In an increasingly data driven environment, a critical challenge is to infer root causes and their associated likelihood directly from the data. Root cause analysis can also enable effective strategy generation directly from data when more fundamental knowledge is lacking. For example, is there an optimal treatment strategy that a patient should pursue that will maximize the likelihood of a successful outcome? Or, in a business environment, are there specific combinations of marketing and sales strategies that an enterprise should pursue that optimize profits? The ideal product should be also be able to generate strategies efficiently under different constraints without the need to remodel the data – this provides a key flexibility advantage in a fast paced decision making environment.
Quantum Leap Analyst - Reasoning automatically generates hypotheses for root cause analysis and resulting strategies from informative patterns in data. The underlying technology links advanced optimization technologies with information theory and automatically generated Bayesian network models from pattern rich data to answer “what-if” questions in a unique and flexible manner. Key features include:
Ease of Use - Automatic generation of informative Bayesian network models from data
Transparency - Models are transparent and can incorporate human knowledge
Flexibility - Models can be easily tuned to meet user requirements and constraints
Dynamic - Models can be updated with new data without the need to remodel
Scalability - Designed to efficiently leverage Big Data
Quantum Leap Analyst - Reasoning - Healthcare and Life Sciences Applications
Drug Discovery and Development:
•Optimize the structural composition of candidate compounds for desired biochemical activity
•Automatically generate integrative hypotheses around disease mechanisms across diverse data sets that can span multiple biological scales (spanning the “omics continuum”)
Optimizing Health Outcomes and Treatments:
•Optimize health outcomes and treatment strategies from integrated data environments that include patient information, treatments, health outcomes and cost of treatment.
To discuss these or other similar applications, please contact
info@quantumleapinnovations.com or 302-894-8000
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