Bayesian Network
HDN – Inference Engine driven Cognitive Computing
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
Bioingine :- Multivariate Cognitive Computing Platform – Distributed Concurrent Computing by Dockerized Microservices
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 […]
HDN (Hyperbolic Bayes Net) + Data Mining to Discover Tacit Knowledge and Map Clinical Pathways
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’ […]
Semantic Data Lake Delivering Tacit Knowledge – Evidence based Clinical Decision Support
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
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
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 […]
ICD – 10; Medical Knowledge Extraction with Increasing Variables Means Dealing with Billions of Probabilities.
Note: Bioingine Cognitive Computing Platform employs Hyperbolic Dirac Net, an advanced Bayesian that overcomes acyclic constraint; thereby the resultant statistics method delivers coherent results when dealing with a messy system where both hypothesis and data have become random messing the entropy. By. Dr. Barry Robson Bioingine.com (Ingine, Inc.) The hunger and thirst for more fine […]
Healthcare Interoperability, Standards and Data Science
Srinidhi Boray | Ingine, Inc | Bioingine.com Introducing, Ingine, Inc. it is a startup in its incipient stages of developing BioIngine platform, which brings advancement in data science around Interoperability. Particularly with healthcare data mining and analytics dealing with medical knowledge extraction. Below are some of the lessons learned discussed while dealing with the healthcare […]
Cartesian Dilemma Afflicts the EHR Incentive Program compromising the mission of Healthcare Interoperability
Affordability Care Act and HITECH Act lead into EHR Incentive Program. Based on the EHR Incentive Program CMS has already payed out 24+ Billion to Eligible Participants. To advance EHR adoption in the Healthcare Ecosystem CMS proposed formation of Accountable Care Organization https://www.cms.gov/Newsroom/MediaReleaseDatabase/Fact-sheets/2011-Fact-sheets-items/2011-12-19.html From the above link “”The Pioneer ACO Model is designed for health care organizations and providers that […]
Quantitative Semantic Algebra – Dr. Barry Robson (RQSA)
RQSA Theory – Develops algorithm for The QEXL Approach; overcoming limitations in gold standard Bayesian Network; while allowing for creation of generative models. Bayesian as such is an adaptive technique. (March 8 2013, Version March 10 2013) 1. INTRODUCTION 1.1. Purpose and Background. The following document describes principle features of a mathematical system of practical […]