Real time applications using the R Language
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TIBCO Enterprise Runtime for R (TERR) allows for real-time analytics using the R language within TIBCO's Complex Event Processing platforms. TERR provides a faster R engine that can be embedded in TIBCO products like Spotfire and CEP workflows. This enables rapid prototyping and deployment of predictive models to monitor real-time data streams and trigger automated actions. Example use cases discussed include predictive maintenance, customer loyalty analytics, and severe weather alert tracking.
Real time applications using the R Language
- 1. Real time applications using the R Language Using TIBCO CEP and TERR Lou Bajuk-Yorgan Sr. Director Product Management
- 2. © Copyright 2000-2014 TIBCO Software Inc.-2- Why? • Why use the R language in real time applications? – Breadth of analytics—more likely to find the “best” answer – Ease of prototyping new analyses—rapidly respond to changing opportunities and threats E.g., fraud detection of evolving threats • Challenge – Applying R quickly enough to keep up with real time events – Enabling rapid iteration from prototyping to production
- 3. © Copyright 2000-2014 TIBCO Software Inc.-3- Components • TIBCO Complex Event Processing (CEP) – Fast Data Platforms from TIBCO – TIBCO Streambase: graphical workflows representing real time data streams – TIBCO Business Events: complex rules-based event processing • TIBCO Enterprise Runtime for R – Alternative R Language interpreter developed by TIBCO – Generally faster, more memory-efficient than open-source R engine – Based on longtime expertise with S+ – Freely available to R Community – Embeddable in TIBCO Spotfire, CEP and 3rd party products – Compatible with RStudio for development
- 4. © Copyright 2000-2014 TIBCO Software Inc.-4- • TERR powers real-time advanced analytics to “Fast Data” in TIBCO Streambase and TIBCO Business Events – When an event is identified, the CEP application can trigger: An automated business process (e.g., extend a mobile offer to a customer; stop a fraudulent transaction in process) A Spotfire application or dashboard, marrying real-time event data with historical contextual data, providing immediate root cause analytics (Spotfire Event Analytics) TERR in TIBCO’s Complex Event Processing Model Develop model Deploy via TERR in TIBCO Streambase or Business Events Act Automatically monitor real-time transactions Automatically trigger action Analyze Analyze data in Spotfire Uncover patterns, trends & correlations
- 5. © Copyright 2000-2014 TIBCO Software Inc.-5- Use Cases: TERR in CEP Logistics Optimization • Port Congestion Detection – Real time system triggers TERR – Analyzes port congestion – Recommends reduction of speed if no berths available • Maritime Abnormality Detection – Based on Automatic Identification System info, TERR calculates likelihood of deviation from normal sailing routes – Alerts carrier & operator © Copyright 2000-2014 TIBCO Software Inc.
- 6. © Copyright 2000-2014 TIBCO Software Inc.-6- Use Cases: TERR in CEP Predictive Maintenance for Oil & Gas • Oil & Gas Extraction – Maintenance downtime and equipment failures are costly – Engineers track sensor data to find leading indicators (e.g., temperature, vibration) • Engineers usually use ad hoc rules on leading indicators – R/TERR used to develop predictive models for preventative maintenance – Deployed in real-time systems, alert when maintenance recommended © Copyright 2000-2014 TIBCO Software Inc.
- 7. © Copyright 2000-2014 TIBCO Software Inc.-7- Use Cases: TERR in CEP Severe Weather Alerts Tracking for Facilities • Alert Facilities Managers to Severe Weather Alerts • Use TIBCO Streambase to monitor alerts in real time – TERR queries for current weather alerts – Uses sp & rgdal package to compare areas of alerts vs. facility locations • On alert, update Spotfire visualization with mapped alerts, notify Facilities managers © Copyright 2000-2014 TIBCO Software Inc.
- 8. © Copyright 2000-2014 TIBCO Software Inc.-8- Use Cases: TERR in CEP Customer Loyalty Analytics • Deliver real-time predictions on whether to extend an offer to a given customer • Apply predictive models in real-time decision making – Best marketing offer – Customer churn – Predictive Maintenance – Yield optimization • Rapidly develop and iterate TERR models in production – Respond to changing opportunities and threats 3:23Wednesday, Sep 3 Milano We see you are nearby. Stop by today & you’ll get 10% off! © Copyright 2000-2014 TIBCO Software Inc.
- 9. © Copyright 2000-2014 TIBCO Software Inc.-9- Summary • A Fast R-language engine in CEP platforms enables – Broad access to R analytics to find the “best” model – Rapid iteration and response to changing conditions • TIBCO Enterprise Runtime for R (TERR) – Embeddable in commercial applications, Spotfire, CEP, etc. – Freely available at tap.tibco.com for R users – Free version supported through tibcommunity.com • For more information – Visit spotfire.tibco.com/terr or contact me (lbajuk@tibco.com)