David A. Knowles
5 papers · 2009–2025 · 2 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (20) π Interdisciplinary Bridge π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (2)
π
Academic Marathon
(16)
π
Cross-Pollinator
(15)
π
Trend Setter
Conferences
NIPS (4)
AISTATS (1)
Top co-authors
Keywords
bayesian inference
(2)
unsupervised learning
(2)
dimensionality reduction
(1)
representation learning
(1)
feature learning
(1)
bayesian nonparametrics
(1)
nonparametric bayesian
(1)
variational inference
(1)
principal component analysis
(1)
logistic regression
(1)
high dimensional data
(1)
supervised learning
(1)
distributed computing
(1)
markov chain monte carlo
(1)
parallel computing
(1)
message passing
(1)
distributed inference
(1)
hilbert-schmidt independence criterion
(1)
indian buffet process
(1)
variational message passing
(1)
Papers
The VampPrior Mixture Model
AISTATS 2025
Disentangling Interpretable Factors with Supervised Independent Subspace Principal Component Analysis
NIPS 2024
A nonparametric variable clustering model
NIPS 2012
Non-conjugate Variational Message Passing for Multinomial and Binary Regression
NIPS 2011
Large Scale Nonparametric Bayesian Inference: Data Parallelisation in the Indian Buffet Process
NIPS 2009