Neural Information Processing
Projects
Models of Neural Systems
- Mean-Field Reductions of Spiking Neural Networks
- Perception and Decision Making in Uncertain Environments
- Computational Models of Primary Visual Cortex
- Adaptation, Plasticity, and Coding in Sensory Systems
- Models of Neural Development
Machine Learning
- Deep Networks
- Approximate Reinforcement Learning
- Learning Vector Quantization and Self-organizing Maps
- Learning on Structured Representations
Analysis of Neural Data
- MRI, EM, Autoradiography, and Multi-modal Data
- Confocal Microscopy: Segmentation, Tracing and Analysis of 3D Images
- Functional Imaging Methods: Source Separation Techniques
- Spike Sorting and Spike Train Analysis
Applications
- Information Retrieval and Social Network Analysis
- Rapid Object Recognition
- Applications to Problems in Bio- and Chemoinformatics
- Machine Learning and Neural Networks for the Perceptually Relevant Analysis of Music
- VeriCon: Strategic Development and Extension of the Verification Context of Automated People and Object Counting Systems