Dennis Forster

According to our database, Dennis Forster authored at least 9 papers between 2015 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2023

The ELBO of Variational Autoencoders Converges to a Sum of Entropies.

Simon Damm, Dennis Forster, Dmytro Velychko, Zhenwen Dai, Asja Fischer, Jörg Lücke

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

A Variational EM Acceleration for Efficient Clustering at Very Large Scales.

Florian Hirschberger, Dennis Forster, Jörg Lücke

IEEE Trans. Pattern Anal. Mach. Intell., 2022

2020

The Evidence Lower Bound of Variational Autoencoders Converges to a Sum of Three Entropies.

Jörg Lücke, Dennis Forster, Zhenwen Dai

CoRR, 2020

2019

<i>k</i>-means as a variational EM approximation of Gaussian mixture models.

Jörg Lücke, Dennis Forster

Pattern Recognit. Lett., 2019

2018

Neural Simpletrons: Learning in the Limit of Few Labels with Directed Generative Networks.

Dennis Forster, Abdul-Saboor Sheikh, Jörg Lücke

Neural Comput., 2018

Accelerated Training of Large-Scale Gaussian Mixtures by a Merger of Sublinear Approaches.

Florian Hirschberger, Dennis Forster, Jörg Lücke

CoRR, 2018

Can clustering scale sublinearly with its clusters? A variational EM acceleration of GMMs and k-means.

Dennis Forster, Jörg Lücke

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018

2017

Truncated variational EM for semi-supervised neural simpletrons.

Dennis Forster, Jörg Lücke

Proceedings of the 2017 International Joint Conference on Neural Networks, 2017

2015

Neural Simpletrons - Minimalistic Probabilistic Networks for Learning With Few Labels.

Dennis Forster, Abdul-Saboor Sheikh, Jörg Lücke

CoRR, 2015