BA Summit 2014 Ontdek de nieuwe mogelijkheden van IBM SPSS Modeler 16.0
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Transcript of BA Summit 2014 Ontdek de nieuwe mogelijkheden van IBM SPSS Modeler 16.0
IBM BUSINESS ANALYTICS SUMMIT
2014
Wannes Rosius
IBM Business Analytics
Client Technical Specialist
What’s New in IBM SPSS Modeler 16
IBM SPSS Modeler
•Comprehensive predictive analytics platform
•Improve outcomes through predictive intelligence
•Desktop to integration within operational system deployment
•Providing a range of advanced analytics -decision management, text
analytics, entity analytics, social network analysis and optimization.
IBM SPSS Modeler
SPSS Modeler Editions
SPSS Modeler Gold
Provides organizations with the ability to build and deploy predictive models
directly into the business process to help people or systems make the right
decisions each time. This is achieved with Decision Management which
combines predictive analytics with rules, scoring and optimization within an
organization's processes and operational systems to deliver recommended
actions at the point of impact
SPSS Modeler Premium
Provides a range of advanced algorithms and capabilities including text
analytics, entity analytics, social network analysis and automated modeling
and preparation techniques to address a multitude of business problems and
analytic requirements on almost any type of data.
SPSS Modeler Professional
Provides a range of advanced algorithms, data manipulation and automated
modeling and preparation techniques to build predictive models and uncover
hidden patterns in structured data.
IBM SPSS Modeler v16 Themes
Faster Results Broader Analytics Flexible Deployment
IBM SPSS Modeler v16 Themes
Broader Analytics Faster Results Flexible Deployment
Extend the Use of R
Build and score R models through
Modeler GUI
Scale R execution by leveraging
database
vendor provided R engines
Use R processes and generate
output
Extend the Use of R
•Custom Dialog Builder for R
•Provides the ability to create new Modeler
Algorithm nodes and dialogs that run R processes
•Makes R usable for non-programmers
Monte Carlo Simulation
•Generate simulated data
•Fit distributions from existing data
•Evaluate the simulation
Data Access and Preparation
Enhancements UDA and WUDA Support
User Defined Aggregate functions
(UDA’s) in Aggregate Node
Windowed User Defined
Aggregate functions (WUDA’s) in
Derive expressions
Distinct Node
Enhancements
Offers a set of options for
combining different observations
into a single entity
Streamlines ability to work with
output of entity analysis
SpaceTimeBoxes
Ability to more easily work with spatio-temporal
data
Track movement of entities in space and time
Entity Analytics Enhancements Support for
Relationships
Persist Searches
Optionally add new
streaming records
to the repository
Anonymization
Anonymize features in the repository
to address privacy concerns
Relationships
Support n degree relationships (Unleashed only)
Find related entities in addition to exact matches
IBM SPSS Modeler
Modeler Advantage •More control over model options •Tree viewer
Improved ability to evaluate model performance (ROC, Gini and AUC evaluation metrics)
Other Additions
IBM SPSS Modeler v16 Themes
Faster Results Broader Analytics Flexible Deployment
Looping and Conditional Execution
•Simplify use for non-
programmers
•Loop through Fields/Values
•Define conditions to determine
execution (parameters,
variables, table output cells)
•Python scripting is now
available
Business Scenario Analysis •Visualize the combined impact of rules, models, and optimization on business outcomes •Display side-by-side comparisons to visualize how changes impact the bottom line •Fine-tune the combinations of the scenario
Real-Time Analytics on Streaming Data
Streaming Enhancement - Support for Forecasting (Time Series)
Millions of Events
per Second
Microsecond
Latency
Traditional / Non-traditional Data Sources
Real Time Decisions
Powerful Analytics
Algo Trading
Telco Churn Prediction
Smart Grid
Cyber Security
Government / Law
Enforcement
ICU Monitoring
Environment Monitoring
IBM SPSS Modeler
Scripting with Python • Scoring Adapter support for Text Mining and DB2 LUW Netezza in database enhancements (New Two-Step algorithms, Model Management and Model Visualisation support)
Other Additions
IBM SPSS Modeler v16 Themes
Faster Results Broader Analytics Flexible Deployment
TM1 Integration
TM1 Source and Export nodes Score and/or manipulate data and export directly to TM1
Decision Management for Predictive
Maintenance •Make best use of scarce infrastructure and resources •Predict failures and scheduling the right corrective actions at the right time •Minimize costly down time
Decision Management for Demand
Optimization
•Allocates a variable quantity to each outlet •Predict the supply at each outlet to satisfy demand •Maximize profits and avoid losses due to shortfalls and restocking fees.
IBM SPSS Modeler
Other Additions
•New/updated platform support •Support for complex ODM rules •Analytic Data View •C&DS Installation improvements •Web Services modernization SSO enhancements Support for Teradata Query Banding
IBM SPSS Modeler v16 Themes
Faster Results Broader Analytics Flexible Deployment
• R integration • Custom dialog
boxes for R • Monte Carlo
Simulation • Data Preparation
enhancements • Entity Analytics
Anonymization N-degree relationships
• Programmability from the User Interface
• Business Scenario Analysis
• New Scoring Adapters
• Scripting with Python
• In-database improvements
• TM1 integration • New DM
applications • Predictive
Maintenance • Demand
Optimization
• Analytic Data View • New/updated
platform support
IBM SPSS Modeler
IBM BUSINESS ANALYTICS SUMMIT
2014
Thank you