98 citations · 379 across the 33 of their papers we have counts for
3 papers · 1 filter
Parallelising Particle Filters with Butterfly Interactions
Kari Heine, Nick Whiteley, A. Taylan Cemgil
Bootstrap particle filter (BPF) is the corner stone of many popular algorithms used for solving inference problems involving time series that are observed through noisy measurement…
Audio Source Separation Using Variational Autoencoders and Weak Class Supervision
Ertuğ Karamatlı, Ali Taylan Cemgil, Serap Kırbız
In this paper, we propose a source separation method that is trained by observing the mixtures and the class labels of the sources present in the mixture without any access to isol…
Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization
Umut Şimşekli, Çağatay Yıldız, Thanh Huy Nguyen +2
Recent studies have illustrated that stochastic gradient Markov Chain Monte Carlo techniques have a strong potential in non-convex optimization, where local and global convergence…