Kaspar Märtens
5 papers · 2019–2023 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(11)
Venues
Top co-authors
Research topics
Keywords
dimensionality reduction
(3)
variational autoencoder
(2)
bayesian inference
(1)
feature clustering
(1)
gaussian process
(1)
markov chain
(1)
stochastic process
(1)
gibbs sampler
(1)
disease progression
(1)
latent variable model
(1)
latent representation
(1)
latent variable
(1)
factorial hidden markov model
(1)
markov process
(1)
translation invariance
(1)
variance decomposition
(1)
functional anovum
(1)
functional representation
(1)
kernel decomposition
(1)
neural process
(1)
Papers
Deep Stochastic Processes via Functional Markov Transition Operators
NeurIPS 2023
BasisVAE: Translation-invariant feature-level clustering with Variational Autoencoders
AISTATS 2020
Neural Decomposition: Functional ANOVA with Variational Autoencoders
AISTATS 2020
Augmented Ensemble MCMC sampling in Factorial Hidden Markov Models
AISTATS 2019
Decomposing feature-level variation with Covariate Gaussian Process Latent Variable Models
ICML 2019