1

Bayesian Multi-Objective Optimisation of Neotissue Growth in a Perfusion Bioreactor Set-up

Simon Olofsson, Mohammad Mehrian, Liesbet Geris, Roberto Calandra, Marc P. Deisenroth, Ruth Misener

Customer Life Time Value Prediction Using Embeddings

Benjamin P. Chamberlain, Angelo Cardoso, C. H. Bryan Liu, Roberto Pagliari, Marc P. Deisenroth

Deeply Non-Stationary Gaussian Processes

Hugh Salimbeni, Marc P. Deisenroth

Identification of Gaussian Process State Space Models

The Gaussian process state space model (GPSSM) is a non-linear dynamical system, where unknown transition and/or measurement mappings …

Stefanos Eleftheriadis, Thomas F. W. Nicholson, Marc P. Deisenroth, James Hensman

Neural Embeddings of Graphs in Hyperbolic Space

Benjamin P. Chamberlain, James Clough, Marc P. Deisenroth

Probabilistic Inference of Twitter Users' Age based on What They Follow

Benjamin P. Chamberlain, Clive Humby, Marc P. Deisenroth

The Reparameterization Trick for Acquisition Functions

James T. Wilson, Riccardo Moriconi, Frank Hutter, Marc P. Deisenroth

Resource-Constrained Decentralized Active Sensing using Distributed Gaussian Processes for Multi-Robots

Kshitij Tiwari, Valentin Honore, Sungmoon Jeong, Nak Young Chong, Marc P. Deisenroth

Bayesian Optimization with Dimension Scheduling: Application to Biological Systems

Doniyor Ulmasov, Caroline Baroukh, Benoit Chachuat, Marc P. Deisenroth, Ruth Misener

Gaussian Process Multiclass Classification with Dirichlet Priors for Imbalanced Data

Hugh Salimbeni, Marc P. Deisenroth