Simon Rogers

3 papers · 1997–2016 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Full 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 🧭 Keyword Pioneer

🚀 Conference Pioneer

Venues

AISTATS (2) ICML (1)

Top co-authors

Dirk Husmeier (2) Maurizio Filippone (2) Mu Niu (1) Mark Girolami (1) Frank Dondelinger (1)

Research topics

Machine Learning (2) Optimization & Theory (2) Deep Learning (1) Mathematics & Optimization (1) Bayesian & Probabilistic (1) Core Methods (1) Learning Types (1) Mathematics (1)

Keywords

gradient matching (2) bayesian inference (1) gaussian process (1) parameter inference (1) kernel ridge regression (1) dynamical system (1) nonlinear dynamical system (1) differential equation (1) nonparametric bayesian (1) ode parameter inference (1)

Papers

Fast Parameter Inference in Nonlinear Dynamical Systems using Iterative Gradient Matching ICML 2016 ODE parameter inference using adaptive gradient matching with Gaussian processes AISTATS 2013 Multi-class Semi-supervised Learning with the ε-truncated Multinomial Probit Gaussian Process AISTATS 1997