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gaussian copula

23 papers

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Co-occurring keywords

variational inference (2069) graphical model (864) latent variable (541) variational autoencoder (1288) mixed datum (13) missing value imputation (29) bayesian network (378) missing data imputation (57) posterior collapse (55) dependency relationship (4)

Papers

Copula for Instance-wise Feature Selection and Rank UAI 2023
Online Missing Value Imputation and Change Point Detection with the Gaussian Copula AAAI 2022
Gaussian Copula Embeddings NIPS 2022
Probabilistic Missing Value Imputation for Mixed Categorical and Ordered Data NIPS 2022
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data Types ACML 2021
A Quantile-based Approach for Hyperparameter Transfer Learning ICML 2020
Relaxed Multivariate Bernoulli Distribution and Its Applications to Deep Generative Models UAI 2020
Matrix Completion with Quantified Uncertainty through Low Rank Gaussian Copula NIPS 2020
Adaptive Gaussian Copula ABC AISTATS 2019
High-dimensional Mixed Graphical Model with Ordinal Data: Parameter Estimation and Statistical Inference AISTATS 2019
High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes NIPS 2019
Neural Gaussian Copula for Variational Autoencoder EMNLP 2019
Neural Gaussian Copula for Variational Autoencoder IJCNLP 2019
Nonparanormal Information Estimation ICML 2017
Multi-task Sparse Structure Learning with Gaussian Copula Models JMLR 2016
Generalized Ideal Parent (GIP): Discovering non-Gaussian Hidden Variables AISTATS 2016
Gaussian Copula Precision Estimation with Missing Values AISTATS 2014
Sparse meta-Gaussian information bottleneck ICML 2014
CODA: High Dimensional Copula Discriminant Analysis JMLR 2013
Flexible sampling of discrete data correlations without the marginal distributions NIPS 2013
Meta-Gaussian Information Bottleneck NIPS 2012
Nonparanormal Belief Propagation (NPNBP) NIPS 2012
The Nonparanormal: Semiparametric Estimation of High Dimensional Undirected Graphs JMLR 2009