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Hirschberger, Florian and Forster, Dennis and Lucke, Jorg (2022) A variational EM acceleration for efficient clustering at very large scales. IEEE transactions on pattern analysis and machine intelligence, 44 (12). pp. 9787-9801. ISSN 0162-8828 - 1939-3539
Lücke, Jörg and Forster, Dennis (2019) k-means as a variational EM approximation of Gaussian mixture models. Pattern recognition letters, 125. pp. 349-356. ISSN 0167-8655
Forster, Dennis and Sheikh, Abdul-Saboor and Lücke , Jörg (2018) Neural simpletrons: learning in the limit of few labels with directed generative networks. Neural computation, 30 (8). pp. 2113-2174. ISSN 1530-888X
Damm, Simon and Forster, Dennis and Velychko, Dmytro and Dai, Zhenwen and Fischer, Asja and Lücke , Jörg (2023) The ELBO of variational autoencoders converges to a sum of entropies. In: International Conference on Artificial Intelligence and Statistics (AISTATS), 25-27 April 2023, Valencia, Spain.
Forster, Dennis and Lücke, Jörg (2018) Can clustering scale sublinearly with its clusters? A variational EM acceleration of GMMs and k-means. In: AISTATS 2018, The 21st International Conference on Artificial Intelligence and Statistics, April 9 - 11, 2018, Playa Blanca, Lanzarote, Canary Islands, Spain.
Forster, Dennis and Lücke , Jörg (2017) Truncated variational EM for semi-supervised neural simpletrons. In: IJCNN 2017 : the International Joint Conference on Neural Networks, 2017.05.14-19, Anchorage, Alaska.
