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© 2011 Fair Isaac Corporation. 1 © 2011 Fair Isaac Corporation. 1
Analytics that power decisions by the billions
As the decision management leader, FICO drives profitable growth through:
» Predictive analytics » Mathematical optimization » Business rules management » Model health & governance
Booth #710
SAP Predictive Analytics in 4 minutes
From Database to Decision delivering Predictive Analytics for Everyone
John MacGregor, Head of the Centre for Predictive Analytics March 2012
© 2011 SAP AG. All rights reserved. 2
What can you do in 4 minutes?
© 2011 SAP AG. All rights reserved. 3
© 2011 SAP AG. All rights reserved. 4
Database to Decision Predictive Analytics ! In-database predictive analytics and R integration ! Best in-class predictive modeling ! Advanced data visualization and easy to use exploration
Harnessing Powerful Big Data Analytics ! Real-time on massive amounts of structured and unstructured data ! Complex questions answered in-memory, lightning fast ! Deep Hadoop integration with built-in text analysis
SAP Predictive Analytics
For Everyone in the Business ! Seamlessly embedded in business user applications ! Intuitively extended into BI clients and reports ! Insight into events instantly delivered to dashboards, alerts, and
mobile devices
© 2011 SAP AG. All rights reserved. 5
Predictive Analytics For Everyone
! Predictive modeling ! SAP BusinessObjects Predictive Analysis
! In-database predictive analytics and R integration ! SAP HANA ! Sybase IQ
! Advanced visualization ! SAP BusinessObjects Predictive Analysis
! Predictive applications
! Various predictive applications ! Dedicated PIO field services team
! Extending BI with embedded predictive capabilities
! SAP BusinessObjects BI solutions
Professional data analysts
Business users
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• Data loading • Data preparation • Data processing • Data visualization
• Predictive intuitively presented where users work
• Powerful specialized predictive applications
Predictive Analytics Foundation
Predictive Analytics User Services
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© 2011 SAP AG. All rights reserved. 6
Please visit our booth… we have many exciting innovations to show you…
Thank you
Please visit us at booth #101 & 105
Salford Systems Salford Predictive Modeler SPM™
Salford Systems http://www.salford-systems.com
Flagship Products
• CART® Decision Tree proprietary code original • still best performer richest features • MARS® Regression Splines proprietary code original • still best performer richest features • TreeNet® Gradient Boosting proprietary code original • still best performer richest features
• New Products – High Compression Tree Ensembles faster, more accurate – Rule Discovery Tree Ensembles new insights
© Copyright Salford Systems 2012
Important Strengths
• 64-bit multi-threaded – 1 TB training data on a single server – Leverage 4, 8, 16, 32 or 64 cores for rapid processing
• Handle wide data ( 1 million columns) – Text mining – Behavioral targeting
• Automated model building – Conduct extensive experimentation automatically – Results automatically summarized and visualized for easy detection
if best modeling strategy
• Automatic Ensemble Creation – For ultra accuracy combine variety of modeling strategies and use
average forecast
© Copyright Salford Systems 2012
Salford Claims to Fame
• Salford has been working closely with Stanford University data mining visionary Jerome H. Friedman since 1990
• Salford has exclusive access to Friedman’s proprietary code – CART Decision Tree (first version 1975) perfected over 30 years – MARS Spline Regression (first version 1988, ongoing development) – PRIM (1997, bump hunting in high dimensional data) – TreeNet Stochastic Gradient Boosting (1999, ongoing) – RULEFIT (2005, ongoing) – Generalized PathSeeker (2008, 2011 regularized regression for wide
data)
• Advantages: Speed, Accuracy
© Copyright Salford Systems 2011
Salford Competitive Awards
• 2010 Direct Marketing Association. 1st place* • 2009 KDDCup 1st Runner Up IDAnalytics*, and FEG Japan* • 2008 DMA Direct Marketing Association. 2nd Place* • 2007 Pacific Asia PAKDD: Credit Card Cross Sell. 1st place • 2006 DMA Direct Marketing Association: Predictive Modeling* • 2006 PAKDD Pacific Asia KDD: Telco Customer Type Profiling • 2005 BI-Cup Latin America: Predictive Modeling E-commerce* • 2004 KDDCup: Predictive Modeling �Most Accurate�* • 2002 NCR/Teradata Duke University: Predictive Modeling-Churn • 2000 KDDCup: Predictive Modeling- Online behavior • 2000 KDDCup: Best CRM Analysis
© Copyright Salford Systems 2011