Massimiliano PONTIL

14 catalog papers. Identity-linked publications and additional name matches are distinguished below.

ORCID: 0000-0001-9415-098X

Istituto Italiano di Tecnologia

Publications

• Gradient-free optimization of highly smooth functions: improved analysis and a new algorithm — Journal of Machine Learning Research 2024 (name-matched, not ORCID-linked)
• Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-Start — Journal of Machine Learning Research 2023 (name-matched, not ORCID-linked)
• New Perspectives on k-Support and Cluster Norms — Journal of Machine Learning Research 2016 (name-matched, not ORCID-linked)
• The Benefit of Multitask Representation Learning — Journal of Machine Learning Research 2016 (name-matched, not ORCID-linked)
• Predicting a Switching Sequence of Graph Labelings — Journal of Machine Learning Research 2015 (name-matched, not ORCID-linked)
• Structured Sparsity and Generalization — Journal of Machine Learning Research 2012 (name-matched, not ORCID-linked)
• Oracle inequalities and optimal inference under group sparsity — The Annals of Statistics 2011
• On Spectral Learning — Journal of Machine Learning Research 2010 (name-matched, not ORCID-linked)
• When Is There a Representer Theorem? Vector Versus Matrix Regularizers — Journal of Machine Learning Research 2009 (name-matched, not ORCID-linked)
• Universal Multi-Task Kernels — Journal of Machine Learning Research 2008 (name-matched, not ORCID-linked)
• A Convex Optimization Approach to Modeling Consumer Heterogeneity in Conjoint Estimation — Marketing Science 2007
• Learning Multiple Tasks with Kernel Methods — Journal of Machine Learning Research 2005 (name-matched, not ORCID-linked)
• Learning the Kernel Function via Regularization — Journal of Machine Learning Research 2005 (name-matched, not ORCID-linked)
• Stability of Randomized Learning Algorithms — Journal of Machine Learning Research 2005 (name-matched, not ORCID-linked)