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Artificial Intelligence-Based Advanced Analytics. David L. Jacobson. www.jacobsonassoc.com. The Company.
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Artificial Intelligence-BasedAdvanced Analytics David L. Jacobson www.jacobsonassoc.com
The Company Jacobson and Associates, LLC (J & A) is a Data Mining Software and Services Company. We apply Artificial Intelligence (AI) technologies to rapidly detect and present critical business intelligence within our customers’ data. The use of our patented DaMi2TM AI software allows us to produce these results with extraordinary speed and precision, but at dramatically lower cost. • Established January 2003 • Corporate Headquarters: Virginia Beach, Virginia • Certified Service-Disabled Veteran-Owned Small Business (SDVOSB) • IBM World-wide Application Development Partner since April 2007 • DUNS Number: 136105272
The Problem We Solve • Today’s Virtual Data Warehouses produce data files so large and complex, you haven’t the resources to look at them, let alone analyze them • The data you can’t analyze holds the greatest source of increasing revenue and reducing cost • The methods you use now, look at 2 or 3 factors at a time—but to understand your business, you need to consider 100’s of factors simultaneously • J&A’s DaMi2TM product has repeatedly proven its ability, in Financial, Healthcare, and Marketing Sectors, to find patterns no one else can find, in data no other product can even open
DaMi2TM AI Analysis EngineWhat is the Technical Advantage? • The most effective multivariate analysis capability on the market today • Self-contained and fully autonomous appliance, based on Patented Genetic Algorithms (GA) AI Technology • Conventional Analytics (regression, K-means, VAR) can only effectively analyze 2-3 factors simultaneously • Commercial Data Mining Tools (e.g. SAS, SPSS) are stretched to analyze 5-10 factors simultaneously • Neural Networks can get to 15 factors, but store knowledge in a single model and have historically performed poorly in complex scenarios • DaMi2 can reliably analyze 40-50 variables simultaneously on a single appliance, 50-130 with multiple appliances (DaMi2’s are n-stackable and automatically cooperate to solve a single task) • If you possess a 10:1 information advantage over your competitors, you’re probably going to outperform them
Would you be Surprised to Know the Key is Dr. Jones? • Dr. Jones always gives Drug X to Pre-term Babies with low APGAR scores • Every one of those babies DIED • No other Doctor follows that protocol • This protocol accounts for 25% of all infant deaths • Bivariate and even Trivariate analysis would never have detected this
Healthcare Epidemiology Outbreak Detection Pathogen Behavior Population Health Drug Interactions Clinical Trials DaMi2 is Applicable to Many Sectors • Business & Finance • Predictive Analytics (Stocks/Bonds/Commodities) • Portfolio Management • Fraud Detection • Supply Chain Management • Enterprise Resource Planning • Marketing Planning • Federal Sector • Help Desk and NOC Predictive Analytics • Threat Detection & Classification • Tax Analytics • Intelligence Correlation • Root-Cause Analysis
Conventional Information Discoveryis expensive and resource intensive Your Users YOUR DATA Model 1a DEVELOP Model 1b DEVELOP Model 1c DEVELOP
The TechnologyDaMi2TM automates the entire process of creating, testing, and deploying analytical models – hands-free and at computer to computer speed YOUR DATA Models 1 RESULTS Models 2 EVOLUTION DaMi2 AI RESULTS Models 3 EVOLUTION
DaMi2 Answers the Questions You Didn’t Know to Ask and Skips the Ones You Needn’t
DaMi2 is a Companionto your Existing Reporting Solution DB2 DBMS Input Data Intelligent Interface SQL Svr DBMS Web GUI Query & Report New ? Oracle DBMS Mine Data Existing Decision Support Software DaMi2TM Views & Reports Basic Warehouse Statistically- Significant Queries COTs Reporting Data Mining
J&A’s Value Proposition • DaMi2TM Enhances the Power of Your Current Data Warehousing/Visualization Tools • Connects to your existing OLAP Database Management System (DBMS) • Communicates using standards-based (ODBC/JDBC) connection • Deeper search depth, use less hardware • Operates in fully unattended mode—requires few resources to administrate • Returns statistically interesting information in your application’s Native Language for further presentation enhancement, development of standard reports and alerts, and more focused research. • System is n-scalable and multi-processor-cable. Multiple DaMi’s automatically cooperate as you add them to your system. • Present Users with a Small Pool of Information Instead of an Ocean of Data • Users don’t go looking for valuable insight, it comes looking for them • Drastically accelerate your Business Intelligence Return on Investment (ROI) • On the Horizon for DaMi2TM • Fully web-enabled, secure, zero-client interface for J&A Analysis Portfolio allowing for both licensing and fee for service engagements • Off-the-shelf integration with DBMS and Data Mining Providers for “Repurposing” Transactional Data • New Sector-specific appliances for Health Risk, A/R optimization, Merchandising