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Convex Optimization over Intersection of Simple Sets: improved Convergence Rate Guarantees via an Exact Penalty Approach.

, , and . AISTATS, volume 84 of Proceedings of Machine Learning Research, page i. PMLR, (2018)

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High-Dimensional Non-Linear Variable Selection through Hierarchical Kernel Learning. CoRR, (2009)Submodular Functions: from Discrete to Continous Domains.. CoRR, (2015)Predictive low-rank decomposition for kernel methods., and . ICML, volume 119 of ACM International Conference Proceeding Series, page 33-40. ACM, (2005)Graph kernels between point clouds.. ICML, volume 307 of ACM International Conference Proceeding Series, page 25-32. ACM, (2008)Online dictionary learning for sparse coding., , , and . ICML, volume 382 of ACM International Conference Proceeding Series, page 689-696. ACM, (2009)Robust Discriminative Clustering with Sparse Regularizers., , and . CoRR, (2016)Learning Sparse Penalties for Change-point Detection using Max Margin Interval Regression., , , and . ICML (3), volume 28 of JMLR Workshop and Conference Proceedings, page 172-180. JMLR.org, (2013)Convex Relaxations for Learning Bounded-Treewidth Decomposable Graphs., and . ICML (1), volume 28 of JMLR Workshop and Conference Proceedings, page 525-533. JMLR.org, (2013)Gossip of Statistical Observations using Orthogonal Polynomials., , and . CoRR, (2018)Sharp Analysis of Learning with Discrete Losses., , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 1920-1929. PMLR, (2019)