20 citations · 61 across the 12 of their papers we have counts for
4 papers · 1 filter
A Practical Approach to Sizing Neural Networks
Gerald Friedland, Alfredo Metere, Mario Krell
Memorization is worst-case generalization. Based on MacKay's information theoretic model of supervised machine learning, this article discusses how to practically estimate the maxi…
Learning of Multi-Context Models for Autonomous Underwater Vehicles
Bilal Wehbe, Octavio Arriaga, Mario Michael Krell +1
Multi-context model learning is crucial for marine robotics where several factors can cause disturbances to the system's dynamics. This work addresses the problem of identifying mu…
Generalizing, Decoding, and Optimizing Support Vector Machine Classification
Mario Michael Krell
The classification of complex data usually requires the composition of processing steps. Here, a major challenge is the selection of optimal algorithms for preprocessing and classi…
Data Augmentation for Brain-Computer Interfaces: Analysis on Event-Related Potentials Data
Mario Michael Krell, Anett Seeland, Su Kyoung Kim
On image data, data augmentation is becoming less relevant due to the large amount of available training data and regularization techniques. Common approaches are moving windows (c…