Controlling for Confounds in Connectome-Based Predictive Modeling
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Winter, N., Leenings, R., Fisch, L., Ernsting, J., Barkhau, C., Konowski, M., Dannlowski, U., Hahn, T.. …
Publications
Generalizability of Clinical Prediction Models in Mental Health
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Richter, Maike, Emden, Daniel, Leenings, Ramona, Winter, Nils R., Mikolajczyk, Rafael, Massag, Janka, Zwiky, …
Gray Matter Correlates of Childhood Maltreatment: Searching for Replicability in a Multi-Cohort Brain-Wide Association Study
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Goltermann, Janik, Winter, Nils, Meinert, Susanne, Grotegerd, Dominik, Kraus, Anna, Flinkenflügel, Kira, …
Machine Learning-Based Prediction of Illness Course in Major Depression: The Relevance of Risk Factors
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Teutenberg, Lea, Stein, Frederike, Thomas-Odenthal, Florian, Usemann, Paula, Brosch, Katharina, Winter, Nils, …
MRI-derived Estimation of Biological Aging in Patients with Affective Disorders in a 9-Year Follow-up - a Prospective Marker of Future Recurrence
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Förster, Katharina, Winter, Nils R., Ernsting, Jan, Leenings, Ramona, Fisch, Lukas, Barkhau, Carlotta, …
A Systematic Evaluation of Machine Learning--Based Biomarkers for Major Depressive Disorder
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Winter, Nils R., Blanke, Julian, Leenings, Ramona, Ernsting, Jan, Fisch, Lukas, Sarink, Kelvin, Barkhau, …
Deepbet: Fast Brain Extraction of T1-weighted MRI Using Convolutional Neural Networks
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Fisch, Lukas, Zumdick, Stefan, Barkhau, Carlotta, Emden, Daniel, Ernsting, Jan, Leenings, Ramona, Sarink, …
Deepmriprep: Voxel-based Morphometry (VBM) Preprocessing via Deep Neural Networks
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Fisch, Lukas, Winter, Nils R., Goltermann, Janik, Barkhau, Carlotta, Emden, Daniel, Ernsting, Jan, Konowski, …
From Gut to Brain: Evidence for a Causal Contribution of Gut-Microbiota to Major Depressive Disorder in Humans
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Fehse, Leon, Ribeiro, Adele H., Winter, Nils R., Thanarajah, Sharmili Edwin, Fisch, Lukas, Welzel, Marius, …
Genetic, Individual, and Familial Risk Correlates of Brain Network Controllability in Major Depressive Disorder
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Hahn, Tim, Winter, Nils R., Ernsting, Jan, Gruber, Marius, Mauritz, Marco J., Fisch, Lukas, Leenings, Ramona, …
PHOTONAI-Graph - A Python Toolbox for Graph Machine Learning
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Ernsting, Jan, Holstein, Vincent, Winter, Nils R., Sarink, Kelvin, Leenings, Ramona, Gruber, Marius, Repple, …
Shared and Specific Patterns of Structural Brain Connectivity Across Affective and Psychotic Disorders
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Repple, Jonathan, Gruber, Marius, Mauritz, Marco, de Lange, Siemon C., Winter, Nils Ralf, Opel, Nils, …
Towards a Network Control Theory of Electroconvulsive Therapy Response
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Hahn, Tim, Jamalabadi, Hamidreza, Nozari, Erfan, Winter, Nils R, Ernsting, Jan, Gruber, Marius, Mauritz, Marco …
Canonical Correlation Analysis and Partial Least Squares for Identifying Brain-Behaviour Associations: A Tutorial and a Comparative Study
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Mihalik, Agoston, Chapman, James, Adams, Rick A., Winter, Nils R., Ferreira, Fabio S., Shawe-Taylor, John, …
Quantifying Deviations of Brain Structure and Function in Major Depressive Disorder Across Neuroimaging Modalities
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Winter, Nils R., Leenings, Ramona, Ernsting, Jan, Sarink, Kelvin, Fisch, Lukas, Emden, Daniel, Blanke, Julian, …
Recommendations for Machine Learning Benchmarks in Neuroimaging
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Leenings, Ramona, Winter, Nils R., Dannlowski, Udo, Hahn, Tim. Recommendations for Machine Learning Benchmarks …
Resting-State Functional Connectivity Patterns Associated with Childhood Maltreatment in a Large Bicentric Cohort of Adults with and without Major Depression
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Goltermann, Janik, Winter, Nils Ralf, Meinert, Susanne, Sindermann, Lisa, Lemke, Hannah, Leehr, Elisabeth J, …
Significance and Stability of Deep Learning-Based Identification of Subtypes within Major Psychiatric Disorders
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Winter, Nils R., Hahn, Tim. Significance and Stability of Deep Learning-Based Identification of Subtypes …
From Multivariate Methods to an AI Ecosystem
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Winter, Nils R., Cearns, Micah, Clark, Scott R., Leenings, Ramona, Dannlowski, Udo, Baune, Bernhard T., Hahn, …
Identification of Transdiagnostic Psychiatric Disorder Subtypes Using Unsupervised Learning
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Pelin, Helena, Ising, Marcus, Stein, Frederike, Meinert, Susanne, Meller, Tina, Brosch, Katharina, Winter, …
Interpreting Weights of Multimodal Machine Learning Models---Problems and Pitfalls
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Winter, Nils Ralf, Goltermann, Janik, Dannlowski, Udo, Hahn, Tim. Interpreting Weights of Multimodal Machine …
PHOTONAI---A Python API for Rapid Machine Learning Model Development
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Leenings, Ramona, Winter, Nils Ralf, Plagwitz, Lucas, Holstein, Vincent, Ernsting, Jan, Sarink, Kelvin, Fisch, …
Big Data & KI und Maschinenlernen auf dem Weg zur Precision-Psychiatry -- wie verändern sie den therapeutischen Alltag?
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Winter, Nils R., Hahn, Tim. {Big Data & KI und Maschinenlernen auf dem Weg zur Precision-Psychiatry …
Predicting Intelligence from Brain Gray Matter Volume
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Hilger, Kirsten, Winter, Nils R., Leenings, Ramona, Sassenhagen, Jona, Hahn, Tim, Basten, Ulrike, Fiebach, …
The PHOTON Wizard - Towards Educational Machine Learning Code Generators
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Leenings, Ramona, Winter, Nils Ralf, Sarink, Kelvin, Ernsting, Jan, Jiang, Xiaoyi, Dannlowski, Udo, Hahn, Tim. …