Our team of multi-disciplinary experts features 30 years of cutting-edge research and innovative applications in wide range of complex systems (in physics, biomedicine, engineering, finance and others fields). Using such multi-disciplinary expertise, we always stay several steps ahead of major new developments in complex systems modeling and early identification of novel or emerging multi-disciplinary techniques that could be adopted in personalized medicine and other challenging biomedical applications.
Modern machine learning (ML) and AI algorithms (including deep learning) demonstrated excellent performance in image classification and natural language processing (NLP). However, straightforward application of these techniques for personalized medicine, rare states identification and early detection of emerging abnormalities or treatment effects often results in unstable performance and inability to discover acceptable solutions.
Our first-hand understanding of pro and cons of quantitative models and modern ML algorithms allowed us to create a unique hybrid system capable of discovery of unique solutions to many challenging complex systems problems including biomedical applications. Our system optimally combines best features of many cutting-edge analytical and ML methods as well as efficiently incorporates existing expert knowledge. Our framework constantly evolves by adding complementary value of promising novel approaches discovered by our team and other researchers around the world.
While personal biomedical solutions discovered by our framework can be used in different ways, our focus is helping our clients to solve the most difficult problems associated with rare states identification and early detection of emerging abnormalities and treatment effects that are very challenging or simply impossible to detect by other means. Our solutions include but not limited to the following:
- AI-Driven Framework for Discovery of Multi-Expert Personalized Biomedical Models & Indicators.
- High-Capacity Engine for Multi-Factor Simulation and Multi-Objective Optimization of Treatment, Wellness & Rehabilitation Strategies.
- 24/7 Automated Personalization, Monitoring & Decision Support.
- Optimal Combination of All Available Biomedical Resources, Novel Research Results & Personal Data to Solve Your Current Problems.
- Clear Explanation & Interpretation of the Discovered Personalized Treatment and Wellness Strategies.
- Early Detection of the Emerging Medical Abnormalities, Health-Critical & Acute Events, Overtraining and Psychological Conditions.
- Predictive Indications of Personalized Zones of Optimal Performance in Sport and Other Competitive Fields
- Identification and forecasting of personalized weather and geomagnetic patterns critical to wellness and performance.