← Authors

Andreas Ruttor

6 papers · 2010–2014 · 2 conferences · across top CS/AI conferences

Achievements

πŸ—ΊοΈ Taxonomy Completionist (19) πŸŒ‰ Interdisciplinary Bridge 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (2) 🐝 Cross-Pollinator (13) 🌈 Renaissance Researcher (5) 🧭 Keyword Pioneer πŸ† Keyword Champion (2) πŸ”₯ Unstoppable (5) πŸ“ˆ Trend Setter πŸš€ Conference Pioneer

Conferences

NIPS (4) AISTATS (2)

Top co-authors

Manfred Opper (6) Florian Stimberg (3) Guido Sanguinetti (2) Philipp Batz (1)

Research topics

Probability (1)

Keywords

approximate inference (3) gaussian process (3) stochastic process (3) bayesian inference (3) variational inference (2) poisson process (2) stochastic differential equation (2) chinese restaurant process (2) markov chain monte carlo (2) gaussian processes (1) sparse regression (1) map estimation (1) gaussian process regression (1) posterior inference (1) nonparametric bayesian (1) mcmc sampling (1) mean field approximation (1) change-point detection (1) parameter inference (1) em algorithm (1)

Papers

Poisson Process Jumping between an Unknown Number of Rates: Application to Neural Spike Data NIPS 2014
Approximate Gaussian process inference for the drift function in stochastic differential equations NIPS 2013
Bayesian Inference for Change Points in Dynamical Systems with Reusable States - a Chinese Restaurant Process Approach AISTATS 2012
Inference in continuous-time change-point models NIPS 2011
Approximate inference in continuous time Gaussian-Jump processes NIPS 2010
Approximate parameter inference in a stochastic reaction-diffusion model AISTATS 2010