Overall Objectives
Research Program
New Results
- An Optimal Affine Invariant Smooth Minimization Algorithmn
- SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives
- Non-parametric Stochastic Approximation with Large Step sizes
- Adaptivity of averaged stochastic gradient descent to local strong convexity for logistic regression
- Serialrank: Spectral Ranking using Seriation
- Sequential Kernel Herding: Frank-Wolfe Optimization for Particle Filtering
- Learning to Learn for Structured Sparsity
- Analysis of purely random forests bias
- Large-Margin Metric Learning for Constrained Partitioning Problems
- Metric Learning for Aligning temporal sequences
- Weakly Supervised Action Labeling in Videos Under Ordering Constraints
- On Pairwise Cost for Multi-Object Network Flow Tracking
- A Markovian approach to distributional semantics with application to semantic compositionality
- A convex relaxation for weakly supervised relation extraction
- Weakly supervised named entity classification
- Fast imbalanced binary classification: a moment-based approach
Bilateral Contracts and Grants with Industry
Partnerships and Cooperations
Bibliography
Overall Objectives
Research Program
New Results
- An Optimal Affine Invariant Smooth Minimization Algorithmn
- SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives
- Non-parametric Stochastic Approximation with Large Step sizes
- Adaptivity of averaged stochastic gradient descent to local strong convexity for logistic regression
- Serialrank: Spectral Ranking using Seriation
- Sequential Kernel Herding: Frank-Wolfe Optimization for Particle Filtering
- Learning to Learn for Structured Sparsity
- Analysis of purely random forests bias
- Large-Margin Metric Learning for Constrained Partitioning Problems
- Metric Learning for Aligning temporal sequences
- Weakly Supervised Action Labeling in Videos Under Ordering Constraints
- On Pairwise Cost for Multi-Object Network Flow Tracking
- A Markovian approach to distributional semantics with application to semantic compositionality
- A convex relaxation for weakly supervised relation extraction
- Weakly supervised named entity classification
- Fast imbalanced binary classification: a moment-based approach
Bilateral Contracts and Grants with Industry
Partnerships and Cooperations
Bibliography