Advanced Analytics: Excel Solver
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Transcript of Advanced Analytics: Excel Solver
Advanced Analytics Made Easy:
How Excel, Power BI, and Analytic Solver are Democratizing Analytics
Daniel Fylstra, PresidentFrontline Systems Inc.
www.solver.com
Analytics, Power BI, and Analytic Solver Building Predictive Analytics Models
◦ Data Visualization, Classification and Prediction Building Prescriptive Analytics Models
◦ Simulation, Optimization, Stochastic Optimization Learning How: Textbooks, Courses Online Sharing Models and Solutions Online
◦ With Office 365 and Power BI
What We’ll Cover Today
Analytics – What’s it All About?
• Descriptive Analytics• Predictive Analytics• Prescriptive Analytics
Descriptive Analytics◦ Quantitative Assessment of Past Business
Results◦ Statistics, Exploratory Data Analysis, Visualization
Predictive Analytics◦ Quantitative Methods to Predict New Outcomes◦ Forecasting, Prediction, Classification, Association
Prescriptive Analytics◦ Quantitative Methods to Make Better Decisions◦ Decision Trees, Monte Carlo Simulation◦ Conventional and Stochastic Optimization
Analytics – What’s It All About?
To Get Business Results, You Must Build a Model◦ Describe Business Situation in Quantitative Terms
Data Mining Models (Machine Learning)◦ What Data Do We Have? What Data Matters?◦ What Do You Want to Predict / Classify?
Simulation Models (Human-Built)◦ What Quantities are Uncertain? How Do They Behave?
Optimization Models (Human-Built)◦ What Quantities are Under Your Control (Decisions)?◦ What are Constraints Limiting What is Possible?
Analytics – What You Need to Do
Learn/Use a Special Modeling Language◦ Lots to Learn – Different Languages for Data
Mining, Simulation, Optimization Modeling Use a General Programming Language
◦ R, Python, C#, VB, C++, Java …◦ Frontline Supports This with SDK Products
Use a Spreadsheet / Microsoft Excel◦ One Familiar Language for All Analytics Models◦ Frontline Supports This, Better Than Anyone
Analytics – How to Build a Model?
Advantage: Easier/Faster to Build Models Advantage: Familiar to Everyone, Easier to ‘Sell’
Models/Results to Management Advantage: One Tool for All Analytic Models –
Unlike Most Modeling Languages Advantage: Universal Database Client – Users can
Easily Get their Data into Excel Perceived Issue: Desktop-Based when Applications
are Increasingly Web-Based Perceived Issue: Not Powerful Enough for
Industrial Size Models and Applications
Using Excel vs. Other Tools
Microsoft Power BI Released February 2014◦ Power Pivot, Power View Included in Excel 2013◦ Power Query, Power Map Downloadable for Free◦ Power BI Sites Extend Office 365: Publish to the Web
Power Pivot: Microsoft SQL Server xVelocity Engine In-Memory with Excel◦ 100 Million Row Datasets in Excel
Power Query: Microsoft SQL Server ETL Technology In-Memory with Excel◦ Pull Data from any Enterprise or Cloud Database
Today’s Excel vs. Obsolete View
Power BI Introduction
Power Pivot + Excel Solver
Power Pivot + Excel Solver
Analytic Solver Software Runs in Excel, on your Server, in Office 365 with Premium Solver App
Our Excel Solver Platform Equals, Often Exceeds the Power of Expensive ‘Enterprise’ Tools◦ High Performance Machine Learning Methods◦ Super-Fast Simulation, Optimization◦ Latest Optimizer Engines (Gurobi, Knitro)◦ Latest Algorithms (Stochastic Decomposition)◦ Exploits Multiple Processor Cores, GPUs, Clusters
Easier to Use, Faster Path to Business Results
Today’s Excel vs. Obsolete View
Analytic Solver Platform
Integrated Analytics Tools: Full-Featured Optimization, Simulation, Decision Trees
Runs on Excel 2013, Excel 2010, Excel 2007 Excel Solver Upgrade: Accepts Solver Models
created in any Excel version (Windows / Mac) Ribbon-based User Interface for All Functions VBA Objects for Programmatic Control No Size Limits for Data Mining, Simulation; with
Plug-in Solvers, No Size Limits for Optimization
Analytic Solver Platform
Easy-to-Use, No-Compromise Analytics in Excel
Analytic Solver Platform
Analytic Solver Platform
XLMiner:Data Mining
Prem Solver: Optimizatio
nRisk Solver: Simulation
Mining of Simulation Results ∙ Optimization with Uncertainty
Forecasting/Data Mining in Excel◦ Explore, Visualize, Transform Your Data: Linked,
Interactive Charts and Graphs◦ Find Hidden Relationships (Clusters) in Data ◦ Build Time Series Forecasting Models in Excel:
Past Data Time Series New Forecast◦ Build Prediction, Classification, Association Models
in Excel: Multiple Input Variables Output
Analytic Solver Platform and its Subsets: Predictive Analytics
Turn Business Data into Business Insights
Fastest Monte Carlo Simulation in Excel◦ Uses Polymorphic Spreadsheet Interpreter◦ Vectorized Evaluation Using Multiple Cores
Powerful Simulation Modeling Features◦ 50 Distributions, 30 Statistics/Risk Measures◦ Latin Hypercube, Quasi Monte Carlo Sampling◦ Rank-Order Correlation of Dissimilar Distributions◦ Distribution Fitting on Inputs and Outputs
Multiple Simulations with Parameters◦ Cases, Sensitivity Analysis, Reports, Charts
Analytic Solver Platform Simulation
Most Powerful for Conventional Optimization◦ Large Scale LP/MIP, Nonlinear, Non-Smooth Models
Comprehensive Stochastic Optimization Support◦ Simulation Optimization, Stochastic Programming,
Robust Optimization Methods Uses Polymorphic Spreadsheet Interpreter
◦ Automatic Model Diagnosis: Linear, Quadratic, Nonlinear◦ Automatic Differentiation of Nonlinear Functions◦ Vectorized, Multi-Core Function Evaluation
Eight Plug-in, Large-Scale Solver Engines
Analytic Solver Platform Optimization
Object-Oriented API in Excel VBA
Making 2.4 Million Optimal Decisions
Textbook Data Mining for Business Intelligence (Wiley, 2nd Ed) Uses XLMiner Throughout
Textbook Practical Time Series Forecasting (Kindle, 2nd Ed) Uses XLMiner Throughout
Websites Offer Aids for Students & Instructors
Learning Data Mining and Forecasting
www.dataminingbook.comwww.forecastingbook.com
Cliff Ragsdale Spreadsheet Modeling 7th EdPowell & Baker Management Science 4th EdCamm et al Essentials of Business Analytics James Evans Business Analytics Use Analytic Solver Platform Throughout
Hundreds of Courses, 50,000+ MBA Students
Learning Optimization and Simulation
Webinar Format, Taught by Dr. Sima Maleki Data Mining Course Offered March – April Optimization Course Offered May – June Simulation Course Offered June – July Using Management Science 4th Edition
Digital Version (VitalSource e-Reader) as Text Video Recordings Available for Our Users Also Available: More than 20 Short Videos
New: Frontline’s Short Courses
Deliver Results Faster, Reduce Your Costs, Get More Clients
Save up to 80% on Development Tools Free Demo Licenses for Clients Personalized Consulting Support
Consultants: How We Can Help
Exposure on Solver.com to Two Million Visitors Annually
Opportunity for Qualified Lead Referral Contact Us or Visit Solver.com to Learn More
Office 365: Uses Excel 2013 and Excel Online◦ Create/Solve Your Model in Desktop Excel◦ Create an End User Worksheet or Visualization◦ Save to Office 365, Use it with Excel Online◦ Update and Re-Solve with Premium Solver App
Power View: Excel Workbooks as Dashboards Power BI: Extends Office 365 for “Self Service
Business Intelligence”◦ 10GB Workbooks, Power Pivot Data Model Updates◦ Refresh from SQL Server Azure, OData Sources◦ Gateway for On-Premise Enterprise Databases
Sharing Models Online with Others
Solver App: Create Excel Solver Models in the Cloud
Solver App in the Office Store
Learn more at solver.com/app
New Premium Solver App: Power in the Cloud
Creates and Solves Models in Excel Workbooks Online, in Office 365 or SharePoint 2013
Accepts Solver Models Created in All Previous Excel Versions (Windows, Mac)
Solves using Solver Server on Windows Azure
Solver App and Premium Solver App
Solver App Premium Solver AppExcel Solver Limits (200 Vars) Premium Solver / Platform LimitsExcel Solver Engines Platform + Select Plug-in EnginesExcel Solver Models Model Diagnosis / TransformationFree for Everyone $49.99 Per Month
SDK Solver Server on Windows Azure
Polymorphic Spreadsheet InterpreterLP/QP
Simplex Solver
SOCP Barrier Solver
GRG Nonlinear
SolverEvolutionary
Solver
8 Large-Scale Solver Engines
Clients: PCs, Browsers, Phones
Monte Carlo Simulation
Solver SDK Web Service Architecture
WSDL API Exposure
Receive XML
Workbooks
Multi-Threaded Solver Job Scheduler
Transmit XML Solution Files
Accept Web Service
Calls
TCP/IP Network
Develop and Test Analytic Models in Excel Desktop or Excel Online
Build Applications in Microsoft Visual Studio With Power BI or Solver SDK, Update your
Excel Model with New Data, and Re-Solve Use our Solver SDK Web Service to Solve
Your Models Anytime, Anywhere Get Results Quickly, Deploy Apps Quickly
Summary: Analytics Models from Excel to Your Server to the Cloud
Frontline Systems, Inc.Incline Village, Nevada, US
Email [email protected] www.solver.com
Toll-Free (888) 831-0333Tel (775) 831-0300Fax (775) 831-0314
Stay in Touch with UsOur Aim is to Help You Succeed
Analytic Solver Platform and Subsets