Andreas Argyriou

8 papers · 2006–2014 · 4 conferences · across top CS/AI conferences

Achievements

+8 more ↓

🌍 Conference Polyglot (4) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🏃 Academic Marathon (8)

🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌟 Keyword Trendsetter Combo (3) 🏆 Keyword Champion 🌱 Topic Pioneer 📈 Trend Setter 🚀 Conference Pioneer ❓ The Questioner

Conferences

NIPS (3) AISTATS (2) JMLR (2) ICML (1)

Top co-authors

Massimiliano Pontil (6) Charles A. Micchelli (3) Bernardino Romera Paredes (1) Jean Morales (1) Yiming Ying (1) Luca Baldassarre (1) Nathan Srebro (1) Rina Foygel (1) Theodoros Evgeniou (1) Nadia Berthouze (1)

Keywords

multi-task learning (4) feature selection (3) spectral regularization (2) feature learning (2) transfer learning (2) shared representation (2) representation learning (2) convex optimization (2) sparse prediction (1) multi-task structure learning (1) matrix norm regularization (1) supervised tasks (1) lasso regression (1) sparse regularization (1) lasso (1) matrix norms (1) task clustering (1) matrix completion (1) alternating minimization (1) structured sparsity (1)

Papers

A Unifying View of Representer Theorems ICML 2014 Exploiting Unrelated Tasks in Multi-Task Learning AISTATS 2012 Sparse Prediction with the $k$-Support Norm NIPS 2012 A General Framework for Structured Sparsity via Proximal Optimization AISTATS 2012 On Spectral Learning JMLR 2010 When Is There a Representer Theorem? Vector Versus Matrix Regularizers JMLR 2009 A Spectral Regularization Framework for Multi-Task Structure Learning NIPS 2007 Multi-Task Feature Learning NIPS 2006