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Drefs, Jakob and Guiraud, Enrico and Panagiotou, Filippos and Lücke , Jörg (2023) Direct evolutionary optimization of variational autoencoders with binary latents. In: Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2022, September 19–23, 2022, Grenoble, France.
Mousavi, Hamid and Drefs, Jakob and Hirschberger, Florian and Lücke , Jörg (2023) Generic unsupervised optimization for a latent variable model with exponential family observables. Journal of machine learning research, 24 (285). pp. 1-59. ISSN 1533-7928
Drefs, Jakob (2022) Evolutionary Variational Optimization for Probabilistic Unsupervised Learning. PhD, Universitätsbibliothek Oldenburg.
Drefs, Jakob and Guiraud, Enrico and Lücke, Jörg (2022) Evolutionary variational optimization of generative models. Journal of machine learning research, 23 (21). pp. 1-51. ISSN 1533-7928
Mousavi, Hamid and Buhl, Mareike and Guiraud, Enrico and Drefs, Jakob and Lücke, Jörg (2021) Inference and learning in a latent variable model for beta distributed interval data. Entropy, 23 (5, 552). pp. 1-28. ISSN 1099-4300
Mousavi, S. Hamid and Drefs, Jakob and Lücke, Jörg (2021) A double-dictionary approach learns component means and variances for V1 encoding. In: Machine Learning, Optimization, and Data Science. Lecture notes in computer science (12566). Springer International Publishing AG, Cham, pp. 240-244. ISBN 978-3-030-64580-9
Sheikh, Abdul-Saboor and Harper, Nicol S. and Drefs, Jakob and Singer, Yosef and Dai, Zhenwen and Turner, Richard E. and Lücke, Jörg (2019) STRFs in primary auditory cortex emerge from masking-based statistics of natural sounds. PLOS Computational Biology, 15 (1). e1006595. ISSN 1553-7358
Sheikh, Abdul-Saboor and Harper, Nicol S. and Drefs, Jakob and Singer, Yosef and Dai, Zhenwen and Turner, Richard E. and Lücke, Jörg (2019) STRFs in primary auditory cortex emerge from masking-based statistics of natural sounds. PLOS Computational Biology, 15 (1). e1006595. ISSN 1553-7358
Guiraud, Enrico and Drefs, Jakob and Lücke, Jörg (2018) Evolutionary expectation maximization. In: GECCO '18: Proceedings of the Genetic and Evolutionary Computation Conference, Kyoto, Japan, July 15-19, 2018.
