Enterprise Architecture

Probabilistic Modeling, Predictive Analytics & Intelligent Design from Multiple Medical Knowledge Sources

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Bioingine.com; Probabilistic Modeling and Predictive Analytics Platform for A.I driven Deep Learning to discover Pathways from Clinical Data to Suggested Ontology for Pharmacogenomics; achieving Personalization and Driving Precision Medicine. Data Integration in the Life Sciences: 11th International Conference, DILS 2015, Los Angeles, CA, USA, July 9-10, 2015, Proceedings The Feature Diagram from the book above:- Pharmacogenomic knowledge […]

Clinical Decisions and Empirical Dilemma :- Priori Knowledge independent of Experience vs Posterior Knowledge dependent on Experience

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Leon Festinger, American social psychologist, is credited to have developed the idea around Cognitive Dissonance Bioingine.com employs algorithmic approach based on Hyperbolic Dirac Net that allows inference nets that are a general graph (GC), including cyclic paths, thus surpassing the limitation in the Bayes Net that is traditionally a Directed Acyclic Graph (DAG) by definition. The Bioingine.com approach thus more fundamentally […]

Kahneman, the recipient Nobel prize (with Tversky and others) provided important insights concerning Clinicians decision-making under uncertainty

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Probabilistic reasoning and clinical decision-making: do doctors overestimate diagnostic probabilities? “Clinicians make decisions in the face of uncertainty. Kahneman, the recipient of this year’s Nobel prize, (with Tversky and others) provided important insights concerning judgment and decision-making under uncertainty.1,,2 In order to deal with uncertainty, doctors often over-emphasize the importance of diagnostic tests, at the expense […]

Semantic Data Lake Delivering Tacit Knowledge – Evidence based Clinical Decision Support

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Can the complexity be removed and tacit knowledge delivered from the plethora of the medical information available in the world. ” Let Doctors be Doctors” Semantic Data Lake becomes the Book of Knowledge ascertained by correlation and causation resulting into Weighted Evidence Characteristics of Bioingine.com Cognitive Computing Platform Architecture style moves from Event driven into […]

Clinical Data Analytics – Loss of Innocence (Predictive Analytics) in a Large High Dimensional Semantic Data Lake

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From Dr. Barry Robson’s notes:- Is Data Analysis Particularly Difficult in Biomedicine? Looking for a single strand of evidence in billions of possible semantic multiple combinations by Machine Learning Of all disciplines, it almost seems that it is clinical genomics, proteomics, and their kin, which are particularly hard on the data-analytic part of science. Is […]

Evidence based Medicine driven by Inferential Statistics – Hyperbolic Dirac Net

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http://sociology.about.com/od/Statistics/a/Introduction-To-Statistics.htm From above link Descriptive Statistics (A quantitative summary) Descriptive statistics includes statistical procedures that we use to describe the population we are studying. The data could be collected from either a sample or a population, but the results help us organize and describe data. Descriptive statistics can only be used to describe the group that […]

Architect Your Predictive Analytics Capability To Unleash The Power Of Digital Business

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Predictive analytics has become the key to helping businesses — especially those in the highly dynamic Chinese market — create differentiated, individualized customer experiences and make better decisions. Enterprise architecture professionals must t…

Architect Your Predictive Analytics Capability To Unleash The Power Of Digital Business

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Predictive analytics has become the key to helping businesses — especially those in the highly dynamic Chinese market — create differentiated, individualized customer experiences and make better decisions. Enterprise architecture professionals must t…