov1997,
title={On nonparametric estimation of density level sets},
author={Tsybakov, A. B.},
journal={The Annals of Statistics},
volume={25},
number={3},
pages={948--969},
year={1997},
publisher={Institute of Mathematical Statistics}
}
@article{Cadre2006,
title={Kernel estimation of density level sets},
author={Cadre, B.},
journal={Journal of multivariate analysis},
volume={97},
number={4},
pages={999--1023},
year={2006},
publisher={Elsevier}
}
@article{Rigollet2009,
title={Optimal rates for plug-in estimators of density level sets},
author={Rigollet, P. and Vert, R.},
journal={Bernoulli},
pages={1154--1178},
year={2009},
publisher={JSTOR}
}
@article{Mason2009,
title={Asymptotic normality of plug-in level set estimates},
author={Mason, D. M. and Polonik, W.},
journal={The Annals of Applied Probability},
volume={19},
number={3},
pages={1108--1142},
year={2009},
publisher={Institute of Mathematical Statistics}
}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Random Forest %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@article{Breiman2001,
year={2001},
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