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Dennis Forster
Dennis Forster
Frankfurt University of Applied Science
Verified email at fb3.fra-uas.de
Title
Cited by
Cited by
Year
k-means as a variational EM approximation of Gaussian mixture models
J Lücke, D Forster
Pattern Recognition Letters 125, 349-356, 2019
572019
Neural simpletrons: Learning in the limit of few labels with directed generative networks
D Forster, AS Sheikh, J Lücke
Neural computation 30 (8), 2113-2174, 2018
182018
Can clustering scale sublinearly with its clusters? A variational EM acceleration of GMMs and k-means
D Forster, J Lücke
International Conference on Artificial Intelligence and Statistics, 124-132, 2018
162018
Truncated variational em for semi-supervised neural simpletrons
D Forster, J Lücke
2017 International Joint Conference on Neural Networks (IJCNN), 3769-3776, 2017
132017
A variational EM acceleration for efficient clustering at very large scales
F Hirschberger, D Forster, J Lücke
IEEE transactions on pattern analysis and machine intelligence 44 (12), 9787 …, 2021
112021
Neural simpletrons-minimalistic directed generative networks for learning with few labels
D Forster, AS Sheikh, J Lücke
arXiv preprint arXiv:1506.08448, 2015
52015
The ELBO of variational autoencoders converges to a sum of entropies
S Damm, D Forster, D Velychko, Z Dai, A Fischer, J Lücke
International Conference on Artificial Intelligence and Statistics, 3931-3960, 2023
32023
The ELBO of Variational Autoencoders Converges to a Sum of Three Entropies
S Damm, D Forster, D Velychko, Z Dai, A Fischer, J Lücke
arXiv preprint arXiv:2010.14860, 2020
32020
Accelerated training of large-scale gaussian mixtures by a merger of sublinear approaches
F Hirschberger, D Forster, J Lücke
IEEE Transaction on Pattern Analysis and Machine Intelligence 1050 (12), 1-2, 2021
22021
Neural Simpletrons–Minimalistic Probabilistic Networks for Learning With Few Labels
D Forster, AS Sheikh, J Lücke
stat 1050, 28, 2015
12015
Large Scale Clustering with Variational EM for Gaussian Mixture Models
F Hirschberger, D Forster, J Lücke
arXiv preprint arXiv:1810.00803, 2018
2018
Directed Generative Models for Deep Semi-supervised Networks and Efficient Clustering
D Forster
Carl von Ossietzky Universität Oldenburg, 2018
2018
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