Emerging Trends in AnalyticsAnalytics –

Mobile & Real-Time Computational

IntelligenceIntelligence

A/Prof Shonali Priyadarsini Krishnaswamy&

Dr Sivakumar ViswanathanI2R Confidential

Sensors, Sensors Everywhere…

I2R Confidential

Rationale and Motivations• Growth/ Proliferation of Mobile/Embedded

DevicesDevices• 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/pervasiveA new breed of intelligent mobile/pervasive applications

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Data Stream Mining in Mobile/Pervasive EnvironmentsMobile/Pervasive Environments

• Cost-efficient, Intelligent and Real-time Data Stream Mining techniques that can:Data Stream Mining techniques that can:– adapt to the context of diverse applications

cope with and leverage distributed– cope with and leverage distributed computational platforms

– take into account available resourcestake into account available resources

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OPEN MOBILE MINER

A Toolkit for Building Mobile Data Mining Applications

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Situation-Aware Adaptive Data Stream ProcessingStream Processing

• Visualization • Mining• Adaptation• Adaptation• Situation Inference • Context Engine • Sensory layer

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OMM Features• Easy deployment of mobile data mining applications on

a range of mobile devicesa range of mobile devices

F ilit ti i t ti f d i ti d t t• Facilitation integration of new and existing data stream mining algorithms

• Interface with a range of input sources for data streams

• Allow flexible, application specific visualizations to be de elopeddeveloped.

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OMM – Open Mobile Miner

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OPEN MOBILE MINER

Real-Time ECG and Bio-Sensor Data Analysis

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Situation-Aware Adaptation Demo

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Situation-Aware Adaptation Demo

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Visualization of Situations

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Visualization of Situations

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MobileECG

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MobileECG

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RA-Hot SAX Visualization

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MARS - Mobile Activity Recognition SystemSystem

Enabling a Healthy Lifestyle Innovation needs no wearable sensors purely based on Phone sensorsEnabling 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.

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REMOTE HEALTH MONITORING SYSTEM

A Solution for Continuous Monitoring Applications

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System Overview

Technology:• SOA based Mobile-healthcare services • Real-time & Asynchronous data collectionReal time & Asynchronous data collection • Links to Personal Health Records (PHR)

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Service Component

PHR

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Continuous ECG MonitoringSOAMOH

ECG DataECG Data

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Future Directions

• Novel and innovative healthcare applications l i l i i d bil l ileveraging real-time, continuous and mobile analytics

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Thank You