Matthew Faulkner

2 papers · 2011–2018 · 2 venues · across top CS/AI venues

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Achievements

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🐣 Hot Topic Early Bird 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (12)

🧭 Keyword Pioneer 📈 Trend Setter

Venues

JMLR (1) NeurIPS (1)

Top co-authors

Dan Feldman (2) Andreas Krause (2) Mario Lucic (1)

Research topics

Machine Learning (2) Core Methods (2) Optimization & Theory (2) Computer Science (1) Data Science & Analytics (1) Mathematics & Optimization (1) Application Areas (1) Applications (1) Bayesian & Probabilistic (1) Foundations (1) Optimization (1)

Keywords

streaming algorithm (2) statistical estimation (2) map-reduce (1) coresets (1) scalable training (1) coreset construction (1) clustering algorithm (1) gaussian mixture model (1) approximation algorithm (1) mixture model (1) density estimation (1) gaussian mixture (1) distributed learning (1)

Papers

Training Gaussian Mixture Models at Scale via Coresets JMLR 2018 Scalable Training of Mixture Models via Coresets NeurIPS 2011