05 SIVA - Emerging Trends in Analytics - mobile and real time computational intelligence


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Dr Siva @ A*STAR-KTPH Forum on Primary Care (23-Mar-12)

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05 SIVA - Emerging Trends in Analytics - mobile and real time computational intelligence

  1. 1. Emerging Trends in Analytics – Mobile & Real-Time Computational IntelligenceA/Prof Shonali Priyadarsini Krishnaswamy & Dr Sivakumar Viswanathan I2R Confidential
  2. 2. Sensors, Sensors Everywhere… I2R Confidential
  3. 3. Rationale and Motivations• Growth/ Proliferation of Mobile/Embedded Devices• Increasing Computational Capacity• Increasing Data Generation – as a continuous stream• Communication Overhead vs Processing Overhead vs Energy Consumption• Opportunity: – A new breed of intelligent mobile/pervasive applications I2R Confidential
  4. 4. Data Stream Mining inMobile/Pervasive Environments• Cost-efficient, Intelligent and Real-time Data Stream Mining techniques that can: – adapt to the context of diverse applications – cope with and leverage distributed computational platforms – take into account available resources I2R Confidential
  5. 5. OPEN MOBILE MINERA Toolkit for Building Mobile Data MiningApplications I2R Confidential
  6. 6. Situation-Aware Adaptive Data Stream Processing • Visualization • Mining • Adaptation • Situation Inference • Context Engine • Sensory layer I2R Confidential
  7. 7. OMM Features• Easy deployment of mobile data mining applications on a range of mobile devices• F ilit ti integration of new and existing data stream Facilitation i t ti f d i ti d t t mining algorithms• Interface with a range of input sources for data streams• Allow flexible, application specific visualizations to be developed. de eloped I2R Confidential
  8. 8. OMM – Open Mobile Miner I2R Confidential
  9. 9. OPEN MOBILE MINERReal-Time ECG and Bio-Sensor Data Analysis I2R Confidential
  10. 10. Situation-Aware Adaptation Demo I2R Confidential
  11. 11. Situation-Aware Adaptation Demo I2R Confidential
  12. 12. Visualization of Situations I2R Confidential
  13. 13. Visualization of Situations I2R Confidential
  14. 14. MobileECG I2R Confidential
  15. 15. MobileECG I2R Confidential
  16. 16. RA-Hot SAX Visualization I2R Confidential
  17. 17. MARS - Mobile Activity Recognition SystemEnabling a Healthy Lifestyle – Innovation needs no wearable sensors – purely based on Phone sensors –and carrying the phone while walking etc. Personalised, Train for every User. I2R Confidential
  18. 18. REMOTE HEALTHMONITORING SYSTEMA Solution for Continuous Monitoring Applications I2R Confidential
  19. 19. System OverviewTechnology:• SOA based Mobile-healthcare services• Real-time & Asynchronous data collection Real time• Links to Personal Health Records (PHR) I2R Confidential
  20. 20. Service Component PHR I2R Confidential
  21. 21. Continuous ECG Monitoring SOAMOH ECG Data I2R Confidential
  22. 22. Future Directions• Novel and innovative healthcare applications leveraging real-time, continuous and mobile analytics l i l i i d bil l i I2R Confidential
  23. 23. Thank You