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Confusion Matrix Stability Bounds for Multiclass Classification

Pierre Machart , Liva Ralaivola
Preprints, Working Papers, ... hal-00674779v2

Apprentissage incrémental local de machines à vecteurs de support

Liva Ralaivola , Florence d'Alché-Buc
Conférence Apprentissage CAP 2001, 2001, Grenoble, France
Conference papers hal-01571813v1
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Empirical Bernstein Inequalities for U-Statistics

Thomas Peel , Sandrine Anthoine , Liva Ralaivola
Neural Information Processing Systems (NIPS), Dec 2010, Vancouver, Canada. pp.1903-1911
Conference papers hal-00634710v1

Entropy-Based Concentration Inequalities for Dependent Variables

Liva Ralaivola , Massih-Reza Amini
International Conference on Machine Learning, Jul 2015, Lille, France
Conference papers hal-01211199v1
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Dissimilarity Measure Machines

Alain Rakotomamonjy , Abraham Traoré , Maxime Berar , Rémi Flamary , Nicolas Courty , et al.
Preprints, Working Papers, ... hal-01717940v2
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Graph-based inter-subject pattern analysis of fMRI data

Sylvain Takerkart , Guillaume Auzias , Bertrand Thirion , Liva Ralaivola
PLoS ONE, 2014, 10.1371/journal.pone.0104586. ⟨10.1371/journal.pone.0104586⟩
Journal articles hal-01027769v1

Time Series Filtering, Smoothing and Learning using the Kernel Kalman Filter

Liva Ralaivola , Florence d'Alché-Buc
Proceedings of IEEE International Joint Conference on Neural Networks 2005 (IJCNN 2005), 2005, Canada. pp.1449--1454, ⟨10.1109/IJCNN.2005.1556088⟩
Conference papers hal-00341953v1
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Recovery and convergence rate of the Frank-Wolfe Algorithm for the m-EXACT-SPARSE Problem

Farah Cherfaoui , Valentin Emiya , Liva Ralaivola , Sandrine Anthoine
IEEE Transactions on Information Theory, 2019, 65 (11)
Journal articles hal-01919761v2

More efficient sparsity-inducing algorithms using inexact gradient

Alain Rakotomamonjy , Sokol Koço , Liva Ralaivola
2015 23rd European Signal Processing Conference (EUSIPCO), Aug 2015, Nice, France. pp.709-713, ⟨10.1109/EUSIPCO.2015.7362475⟩
Conference papers hal-02343117v1
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Unconfused ultraconservative multiclass algorithms

Ugo Louche , Liva Ralaivola
Machine Learning, 2015, Machine learning, 99 (2), pp.351. ⟨10.1007/s10994-015-5490-3⟩
Journal articles hal-01146038v1

Incremental Support Vector Machine Learning : a Local Approach.

Liva Ralaivola , Florence d'Alché-Buc
ICANN'01 - International Conference on Artificial Neural Networks, Aug 2001, Vienna, Austria. pp.322-330, ⟨10.1007/3-540-44668-0_46⟩
Conference papers istex hal-01571815v1

The pharmacophore kernel for virtual screening with support vector machines.

Pierre Mahé , Liva Ralaivola , Véronique Stoven , Jean-Philippe Vert
Journal of Chemical Information and Modeling, 2006, 46 (5), pp.2003-14. ⟨10.1021/ci060138m⟩
Journal articles hal-00433580v1

Multi-class to Binary reduction of Large-scale classification Problems

Bikash Joshi , Massih-Reza Amini , Ioannis Partalas , Liva Ralaivola , Nicolas Usunier , et al.
International Workshop on Big Multi-Target Prediction ECML/PKDD 2015, Sep 2015, Poto, Portugal
Conference papers hal-01294379v1
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Decoy Bandits Dueling on a Poset

Julien Audiffren , Ralaivola Liva
Preprints, Working Papers, ... hal-01270561v2

Modèle dynamique à noyaux pour la prévision de séries temporelles

Liva Ralaivola , Florence d'Alché-Buc
Conférence d'APprentissage, CAP'03, 2003, Québec, Canada
Conference papers hal-01532262v1
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From Cutting Planes Algorithms to Compression Schemes and Active Learning

Ugo Louche , Liva Ralaivola
IJCNN 2015, Jul 2015, Killarney, Ireland
Conference papers hal-01182767v1
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On Generalizing the C-Bound to the Multiclass and Multi-label Settings

François Laviolette , Emilie Morvant , Liva Ralaivola , Jean-Francis Roy
NIPS 2014 Workshop on Representation and Learning Methods for Complex Outputs, Dec 2014, Montréal, Canada
Conference papers hal-01093560v2
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Matching Pursuit With Stochastic Selection

Thomas Peel , Valentin Emiya , Liva Ralaivola , Sandrine Anthoine
European Signal Processing Conference EUSIPCO 2012, Aug 2012, Bucarest, Romania. pp.1-5
Conference papers hal-00725075v1
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Learning Kernel Perceptrons on Noisy Data and Random Projections

Guillaume Stempfel , Liva Ralaivola
Preprints, Working Papers, ... hal-00137941v1
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Online Learning of Task-specific Word Representations with a Joint Biconvex Passive-Aggressive Algorithm

Pascal Denis , Liva Ralaivola
European Chapter of the Association for Computational Linguistics, Apr 2017, Valencia, Spain. pp.775 - 784, ⟨10.18653/v1/E17-1073⟩
Conference papers hal-01590594v1

Reward-­based online learning in non­stationary environments: adapting a P300­-speller with a ``Backspace’’ key

Emmanuel Daucé , Timothée Proix , Liva Ralaivola
IJCNN 2015, Jul 2015, Killarney, Ireland
Conference papers hal-01196513v1

Incremental Learning Algorithms for Classification and Regression: local strategies

Florence d'Alché-Buc , Liva Ralaivola
CASYS 2001 - Fifth International Conference on COMPUTING ANTICIPATORY SYSTEMS, Aug 2001, Liege, Belgium. pp.320-329, ⟨10.1063/1.1503700⟩
Conference papers hal-01570821v1
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Risk upper bounds for general ensemble methods with an application to multiclass classification

François Laviolette , Emilie Morvant , Liva Ralaivola , Jean-Francis Roy
Neurocomputing, 2017, 219, pp.15 - 25. ⟨10.1016/j.neucom.2016.09.016⟩
Journal articles hal-01774837v1

Dependency-dependent Bounds for Sums of Dependent Random Variables

Christoph H. Lampert , Liva Ralaivola , Alexander Zimin
Preprints, Working Papers, ... hal-02436776v1
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Learning from Noisy Data using Hyperplane Sampling and Sample Averages

Guillaume Stempfel , Liva Ralaivola , François Denis
Preprints, Working Papers, ... hal-00186391v1
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Graph-based inter-subject classification of local fMRI patterns

Sylvain Takerkart , Guillaume Auzias , Bertrand Thirion , Daniele Schön , Liva Ralaivola
Third International Workshop Machine Learning in Medical Imaging - MLMI 2012 (Held in Conjunction with MICCAI 2012), Oct 2012, Nice, France. pp 184-192, ⟨10.1007/978-3-642-35428-1_23⟩
Conference papers hal-00818815v1
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MKPM: A multiclass extension to the kernel projection machine

Sylvain Takerkart , Liva Ralaivola
IEEE Computer Vision and Pattern Recognition, Jun 2011, Colorado Springs, France. pp.2785-2791, ⟨10.1109/CVPR.2011.5995657⟩
Conference papers hal-00669032v1
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PAC-Bayesian Generalization Bound on Confusion Matrix for Multi-Class Classification

Emilie Morvant , Sokol Koço , Liva Ralaivola
International Conference on Machine Learning (ICML), Jun 2012, Edinburgh, United Kingdom
Conference papers hal-00674847v6
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Confusion-Based Online Learning and a Passive-Aggressive Scheme

Liva Ralaivola
Neural Information Processing Systems, NIPS 2012, Dec 2012, Lake Tahoe, United States. pp.3293-3301
Conference papers hal-00819045v1
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Chromatic PAC-Bayes Bounds for Non-IID Data: Applications to Ranking and Stationary $\beta$-Mixing Processes

Liva Ralaivola , Marie Szafranski , Guillaume Stempfel
Preprints, Working Papers, ... hal-00415162v2