David A. Knowles
7 papers · 2009–2026 · 3 venues · across top CS/AI venues
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Achievements
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🏃 Academic Marathon · Full 🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (29)
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Machine Learning
(6)
Bayesian & Probabilistic · Machine Learning
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Artificial Intelligence
(3)
Bayesian & Probabilistic · Artificial Intelligence
(3)
Optimization & Theory
(3)
Deep Learning
(2)
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(2)
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Healthcare & Medicine
(1)
Learning Types · Deep Learning
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Keywords
unsupervised learning
(2)
bayesian inference
(2)
variational inference
(2)
dimensionality reduction
(1)
bayesian nonparametrics
(1)
nonparametric bayesian
(1)
feature learning
(1)
hilbert-schmidt independence criterion
(1)
indian buffet process
(1)
logistic regression
(1)
supervised learning
(1)
distributed computing
(1)
markov chain monte carlo
(1)
parallel computing
(1)
distributed inference
(1)
message passing
(1)
principal component analysis
(1)
nonparametric bayesian inference
(1)
representation learning
(1)
factor analysis
(1)
Papers
Learning Lineage-guided Geodesics with Finsler Geometry
UAI 2026
Towards Identifiability of Interventional Stochastic Differential Equations
UAI 2026
The VampPrior Mixture Model
AISTATS 2025
Disentangling Interpretable Factors with Supervised Independent Subspace Principal Component Analysis
NeurIPS 2024
A nonparametric variable clustering model
NeurIPS 2012
Non-conjugate Variational Message Passing for Multinomial and Binary Regression
NeurIPS 2011
Large Scale Nonparametric Bayesian Inference: Data Parallelisation in the Indian Buffet Process
NeurIPS 2009