PhD Theses

5 dissertations

Analysis of Electrophysiological Data with Invertibe Neural Networks
Peter Bouss

Analytical and Numerical Investigation of Neural Organizing Principles for Computational Systems
Michael Dick

Dynamical systems and paradigms for bio-inspired computing
Pezhman Ebrahimzadeh

Functions of spiking neural networks constrained by biology
Agnes Korcsak-Gorzo

Noise and Information in Deep Learning: A Statistical Physics Perspective on Learning and Neural Representations
Max Carol Hermann Staats

8 dissertations

Spatial connectivity patterns shape dynamics of large-scale spiking neural networks of visual cortex
Jasper Albers

Transitions in the dynamics of recurrent neural networks
Sven Goedeke

Mechanics of deep neural networks beyond the Gaussian limit
Kirsten Fischer

Simulation studies of cortical microcircuitry incorporating multiple interneuron types and astrocytes
Han-Jia Jiang

Construction of a spiking network model of macaque visual cortex: towards digital twins
Anno Kurth

On data and knowledge transfer efficiency in deep learning
Alessio Quercia

Analysis of Information Processing and Memory Prerequisites for Temporal Difference Learning in Cortical Neural Network Models
Tobias Schulte to Brinke

Sequential information processing in modular spiking networks
Barna Zajzon

6 dissertations

Neural activity dynamics in experimental recordings and simulated networks
Simon Essink

Analysis and quantitative comparison of neural network dynamics on a neuron-wise and population level
Robin Gutzen

Modeling experimental data: required pre-processing and workflows
Alexander Kleinnjohann

Interactions on structured networks
Claudia Merger

A statistical perspective on learning of time series in neural networks
Sandra Nestler

Large-scale modeling and simulation of neuronal networks in the human cortex
Jari Pronold

4 dissertations

A brain inspired sequence learning algorithm and foundations of a memristive hardware implementation
Younes Boudhadjar

Visual processing of naturalistic images: free viewing, guided visual searching, and memorization
Christian Kiefer

Characterization and modeling of primate cortical anatomy and activity
Aitor Morales-Gregorio

The Role of Nonlinear Interactions and Connectivity in Shaping Critical and Collective Network Dynamics
Lorenzo Tiberi

6 dissertations

Field theoretic approaches to computation in neuronal networks
Christian Keup

Persistent firing and oscillations in the septo-hippocampal system and their relation to locomotion
Karolina Korvasová

Dynamical and statistical structure of spatially organized neuronal networks
Moritz Layer

Field theoretical and simulation methods for the investigation of collective dynamics in neural networks
Jonas Stapmanns

Higher-Order Correlation Analysis in Massively Parallel Recordings in Behaving Monkey
Alessandra Stella

Simulation and Theory of Large-Scale Cortical Networks
Alexander van Meegen

2 dissertations

Extracellular signatures of pathological activity in the subthalamic nucleus
Robin Pauli

Learning and Decision Making in Closed Loop Simulations of Plastic Spiking Neural Networks
Philipp Weidel

3 dissertations

Path integral methods for correlated activity in neuronal networks
Tobias Kühn

Detection and statistical evaluation of spike patterns in parallel electrophysiological recordings
Pietro Quaglio

Tools and workflows for data & metadata management of complex experiments: building a foundation for reproducible & collaborative analysis in the neurosciences
Julia Sprenger

6 dissertations

Variability and compensation in Alzheimer's disease across different neuronal network scales
Claudia Bachmann

Algorithmic solver selection for systems of differential equations in human brain cell models for the domain specific lanuage NESTML
Inga Blundell

Probabilistic neural computation and neural simulation technology
Jakob Jordan

Modeling and simulation of complex networks in systems biology
Jeyashree Krishnan

Systematic validation of common approaches for cortical network modeling
Andrei Maksimov

Construction and analysis of spatially organized cortical network model
Johanna Senk

3 dissertations

Cortical network dynamics during visually-guided motor behavior: Setup development and Preliminary analyses
Marcel De Haan

State-dependent processing in Spiking Neural Networks
Renato Duarte

Management of electrophysiological data & metadata: making complex experiments accessible to yourself and others
Lyuba Zehl

5 dissertations

Connectivity structure induced dynamics and correlations in spiking neural networks
Hannah Bos

Correlated fluctuations in neural networks on the microscopic and mesoscopic scale
David Dahmen

Theory of mutual interaction of activity and connectivity in plastic neural networks
Dmytro Grytskyy

Statistical analysis tools for assessing the functional relevance of higher-order correlations in massively parallel spike trains
Vahid Rostami

Mean-field theory for complex neuronal networks
Jannis Schücker

4 dissertations

Structure-Dynamics relationship in basal ganglia: Implications for brain function
Jyotika Bahuguna

Modeling the calcium spike and its role in network computation
Yam Song Chua

Modeling and simulation of multi-scale spiking neuronal networks
Maximilian Schmidt

Statistical analysis of synchrony and synchrony propagation in massively parallel spike trains
Emiliano Torre

1 dissertation

Simulation technology for plastic neuronal networks on high-performance computers
Susanne Kunkel

1 dissertation

Interplay of connectivity and dynamics in recurrent neuronal networks
Yury Zaytsev