Liva Ralaivola
- Federated Wasserstein Distance
2023/10/03 by Alain Rakotomamonjy, Rakotomamonjy, Alain, Kimia Nadjahi +3 · 4 citations
Computer Science · Medicine · #Advanced Neuroimaging Techniques and Applications #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Topological and Geometric Data Analysis #and Cluster Computing (cs.DC)
- Confusion Matrix Stability Bounds for Multiclass Classification
2012/02/28 by Pierre Machart, Liva Ralaivola, Machart, Pierre +1 · 2 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Face and Expression Recognition #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Sparse and Compressive Sensing Techniques #cs.LG
- Chromatic PAC-Bayes Bounds for Non-IID Data: Applications to Ranking and\n Stationary \β-Mixing Processes
2009/09/10 by Liva Ralaivola, Ralaivola, Liva, Marie Szafranski +3 · 1 citation
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Neural Networks and Applications #Statistical Methods and Inference #Statistics Theory (math.ST) #cs.LG #math.ST #stat.ML #stat.TH
- On Generalizing the C-Bound to the Multiclass and Multi-label Settings
2015/01/13 by François Laviolette, Francois Laviolette, Laviolette, Francois +6 · 1 citation
Computer Science · Mathematics · #Advanced Algebra and Logic #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #cs.LG #stat.ML
- Dependency-dependent Bounds for Sums of Dependent Random Variables
2018/11/04 by Jasmin Lampert, Christoph H. Lampert, Lampert, Christoph H. +5 · 1 citation
Computer Science · Mathematics · #Advanced Database Systems and Queries #Bayesian Modeling and Causal Inference #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Probability (math.PR) #math.PR
- Shedding a PAC-Bayesian Light on Adaptive Sliced-Wasserstein Distances
2022/06/07 by Ruben Ohana, Ohana, Ruben, Kimia Nadjahi +5 · 1 citation
Computer Science · Mathematics · #Anomaly Detection Techniques and Applications #Advanced Statistical Methods and Models
- PAC-Bayesian Generalization Bound on Confusion Matrix for Multi-Class Classification
2012/02/28 by Emilie Morvant, Sokol Koço, Morvant, Emilie +3 · 1 citation
Computer Science · Mathematics · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Face and Expression Recognition #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Stochastic Gradient Optimization Techniques #cs.LG #stat.ML