Aggregated enterprise architecture wisdom
Bioingine.com; Platform for Healthcare Interoperability (large data sets) Analytics Deep Learning from Millions of EHR Records 1. Payer – Provider:- (Mostly Descriptive Statistics) Mostly answers “What” Healthcare Management Analysis (Systemic Efficiencies) Opportunities for cost reduction Chronic patient management Pathway analysis… Continue Reading →
Mar 21, 2016 Below is Screen Shots of the BioIngine – HDN Ingine; that creates a semantic lake and from which computes the probabilistic risk; as one of the use case. Bioingine.com; in its first attempt is implemented employing Wolfram… Continue Reading →
Cogito ergo sum [a] is a Latin philosophical proposition by René Descartes usually translated into English as ” I think, therefore I am“. Cartesianism – is usually understood as deterministic, i.e. about definite answers, deductive logic . Actually Descartes held that all existence consists in three distinct substances, each with its own essence… Continue Reading →
Prescriptive / Descriptive / Predictive Deductive / Inductive “Arguments based on Deductive / Inductive based on the Inferential “ Notational Computing / Semantic Algebra / Quantum Statistics Non – Predicated Intelligence Driven Data Science Platform
Chronology of Development of Hyperbolic Dirac Net (HDN) Inference. https://en.wikipedia.org/wiki/Thomas_Bayes From Above Link:- 1. 1763. Thomas Bayes was an English statistician, philosopher and Presbyterian minister who is known for having formulated a specific case of the theorem that bears his name: Bayes’ theorem. Bayes’s… Continue Reading →
Employ of Dockerized Apps Opens a Vistas of Possibilities with Hadoop Architecture. Where, the Hadoop’s traditional data management architecture is extended beyond data processing and management into Distributed Concurrent Computing. Data Management (Storage, Security, MapReduce based Pre-processing) and Data Science (Algorithms) Decoupled. Microservices driven Concurrent Computing :- Complex Distributed Architecture made Affordable Conceptual View […]
Data consists of symbols that represent objects, events, and their properties. Information is data that has been made useful. Information answers the questions of who, what, where, when, and how many. Information is helpful in deciding what to do, not how to do it. Knowledge consists of instructions and know-how. Knowledge answers the ‘how’ […]
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 […]
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 […]
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 […]
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 […]
