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John S Shawe-Taylor

3 papers · 2014–2018 · 1 venue · across top CS/AI venues

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Achievements

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🗺️ Taxonomy Completionist (15) 🐣 Hot Topic Early Bird 📈 Trend Setter

Venues

NeurIPS (3)

Top co-authors

John S. Shawe-taylor (3) Hongyu Su (1) Massimiliano Pontil (1) Mario Marchand (1) Omar Rivasplata (1) Luca Oneto (1) Emilio Parrado-hernández (1) Emilie Morvant (1) Csaba Szepesvári (1) Shiliang Sun (1)

Research topics

Machine Learning (3) Core Methods (2) Optimization & Theory (2) Deep Learning (1) Application Areas (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1)

Keywords

algorithmic fairness (1) bayesian inference (1) structured prediction (1) multi-label classification (1) empirical risk minimization (1) structured output learning (1) gaussian priors (1) structured output (1) risk estimation (1) max-margin markov networks (1) spanning tree inference (1) support vector machine (1) graphical model (1) spanning tree (1) pac-bayes bound (1) fairness constraint (1) markov network (1) hypothesis stability (1) conditional risk (1) kernel methods (1)

Papers

Empirical Risk Minimization Under Fairness Constraints NeurIPS 2018 PAC-Bayes bounds for stable algorithms with instance-dependent priors NeurIPS 2018 Multilabel Structured Output Learning with Random Spanning Trees of Max-Margin Markov Networks NeurIPS 2014