Fast learning rates in statistical inference through aggregation. The Annals of Statistics, pp.1591-1646, 2009. ,
DOI : 10.1214/08-aos623
URL : https://hal.archives-ouvertes.fr/hal-00139030
The Nonstochastic Multiarmed Bandit Problem, SIAM Journal on Computing, vol.32, issue.1, pp.48-77, 2003. ,
DOI : 10.1137/S0097539701398375
URL : http://homepages.math.uic.edu/%7Elreyzin/f14_mcs548/auer02.pdf
Ice Floe Identification in Satellite Images Using Mathematical Morphology and Clustering about Principal Curves, Journal of the American Statistical Association, vol.26, issue.417, pp.7-16, 1992. ,
DOI : 10.1080/01621459.1963.10500845
URL : http://www.dtic.mil/dtic/tr/fulltext/u2/a213854.pdf
Risk bounds for model selection via penalization. Probability Theory and Related Fields, pp.301-413, 1999. ,
DOI : 10.1007/s004400050210
Parameter Selection for Principal Curves, IEEE Transactions on Information Theory, vol.58, issue.3, 1924. ,
DOI : 10.1109/TIT.2011.2173157
URL : https://hal.archives-ouvertes.fr/hal-00565540
Minimal penalties for gaussian model selection. Probability Theory and Related Fields, pp.33-73, 2007. ,
Path estimation from GPS tracks, Proceedings of the 9th International Conference on GeoComputation, National Centre for Geocomputation, 2007. ,
Prediction, Learning and Games, 2006. ,
DOI : 10.1017/CBO9780511546921
Minimizing Regret With Label Efficient Prediction, IEEE Transactions on Information Theory, vol.51, issue.6, pp.2152-2162, 2005. ,
DOI : 10.1109/TIT.2005.847729
URL : https://hal.archives-ouvertes.fr/hal-00007537
Concentration Inequalities and Martingale Inequalities: A Survey, Internet Mathematics, vol.3, issue.1, pp.79-127, 2006. ,
DOI : 10.1080/15427951.2006.10129115
URL : http://www.math.sc.edu/%7Elu/papers/concen.pdf
41 Global seismicity: 1900???1999, International Geophysics, vol.81, issue.12, pp.665-690, 2002. ,
DOI : 10.1016/S0074-6142(02)80244-3
The application of the principal curve analysis technique to smooth beamlines, Proceedings of the 1st International Workshop on Accelerator Alignment, 1989. ,
Principal Curves, Journal of the American Statistical Association, vol.26, issue.406, pp.502-516, 1989. ,
DOI : 10.1080/03610927508827223
Analysis of a complex of statistical variables into principal components., Journal of Educational Psychology, vol.24, issue.6, p.417, 1933. ,
DOI : 10.1037/h0071325
Adaptive online prediction by following the perturbed leader, Journal of Machine Learning Research, vol.6, issue.6, pp.639-660, 2005. ,
Sleeping experts and bandits with stochastic action availability and adversarial rewards, AISTATS, vol.3, issue.8, pp.1137-1155, 2009. ,
Piecewise linear skeletonization using principal curves, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.24, issue.1, pp.59-74, 2002. ,
DOI : 10.1109/34.982884
Learning and design of principal curves, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.22, issue.3, pp.281-297, 2000. ,
DOI : 10.1109/34.841759
Regret bounds for sleeping experts and bandits, COLT, 2008. ,
DOI : 10.1007/s10994-010-5178-7
URL : https://link.springer.com/content/pdf/10.1007%2Fs10994-010-5178-7.pdf
Sequential principal curves analysis. arXiv preprint, 2016. URL https ,
A Quasi-Bayesian Perspective to Online Clustering. arXiv preprint, 2016. URL https, p.5 ,
URL : https://hal.archives-ouvertes.fr/hal-01264233
Some PAC-Bayesian theorems, Proceedings of the eleventh annual conference on Computational learning theory , COLT' 98, pp.355-363, 1999. ,
DOI : 10.1145/279943.279989
PAC-Bayesian model averaging, Proceedings of the twelfth annual conference on Computational learning theory , COLT '99, pp.164-170, 1999. ,
DOI : 10.1145/307400.307435
An Efficient Algorithm for Learning with Semi-bandit Feedback, In Lecture Notes in Computer Science, vol.8139, issue.11, pp.234-248, 2013. ,
DOI : 10.1007/978-3-642-40935-6_17
URL : http://people.inf.ethz.ch/gbartok/ALT2013.pdf
Parametric subspace modeling of speech transitions, Speech Communication, vol.27, issue.1, pp.19-42, 1999. ,
DOI : 10.1016/S0167-6393(98)00067-3
URL : http://svr-www.eng.cam.ac.uk/reports/svr-ftp/reinhard_tr308.ps.Z
Principal curves with bounded turn, IEEE Transactions on Information Theory, vol.48, issue.10, pp.2789-2793, 2002. ,
DOI : 10.1109/TIT.2002.802614
URL : http://www.ee.princeton.edu/~kulkarni/Papers/Journals/j2002_sk_transit.pdf
A PAC analysis of a Bayes estimator, Proceedings of the 10th annual conference on Computational Learning Theory, pp.2-9, 1997. ,
DOI : 10.1145/267460.267466
URL : http://web.kuicr.kyoto-u.ac.jp/~vert/bibli/shaw97.ps.gz
"General Intelligence," Objectively Determined and Measured, The American Journal of Psychology, vol.15, issue.2, pp.201-292, 1904. ,
DOI : 10.2307/1412107
Finding curvilinear features in spatial point patterns: principal curve clustering with noise, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.22, issue.6, pp.601-609, 2000. ,
DOI : 10.1109/34.862198
URL : http://www.stat.washington.edu/raftery/Research/PDF/stanford2000.pdf