"Cardiology Research and Practice" Publishes Article on QCT.
/Como, 24-th September, 2021. The “Cardiology Research and Practice" medical journal publishes paper “Quantitative Complexity Theory Used in the Prediction of Head-Up Tilt Testing Outcome”. The research reported in the paper has been performed in collaboration with the Military Institute of Medicine in Warsaw, Poland.
The paper concludes that “Complexity has been shown to be a sensitive marker of cardiovascular haemodynamic response to orthostatic stress and proved to be superior over HR and BP in predicting HUTT outcomes.” and shows how QCT – Quantitative Complexity Theory – can predict the response to a vasovagal syncope. In practice, the QCT can predict, even two minutes ahead of time, when a patient will faint, showing its superiority over conventional approaches.
“The understanding of physics and physical processes and transformations makes it possible to identify precursors of anomalies, not just anomalies. The QCT, in practice, takes anomaly detection to a new level. Artificial Intelligence and Machine Learning have been around for a few decades. While ML works well in certain applications, we felt that it was time to develop a radically innovative and unconventional data analysis technology, redefining the concept of anomaly and anomaly detection. In highly complex situations with hundreds of thousands of variables, Machine Learning is not feasible as it requires numerous examples of anomalies to learn from. Often you don’t have the time. Our QCT doesn’t require training or prior knowledge, only streaming raw data.” said Dr. J. Marczyk, the founder and President of Ontonix.
The data for the research has been collected as a part of the project (no. 126/IWSZ/2007) funded by the Polish Ministry of National Defense.
Download paper.