Areas of InterestComputer Algebra (CAS)With Math.NET, one of my bigger projects, Some time ago I started to develop an own computer algebra system without any theoretical background based on the .NET Platform. The longer Iwork on this project, the more grows my fascination grows in this area ... Digital Signal Processing (DSP)The ETH courses about Signals and Systems and a seminar about programming digital signal processors have awaken my interests especially but not limited to the topics of audio and control engineering. Pattern Classification and RecognitionBased on my work on neural networks I've come across the interesting but all but trivial problem of pattern recognition. Classification is one of the central problems in information technology and is needed in lots of situation (mostly unexpected at first sight). Neural Network Simulation and TrainingThere are lots of concepts for linear, synchronous neuronal network training out there, but up to now I haven't seen any files for differential, asynchronous networks. I'm trying to develop and implement some of my ideas about such networks. Beside that, I'm still implementing more common concepts for the NeuroBox library. Evolutional OptimisationEvolutional ideas may be very successful, as we see in the nature. I'll develop some evolution algorithms especially to train differential neural networks more efficient. Of course, the library will also be usable for general parameter optimisation. Knowledge ManagementThe management of knowledge, especially for big organisations but also for single humans, is and was ever a big problem. But not just for humans: I don't know any application that can store and use (combine, associate, ...) loads of data in a human way. I've written a concept for solving this gap using differential neural networks, based on the idea of associating bits of information together. |
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