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Continuous Optimization

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Papers

Hierarchical Optimal Transport for Document Representation NIPS 2019
Selecting Optimal Decisions via Distributionally Robust Nearest-Neighbor Regression NIPS 2019
The Impact of Regularization on High-dimensional Logistic Regression NIPS 2019
Beyond Alternating Updates for Matrix Factorization with Inertial Bregman Proximal Gradient Algorithms NIPS 2019
Efficient Greedy Coordinate Descent for Composite Problems AISTATS 2019
An Optimal High-Order Tensor Method for Convex Optimization COLT 2019
A Robust Spectral Algorithm for Overcomplete Tensor Decomposition COLT 2019
Dimensionality Reduction and (Bucket) Ranking: a Mass Transportation Approach ALT 2019
Attribute-efficient learning of monomials over highly-correlated variables ALT 2019
Improving Textual Network Embedding with Global Attention via Optimal Transport ACL 2019
Fast structure learning with modular regularization NIPS 2019
Explicitly Imposing Constraints in Deep Networks via Conditional Gradients Gives Improved Generalization and Faster Convergence AAAI 2019
Jointly Multiple Hash Learning AAAI 2019
Bézier Simplex Fitting: Describing Pareto Fronts of´ Simplicial Problems with Small Samples in Multi-Objective Optimization AAAI 2019
Running Time Analysis of MOEA/D with Crossover on Discrete Optimization Problem AAAI 2019
Asynchronous Delay-Aware Accelerated Proximal Coordinate Descent for Nonconvex Nonsmooth Problems AAAI 2019
A Non–Convex Optimization Approach to Correlation Clustering AAAI 2019
Coreset Stochastic Variance-Reduced Gradient with Application to Optimal Margin Distribution Machine AAAI 2019
Efficient and Scalable Multi-Task Regression on Massive Number of Tasks AAAI 2019
Wasserstein Soft Label Propagation on Hypergraphs: Algorithm and Generalization Error Bounds AAAI 2019
Tensor Decomposition for Multilayer Networks Clustering AAAI 2019
FRAME Revisited: An Interpretation View Based on Particle Evolution AAAI 2019
Consensual Affine Transformations for Partial Valuation Aggregation AAAI 2019
Task Embedded Coordinate Update: A Realizable Framework for Multivariate Non-Convex Optimization AAAI 2019
A Modified Algorithm for Multiple Input Spectrogram Inversion INTERSPEECH 2019