This document discusses emerging trends in mobile and real-time computational intelligence, including the proliferation of mobile devices, increasing data generation and computational capacity, and opportunities for new intelligent mobile applications. It introduces the Open Mobile Miner toolkit for building mobile data mining applications, which facilitates deployment on mobile devices and integration of data stream mining algorithms. Examples are presented on applications for real-time ECG analysis, activity recognition using phone sensors only, and remote health monitoring systems using a services-oriented architecture.

1. Emerging Trends in
Analytics –
Mobile & Real-Time
Computational
Intelligence
A/Prof Shonali Priyadarsini Krishnaswamy
&
Dr Sivakumar Viswanathan
I2R Confidential

2. Sensors, Sensors Everywhere…
I2R Confidential

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. Data Stream Mining in
Mobile/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. OPEN MOBILE MINER
A Toolkit for Building Mobile Data Mining
Applications
I2R Confidential

6. Situation-Aware Adaptive Data
Stream Processing
• Visualization
• Mining
• Adaptation
• Situation Inference
• Context Engine
• Sensory layer
I2R Confidential

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. OMM – Open Mobile Miner
I2R Confidential

9. OPEN MOBILE MINER
Real-Time ECG and Bio-Sensor Data Analysis
I2R Confidential

10. Situation-Aware Adaptation Demo
I2R Confidential

11. Situation-Aware Adaptation Demo
I2R Confidential

12. Visualization of Situations
I2R Confidential

13. Visualization of Situations
I2R Confidential

14. MobileECG
I2R Confidential

15. MobileECG
I2R Confidential

16. RA-Hot SAX Visualization
I2R Confidential

17. MARS - Mobile Activity Recognition
System
Enabling 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. REMOTE HEALTH
MONITORING SYSTEM
A Solution for Continuous Monitoring Applications
I2R Confidential

19. System Overview
Technology:
• SOA based Mobile-healthcare services
• Real-time & Asynchronous data collection
Real time
• Links to Personal Health Records (PHR)
I2R Confidential

20. Service Component
PHR
I2R Confidential

21. Continuous ECG Monitoring
SOAMOH
ECG Data
I2R Confidential

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. Thank You