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20122026
most citedInfluence of visual cues on head and eye movements during listening tasks in multi-talker audiovisual environments with animated characters

45 citations

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stat.ML2017★ 2 cited

Truncated Variational EM for Semi-Supervised Neural Simpletrons

Dennis Forster, Jörg Lücke

Inference and learning for probabilistic generative networks is often very challenging and typically prevents scalability to as large networks as used for deep discriminative appro…

stat.ML2015★ 15 cited

Neural Simpletrons - Minimalistic Directed Generative Networks for Learning with Few Labels

Dennis Forster, Abdul-Saboor Sheikh, Jörg Lücke

Classifiers for the semi-supervised setting often combine strong supervised models with additional learning objectives to make use of unlabeled data. This results in powerful thoug…

stat.ML2012

A Truncated EM Approach for Spike-and-Slab Sparse Coding

Abdul-Saboor Sheikh, Jacquelyn A. Shelton, Jörg Lücke

We study inference and learning based on a sparse coding model with `spike-and-slab' prior. As in standard sparse coding, the model used assumes independent latent sources that lin…