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+# Movement Prediction from EEG based on Synergies
+## Introduction
+- Motivation 
+- Techniques
+  - EMG
+  - EEG
+  - LF
+  - SVM
+  - Regression
+  - Synergies
+  - NN, esp. Autoencoders
+- We'll see...
+## Materials and Methods
+- Tools
+  - EEG 
+    - (10-20)
+    - pburg
+  - EMG
+  - CV
+  - SVM
+    - Confusion Matrix
+    - Balancing
+      - less bias
+      - less computation time
+  - ridge Regression
+    - why ridge?
+  - Neuronal Networks
+  - PCA
+  - NNMF
+- My history
+  - load data
+  - Where to cut?
+  - Filtering of EEG
+  - Classification
+    - new Classification
+      - thershold for Movement (Histogram)
+    - Movement - Rest
+    - different Movements
+  - prediction kinematics
+    - no Matching recordings
+  - Synergies
+    - PCA
+    - NNMF
+    - Autoencoder
+    - How many synergies? (4 but 3) 
+  - topographical plots
+  - LF
+- Parameters
+  - timing, ...
+  - SVM
+  - Ridge
+## Results
+## Discussion
+## Future work