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Predictive AI

"How is my risk profile developing?"

Entries on computers are still largely made by hand. This is independent of whether it is a desktop system or a mobile device such as a smartphone or a smart watch. In many cases, graphically based input methods are via touch or the use of a computer mouse or similar ones systems to be found. Analyzes of the resulting dynamic data traces of hand movements which are used as time series data can be recorded. By doing so, this should provide statements about people's mobility and additional diagnoses of risks, such as incorrect sitting positions, incorrect postures/positions and poor posture. Conversely, active movement assistance and recommendations for therapeutic applications should also be possible on this basis.

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A prototype we developed showed how basic data generation and pre-processing of computer mouse data can be done. Using data mining methods, person-specific hand movement artifacts can be identified for further processing. This solution can be used directly in the context of medical studies, both in diagnostics and therapy. The universality of our approach allows it to be transferred to other areas of application, such as in school or professional environments, by analyzing movement patterns and, if necessary, training them.

Example RSI-Syndrome: "Data Mining von Computereingaben als Grundlage für medizinische, therapeutische und Lern-Anwendungen" - download our scientific publication (in German, pages 198ff.)
Our competency areas:

Where did we demonstrate our strengths?

A short list:

Development of mass data generators

AI - algorithms for real-time data evaluation in time series

AI - training and fine-tuning/optimization of AI models

AI - prototyping

AI - acceptance

Secure AI based on personalized data

Competence

IT technologies at the connection between humans and machines have been our specialty - for 35 years!

"End-to-End"

From incremental to disruptive. From a study to a minimum viable product. Everything from a single source!

Awarded

Successful projects and all this coupled with numerous awards!

Openness

We disclose many of our results so that they can be further developed.