GENERAL SIGNATURE EXTRACTION (GSE)
A SEEMINGLY COUNTERINTUITIVE APPROACH
Based on powerful analysis techniques drawn from electrical engineering and physics, and years of proprietary developments, enhancements, and testing in conjunction with leading researchers and practitioners at top academic and medical institutions, GSE enables ExSano to analyze data systematically and without compromise.
Stochastic resonance uses noise to boost the key features, including features that are otherwise hard to detect
Graph-based analysis identifies nodes or hubs in a group of interacting features
GSE tackles hard data problems without assumptions or constraints by, paradoxically, making them much harder:
Dramatically expands the feature space (e.g., by a million-fold or more)
Uniquely considers interactions as an integral part of the analysis
GSE extracts useful information and novel predictive features from the most difficult, yet all-too-common, real-world datasets, which are often missed by other analysis techniques.
POWERFUL HEALTHCARE SOLUTIONS
Searching for the best treatment in healthcare can involve trial and error, because many diseases are actually sets of diseases with common symptoms. Consequently, what works for one patient often does not work for another.
GSE addresses this patient diversity by segmenting and grouping like patients together into more uniform subgroups, which can have significant clinical impact.
Group like patients together, automatically and without advanced knowledge or expert input (blindly)
Subgroups reflect different disease mechanisms and treatments
By grouping similar patients together, information about existing treatments that work for patients in a subgroup can be used to guide the care of another patient. Moreover, the differences among similar patients can be used to impact disease progression in patients. In the process, GSE can change patients’ lives -- and healthcare.
ExSano’s GSE addresses long-standing needs in healthcare – and in machine learning/artificial intelligence in general.
ADVANTAGES OF GSE
The unique capabilities of GSE provide targeted, predictive, transparent and actionable solutions
Targeted
Recommendations for a specific patient based on their medical context and history, and leveraging existing treatments and outcomes for similar patients
Predictive
Quantitative treatment recommendations and approaches for impacting disease progression
Guide patient education, motivate compliance and, as needed, behavior modification
Transparent
See that the results are logical/make sense
Leverage the results to enable further improvements and insight
Actionable
Clear, medically meaningful and focused results and recommendations
