Publications

@inproceedings{yuka2024position,
  title={Position: C*-algebraic machine learning--Moving in a new direction},
  author={Yuka, Hashimoto and Masahiro, Ikeda and Hachem, Kadri},
  booktitle={International Conference on Machine Learning (ICML)},
  year={2024},
  address={Vienna, Austria}
}

@inproceedings{kais2024implicit,
  title={Implicit regularization in deep Tucker factorization: low-rankness via structured sparsity},
  author={Kais, Hariz and Hachem, Kadri and Stéphane, Ayache and Maher, Moakher and Thierry Artières},
  booktitle={International Conference on Artificial Intelligence and Statistics (AISTATS)},
  year={2024},
  address={Valencia, Spain}
}

@inproceedings{yuka2023deep,
  title={Deep learning with kernels through RKHM and the Perron-Frobenius operator},
  author={Yuka, Hashimoto and Masahiro, Ikeda and Hachem, Kadri},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2023},
  address={New Orleans, Louisiana}
}

@inproceedings{yuka2023learning,
  title={Learning in RKHM: a

C*-algebraic twist for kernel machines},
  author={Yuka, Hashimoto and Masahiro, Ikeda and Hachem, Kadri},
  booktitle={International Conference on Artificial Intelligence and Statistics (AISTATS)},
  year={2023},
  address={Valencia, Spain}
}

@article{mathier2023optimality,
  title={Optimality conditions for spatial search with multiple marked vertices},
  author={Mathier, Roget and Hachem, Kadri and Giuseppe, Di Molfetta},
  journal={Physical Review Research},
  year={2023},
  volume={5},
  number={3}
}

@inproceedings{mathieu2022quantum,
  title={Quantum perceptron revisited: Computational-statistical tradeoffs},
  author={Mathieu, Roget and Giuseppe, Di Molfetta and Hachem, Kadri},
  booktitle={Uncertainty in Artificial Intelligence (UAI)},
  year={2022},
  address={Eidhoven, The Netherlands}
}

@inproceedings{kais2022implicit,
  title={Implicit regularization with polynomial growth in deep tensor factorization},
  author={Kais, Hariz and Hachem, Kadri and Stéphane, Ayache and Maher, Moakher and Thierry, Artières},
  booktitle={International Conference on Machine Learning (ICML)},
  year={2022},
  address={Baltimore, Maryland}
}

@article{dominique2022toolbox,
  title={Toolbox for multimodal learn (scikit-multimodallearn)},
  author={Dominique, Benielli and Baptiste, Bauvin and Sokol, Koço and Riikka, Huusari and Cécile, Capponi and Hachem, Kadri and François, Laviolette},
  journal={Journal of Machine Learning Research (JMLR)},
  year={2022},
  volume={23},
  number={51}
}

@article{riikka2022cross,
  title={Cross-View kernel transfer},
  author={Riikka, Huusari and Cécile, Capponi and Paul Villoutreix and Hachem, Kadri},
  journal={Pattern Recognition},
  year={2022},
  volume={129}
}

@inproceedings{farah2022scalable,
  title={Scalable ridge leverage score sampling for the Nyström method},
  author={Farah, Cherfaoui and Hachem, Kadri and Liva, Ralaivola},
  booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  year={2022},
  address={Singapore}
}

@inproceedings{farah2022mmd,
  title={MMD et Nyström : un point de vue des RKHSs discrets},
  author={Farah, Cherfaoui and Hachem, Kadri and S., Anthoine and Liva, Ralaivola},
  booktitle={Conférence Francophone sur l’Apprentissage Automatique (CAp)},
  year={2022},
  address={Vannes, France}
}

@inproceedings{mathieu2022perceptrons,
  title={Perceptrons quantiques : compromis entre précision statistique et temps de calcul},
  author={Mathieu, Roget and Giuseppe, Di Molfetta and Hachem, Kadri},
  booktitle={Conférence Francophone sur l’Apprentissage Automatique (CAp)},
  year={2022},
  address={Vannes, France}
}

@inproceedings{kais2022régularisation,
  title={Régularisation implicite et apprentissage profond de tenseurs de faible rang},
  author={Kais, Hariz and Hachem, Kadri and Stéphane, Ayache and Maher, Moakher and Thierry, Artières},
  booktitle={Conférence Francophone sur l’Apprentissage Automatique (CAp)},
  year={2022},
  address={Vannes, France}
}

@article{riikka2021entangled,
  title={Entangled kernels - beyond separability},
  author={Riikka, Huusari and Hachem, Kadri},
  journal={Journal of Machine Learning Research (JMLR)},
  year={2021},
  volume={22},
  number={24},
  pages={1--40}
}

@article{luc2021quick,
  title={QuicK-means: Accelerating inference for K-means by learning fast transforms},
  author={Luc, Giffon and Valentin, Emiya and Hachem, Kadri and Liva, Ralaivola},
  journal={Machine Learning Journal (MLJ)},
  year={2021},
  volume={110},
  number={24},
  pages={881--905}
}

@inproceedings{luc2021psm,
  title={PSM-nets: Compressing neural networks with product of sparse matrices},
  author={Luc, Giffon and Stéphane Ayache and Hachem, Kadri and Thierry, Artières and Ronan, Sicre},
  booktitle={International Joint Conference on Neural Networks (IJCNN)},
  year={2021},
  address={Online}
}

@inproceedings{paolo2021implicit,
  title={Implicit regularization in deep tensor factorization},
  author={Paolo, Milanesi and Hachem, Kadri and Stéphane, Ayache and Thierry, Artières},
  booktitle={International Joint Conference on Neural Networks (IJCNN)},
  year={2021},
  address={Online}
}

@inproceedings{hachem2020partial,
  title={Partial trace regression and low-rank Kraus decomposition},
  author={Hachem, Kadri and Stéphane, Ayache and Riikka, Huusari and Alain, Rakotomamonjy and Liva, Ralaivola},
  booktitle={International Conference on Machine Learning (ICML)},
  year={2020},
  address={Online}
}

@article{balthazar2020quantum,
  title={Quantum bandits},
  author={Balthazar, Casalé and Giuseppe, Di Molfetta and Hachem, Kadri and Liva, Ralaivola},
  journal={Quantum Machine Intelligence (QMI)},
  year={2020},
  volume={2},
  number={11}
}

@inproceedings{akrem2020mapping,
  title={Mapping individual differences in cortical architecture using multi-view representation learning},
  author={Akrem, Sellami and François-Xavier, Dupé and Bastien, Cagna and Hachem, Kadri and Stéphane, Ayache and Thierry, Artières and Sylvain, Takerkart},
  booktitle={International Joint Conference on Neural Networks (IJCNN)},
  year={2020},
  address={Glasgow, UK}
}

@inproceedings{riikka2019entangled,
  title={Entangled kernels},
  author={Riikka, Huusari and Hachem, Kadri},
  booktitle={International Joint Conference on Artificial Intelligence (IJCAI)},
  year={2019},
  address={Macao, China}
}

@article{riikka2019general,
  title={General framework for multi-view metric learning},
  author={Riikka, Huusari and Hachem, Kadri and Cécile, Capponi},
  journal={In Linking and Mining Heterogeneous and Multi-view Data, Chapter 11},
  year={2019},
  publisher={Springer}
}

@inproceedings{luc2019deep,
  title={Deep networks with adpative Nyström approximation},
  author={Luc, Giffon and Stéphane, Ayache and Thierry, Artières and Hachem, Kadri},
  booktitle={International Joint Conference on Neural Networks (IJCNN)},
  year={2019},
  address={Budapest, Hungary}
}

@inproceedings{riikka2019cross,
  title={Cross-View kernel transfer},
  author={Riikka, Huusari and Cécile, Capponi and Paul Villoutreix and Hachem, Kadri},
  booktitle={ECML/PKDD workshop on Data and Machine Learning Advances with Multiple Views (DAMVL)},
  year={2019},
  address={Würzburg, Germany}
}

@inproceedings{riikka2019apprentissage,
  title={Apprentissage multi-vues pour la complétion transmodale de matrices noyaux},
  author={Riikka, Huusari and Cécile, Capponi and Paul, Villoutreix and Hachem, Kadri},
  booktitle={Conférence Francophone sur l’Apprentissage Automatique (CAp)},
  year={2019},
  address={Toulouse, France}
}

@inproceedings{riikka2018multi,
  title={Multi-view metric Learning in vector-valued kernel spaces},
  author={Riikka, Huusari and Hachem, Kadri and Cécile, Capponi},
  booktitle={International Conference on Artificial Intelligence and Statistics (AISTATS)},
  year={2018},
  address={Canary Islands, Spain}
}

@inproceedings{riikka2018intrication,
  title={Intrication et noyaux à valeurs opérateurs},
  author={Riikka, Huusari and Hachem, Kadri},
  booktitle={Conférence Francophone sur l’Apprentissage Automatique (CAp)},
  year={2018},
  address={Rouen, France}
}

@inproceedings{luc2018emulsion,
  title={Emulsion de noyaux et d'apprentissage profond},
  author={Luc, Giffon and Stéphane, Ayache and Hachem, Kadri and Thierry, Artières},
  booktitle={Conférence Francophone sur l’Apprentissage Automatique (CAp)},
  year={2018},
  address={Rouen, France}
}

@inproceedings{riikka2018support,
  title={Support vector machine framework for multi-view metric learning},
  author={Riikka, Huusari and Hachem, Kadri and Cécile Capponi},
  booktitle={Journées de Statistiques (JdS)},
  year={2018},
  address={Paris, France}
}

@inproceedings{julien2017m,
  title={M-power regularized least squares regression},
  author={Julien, Audiffren and Hachem, Kadri},
  booktitle={International Joint Conference on Neural Networks (IJCNN)},
  year={2017},
  address={Budapest, Hungary}
}

@inproceedings{riikka2017noyaux,
  title={Noyaux à valeurs opérateurs et apprentissage de métriques multi-vues},
  author={Riikka, Huusari and Cécile, Capponi and Hachem, Kadri},
  booktitle={Conférence Francophone sur l’Apprentissage Automatique (CAp)},
  year={2017},
  address={Grenoble, France}
}

@inproceedings{guillaume2016low,
  title={Low-rank regerssion with tensor responses},
  author={Guillaume, Rabusseau and Hachem, Kadri},
  booktitle={Neural Information Processing Systems (NeurIPS)},
  year={2016},
  address={Barcelona, Spain}
}

@article{hachem2016operator,
  title={Operator-valued kernels for learning from functional response data},
  author={Hachem, Kadri and Emmanuel, Duflos and Philippe, Preux and Stéphane, Canu and Alain, Rakotomamonjy and Julien, Audiffren},
  journal={Journal of Machine Learning Research (JMLR)},
  year={2016},
  volume={17},
  number={20},
  pages={1--54}
}

@inproceedings{julien2015online,
  title={Online learning with operator-valued kernels},
  author={Julien, Audiffren and Hachem, Kadri},
  booktitle={European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN)},
  year={2015},
  address={Bruges, Belgium}
}

@inproceedings{pierre olivier2015operator,
  title={Operator-valued kernel recursive least squares algorithm},
  author={Pierre Olivier, Amblard and Hachem, Kadri},
  booktitle={European Signal Processing Conference (EUSIPCO)},
  year={2015},
  address={Nice, France}
}

@inproceedings{guillaume2015régression,
  title={Régression de faible rang non-paramétrique pour réponses tensorielles},
  author={Guillaume, Rabusseau and Hachem, Kadri and François, Denis},
  booktitle={Colloque GRETSI},
  year={2015},
  address={Lyon, France}
}

@inproceedings{pierre olivier2015algorithme,
  title={Algorithme LMS pour la régression à noyau multivariée parcimonieuse},
  author={Pierre Olivier, Amblard and Hachem, Kadri},
  booktitle={Colloque Gretsi},
  year={2015},
  address={Lyon, France}
}

@inproceedings{hachem2013generalized,
  title={A generalized kernel approach to structured output learning},
  author={Hachem, Kadri and Mohamed, Ghavamzadeh and Phillipe, Preux},
  booktitle={International Conference on Machine Learning (ICML)},
  year={2013},
  address={Atlanta, Georgia}
}

@inproceedings{hachem2013multi,
  title={The multi-task learning view of multimodal data},
  author={Hachem, Kadri and Stéphane, Ayache and Cécile, Capponi and Sokol, Koço and François-Xavier, Dupé and Emilie, Morvant},
  booktitle={Asian Conference on Machine Learning (ACML)},
  year={2013},
  address={Canberra, Australia}
}

@inproceedings{julien2013stability,
  title={Stability of multi-task kernel regression algorithms},
  author={Julien, Audiffren and Hachem, Kadri},
  booktitle={Asian Conference on Machine Learning (ACML)},
  year={2013},
  address={Canberra, Australia}
}

@inproceedings{julien2013online,
  title={Online output structure learning with operator-valued kernels},
  author={Julien, Audiffren and Hachem, Kadri},
  booktitle={NeurIPS Workshop on Output Representation Learning (ORL)},
  year={2013},
  address={Lake Tahoe}
}

@inproceedings{julien2013stabilité,
  title={Stabilité uniforme de la régression non linéaire par moindres carrés régularisés avec des noyaux à valeurs opérateurs},
  author={Julien, Audiffren and Hachem, Kadri},
  booktitle={Conférence Francophone sur l'Apprentissage Automatique (CAp)},
  year={2013},
  address={Lille, France}
}

@inproceedings{asma2013processus,
  title={Processus de Dirichlet à mélanges pour la classification non-supervisée de données fonctionnelles multivariées},
  author={Asma, Rabaoui and Hachem, Kadri and Manuel, Davy},
  booktitle={Colloque Gretsi},
  year={2013},
  address={Brest, France}
}

@inproceedings{hachem2012multiple,
  title={Multiple operator-valued kernel learning},
  author={Hachem, Kadri and Alain, Rakotomamonjy and Francis, Bach and Philippe, Preux},
  booktitle={Neural Information Processing Systems (NeurIPS)},
  year={2012},
  address={Lake Tahoe}
}

@inproceedings{asma2012nonparametric,
  title={Nonparametric Bayesian supervised classification of functional data},
  author={Asma, Rabaoui and Hachem, Kadri and Manuel, Davy},
  booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  year={2012},
  address={Kyoto, Japan}
}

@inproceedings{hachem2011functional,
  title={Functional regularized least squares classification with opertaor-valued kernels},
  author={Hachem, Kadri and Asma, Rabaoui and Emmanuel, Duflos and Philippe, Preux and Alain, Rakotomamonjy},
  booktitle={International Conference on Machine Learning (ICML)},
  year={2011},
  address={Bellevue, WA}
}

@inproceedings{hachem2011learning,
  title={Learning vocal tract variables with multi-task kernels},
  author={Hachem, Kadri and Emmanuel, Duflos and Philippe, Preux},
  booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  year={2011},
  address={Prague, Czech Republic}
}

@inproceedings{hachem2011multiple,
  title={Multiple functional regression with both discrete and continuous covariates},
  author={Hachem, Kadri and Philippe, Preux and Emmanuel, Duflos and Stéphane, Canu},
  booktitle={IEEE International Workshop on Functional and Operatorial Statistics (IWFOS)},
  year={2011},
  address={Santander, Spain}
}

@inproceedings{asma2011bayesian,
  title={Bayesian nonparametric methods are naturally well suited to functional data analysis},
  author={Asma, Rabaoui and Hachem, Kadri and Manuel, Davy},
  booktitle={NeurIPS workshop on Bayesian Nonparametrics: Hope or Hype? (NPB)},
  year={2011},
  address={Sierra Nevada, Spain}
}

@inproceedings{hachem2011functional,
  title={Functional kernel ridge regression with functional responses},
  author={Hachem, Kadri and Philippe, Preux and Emmanuel, Duflos},
  booktitle={Journées de statistiques (JDS)},
  year={2011},
  address={Tunis, Tunisie}
}

@inproceedings{hachem2010nonlinear,
  title={Nonlinear functional regression: a functional RKHS approach},
  author={Hachem, Kadri and Emmanuel, Duflos and Philippe, Preux and Stéphane, Canu and Manuel, Davy},
  booktitle={International Conference on Artificial Intelligence and Statistics (AISTATS)},
  year={2010},
  address={Sardinia, Italy}
}

@inproceedings{hachem2010function,
  title={Function-valued RKHS and applications},
  author={Hachem, Kadri},
  booktitle={NeurIPS Workshop on Tensors, Kernels, and Machine Learning (TKML)},
  year={2010},
  address={Vancouver, Canada}
}

@article{hachem2010robust,
  title={Robust Unsupervised Speaker Segmentation for Audio Diarization},
  author={Hachem, Kadri},
  journal={S. Miron, Ed., Signal Processing. InTech},
  year={2010}
}

@article{asma2008one,
  title={One-Class SVMs Challenges in Audio Detection and Classification Applications},
  author={Asma, Rabaoui and Hachem, Kadri and Zied, Lachiri and Noureddine, Ellouze},
  journal={EURASIP Journal on Advances in Signal Processing},
  year={2008}
}

@inproceedings{asma2008new,
  title={New approaches based on one-class SVMS for impulsive sounds recognition tasks},
  author={Asma, Rabaoui and Hachem, Kadri and Noureddine, Ellouze},
  booktitle={International Workshop on Machine Learning for Signal Processing (MLSP)},
  year={2008},
  address={Cancun, Mexico}
}

@inproceedings{hachem2008robust,
  title={Robust audio speaker segmentation using one class SVMS},
  author={Hachem, Kadri and Manuel, Davy and Asma, Rabaoui and Zied, Lachiri and Noureddine, Ellouze},
  booktitle={European Signal Processing Conference (EUSIPCO)},
  year={2008},
  address={Lausanne, Switzerland}
}

@inproceedings{asma2008using,
  title={Using robust features with multi-class SVMs to classify noisy sounds},
  author={Asma, Rabaoui and Hachem, Kadri and Zied, Lachiri and Noureddine, Ellouze},
  booktitle={IEEE-EURASIP International Symposium on Control, Communications, and Signal Processing (ISCCSP)},
  year={2008},
  address={St. Julians, Malta}
}

@inproceedings{hachem2007speaker,
  title={Speaker segmentation enhancement for meetings},
  author={Hachem, Kadri and Zied, Lachiri and Noureddine, Ellouze},
  booktitle={IEEE Fourth International Multi-Conference on Systems, Signals \& Devices (SSD)},
  year={2007},
  address={Hammamet, Tunisia}
}

@inproceedings{hachem2006hybrid,
  title={Hybrid approach for unsupervised audio speaker segmentation},
  author={Hachem, Kadri and Zied, Lachiri and Noureddine, Ellouze},
  booktitle={European Signal Processing Conference (EUSIPCO)},
  year={2006},
  address={Florence, Italy}
}

@inproceedings{hachem2006robustness,
  title={Robustness improvement of speaker segmentation techniques based on the Bayesian information criterion},
  author={Hachem, Kadri and Zied, Lachiri and Noureddine, Ellouze},
  booktitle={IEEE International Conference on Information et Communication Technologies: From Theory To Applications (ICTTA)},
  year={2006},
  address={ Damascus, Syria}
}

@inproceedings{hachem2006speaker,
  title={Speaker change detection method evaluated on arabic speech corpus},
  author={Hachem, Kadri and Zied, Lachiri and Noureddine, Ellouze},
  booktitle={IEEE-EURASIP International Symposium on Control, Communications, and Signal Processing (ISCCSP)},
  year={2006},
  address={Marrakech, Morocco}
}