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List of works by Zoubin Ghahramani

A Bayesian approach to reconstructing genetic regulatory networks with hidden factors

scientific article published on 7 September 2004

A Bayesian network model for protein fold and remote homologue recognition

scientific article published in June 2002

A Probabilistic Model for Online Document Clustering with Application to Novelty Detection ⬇️

A Theoretically Grounded Application of Dropout in Recurrent Neural Networks ⬇️

scientific article published in January 2016

A Unifying Review of Linear Gaussian Models

scientific article

A Very Simple Safe-Bayesian Random Forest

scientific article published on June 2015

A nonparametric variable clustering model ⬇️

scientific article published in January 2012

A robust Bayesian two-sample test for detecting intervals of differential gene expression in microarray time series

scientific article published on March 2010

A study of the effect of JPG compression on adversarial images ⬇️

scientific article published on 2 August 2016

Accelerating Bayesian hierarchical clustering of time series data with a randomised algorithm

scientific article

Active Learning of Model Evidence Using Bayesian Quadrature ⬇️

scientific article published in January 2012

Active Learning with Statistical Models ⬇️

scientific article published in January 1995

An internal model for sensorimotor integration

scientific article

Analysis of the synergies underlying complex hand manipulation

scientific article

Are arm trajectories planned in kinematic or dynamic coordinates? An adaptation study

scientific article published on 01 January 1995

Bayesian Exponential Family PCA ⬇️

scientific article published in January 2009

Bayesian Gaussian process classification with the EM-EP algorithm

scientific article published in December 2006

Bayesian Learning of Sum-Product Networks ⬇️

Bayesian Monte Carlo ⬇️

scientific article published in January 2003

Bayesian Sets ⬇️

scientific article published in January 2006

Bayesian correlated clustering to integrate multiple datasets

scientific article published on 9 October 2012

Bayesian model search for mixture models based on optimizing variational bounds.

scientific article published in December 2002

Bayesian non-parametrics and the probabilistic approach to modelling

scientific article published on 31 December 2012

Bayesian segmental models with multiple sequence alignment profiles for protein secondary structure and contact map prediction.

scientific article published in April 2006

Bilinear dynamical systems

scientific article

Biomarker discovery in microarray gene expression data with Gaussian processes

scientific article

Branch-recombinant Gaussian processes for analysis of perturbations in biological time series

Branch-recombinant Gaussian processes for analysis of perturbations in biological time series

scholarly article by Christopher A Penfold published in September 2018

Collaborative Gaussian Processes for Preference Learning ⬇️

scientific article published in January 2012

Computational Structure of coordinate transformations: A generalization study ⬇️

scientific article published in January 1995

Computational models of sensorimotor integration

article

Continuous Relaxations for Discrete Hamiltonian Monte Carlo ⬇️

scientific article published in January 2012

Copula Processes ⬇️

Discovering transcriptional modules by Bayesian data integration

scientific article

Distributed Flexible Nonlinear Tensor Factorization ⬇️

scientific article published in January 2016

Factorial Hidden Markov Models

article

Factorial Learning and the EM Algorithm ⬇️

scientific article published in January 1995

Forward dynamic models in human motor control: Psychophysical evidence ⬇️

scientific article published in January 1995

GPstruct: Bayesian Structured Prediction Using Gaussian Processes

scientific article published on 01 July 2015

Gaussian Process Volatility Model ⬇️

scientific article published in January 2014

Gene function prediction from synthetic lethality networks via ranking on demand

scientific article published on 12 February 2010

General Table Completion using a Bayesian Nonparametric Model ⬇️

scientific article published in January 2014

Generalization to local remappings of the visuomotor coordinate transformation

scientific article

Generative models for discovering sparse distributed representations ⬇️

scientific article published on August 29, 1997

Hidden Common Cause Relations in Relational Learning ⬇️

scientific article published in January 2008

Hidden Markov Decision Trees ⬇️

scientific article published in January 1997

Hierarchical Non-linear Factor Analysis and Topographic Maps ⬇️

Human Activity Recognition by Combining a Small Number of Classifiers

scientific article published on 17 July 2015

Identifying protein complexes in high-throughput protein interaction screens using an infinite latent feature model.

scientific article published in January 2006

Infinite Mixtures of Gaussian Process Experts ⬇️

scientific article published in January 2002

Infinite latent feature models and the Indian buffet process ⬇️

scientific article published in January 2006

Interpolated Policy Gradient: Merging On-Policy and Off-Policy Gradient Estimation for Deep Reinforcement Learning ⬇️

Large Scale Nonparametric Bayesian Inference: Data Parallelisation in the Indian Buffet Process ⬇️

scientific article published in January 2009

Latent-space variational bayes

scientific article published in December 2008

Learning Multiple Related Tasks using Latent Independent Component Analysis ⬇️

scientific article published in January 2006

Learning Nonlinear Dynamical Systems Using an EM Algorithm ⬇️

Learning about protein hydrogen bonding by minimizing contrastive divergence.

scientific article published in February 2007

Learning from labeled and unlabeled data with label probagation ⬇️

scientific article (publication date: June 2002)

Learning to Parse Images ⬇️

Learning with Multiple Labels ⬇️

scientific article published in January 2003

MCMC for Variationally Sparse Gaussian Processes ⬇️

MetaGAN: An Adversarial Approach to Few-Shot Learning ⬇️

Metropolis Algorithms for Representative Subgraph Sampling

scholarly article published December 2008

Model reductions for inference: generality of pairwise, binary, and planar factor graphs

scientific article published in May 2013

Modeling Dyadic Data with Binary Latent Factors ⬇️

scientific article published in January 2007

Modeling T-cell activation using gene expression profiling and state-space models

scientific article published on 12 February 2004

Modeling and visualizing uncertainty in gene expression clusters using dirichlet process mixtures

scientific article published in October 2009

Nested sampling for Potts models ⬇️

scientific article published in January 2006

Neural Adaptive Sequential Monte Carlo ⬇️

Nonparametric Bayesian inference of transcriptional branching and recombination identifies regulators of early human germ cell development

article

Nonparametric Transforms of Graph Kernels for Semi-Supervised Learning ⬇️

Parallel Predictive Entropy Search for Batch Global Optimization of Expensive Objective Functions ⬇️

Particle Gibbs for Infinite Hidden Markov Models ⬇️

scientific article

Perceptual distortion contributes to the curvature of human reaching movements

scientific article published in January 1994

Perspectives and problems in motor learning

scientific article (publication date: November 2001)

Pitman Yor Diffusion Trees for Bayesian Hierarchical Clustering

scientific article published on February 2015

Predictive Entropy Search for Efficient Global Optimization of Black-box Functions ⬇️

scientific article published in January 2014

Probabilistic machine learning and artificial intelligence

scientific article

Propagation Algorithms for Variational Bayesian Learning ⬇️

scholarly article by Zoubin Ghahramani & Matthew J. Beal published 2001 in Advances in Neural Information Processing Systems 13

R/BHC: fast Bayesian hierarchical clustering for microarray data

scientific article published on 6 August 2009

RANKING RELATIONS USING ANALOGIES IN BIOLOGICAL AND INFORMATION NETWORKS

scientific article (publication date: 3 August 2010)

Random function priors for exchangeable arrays with applications to graphs and relational data ⬇️

scientific article published in January 2012

Relational Learning and Network Modelling Using Infinite Latent Attribute Models

scientific article published on February 2015

Relational Learning with Gaussian Processes ⬇️

scientific article published in January 2007

Robust estimation of local genetic ancestry in admixed populations using a nonparametric Bayesian approach

scientific article

SMEM Algorithm for Mixture Models ⬇️

Sparse Gaussian Processes using Pseudo-inputs ⬇️

scientific article published in January 2006

Statistical Model Criticism using Kernel Two Sample Tests ⬇️

Supervised learning from incomplete data via an EM approach ⬇️

scientific article published in January 1994

Testing a Bayesian Measure of Representativeness Using a Large Image Database ⬇️

scientific article published in January 2011

The Infinite Factorial Hidden Markov Model ⬇️

The Infinite Hidden Markov Model ⬇️

scientific article by Beal et al. from NIPS 2001 published in 2002

Tree-Structured Stick Breaking for Hierarchical Data ⬇️

Unsupervised Learning

Unsupervised Many-to-Many Object Matching for Relational Data

scientific article

Variational Inference for Bayesian Mixtures of Factor Analysers ⬇️

scientific article published in January 2000

Variational Infinite Hidden Conditional Random Fields

scientific article

Warped Gaussian Processes ⬇️

scientific article published in January 2004

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