05 SIVA - Emerging Trends in Analytics - mobile and real time computational intelligence
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Transcript of 05 SIVA - Emerging Trends in Analytics - mobile and real time computational intelligence
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Emerging Trends in AnalyticsAnalytics –
Mobile & Real-Time Computational
IntelligenceIntelligence
A/Prof Shonali Priyadarsini Krishnaswamy&
Dr Sivakumar ViswanathanI2R Confidential
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Sensors, Sensors Everywhere…
I2R Confidential
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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
I2R Confidential
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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
I2R Confidential
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OPEN MOBILE MINER
A Toolkit for Building Mobile Data Mining Applications
I2R Confidential
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Situation-Aware Adaptive Data Stream ProcessingStream Processing
• Visualization • Mining• Adaptation• Adaptation• Situation Inference • Context Engine • Sensory layer
I2R Confidential
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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.
I2R Confidential
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OMM – Open Mobile Miner
I2R Confidential
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OPEN MOBILE MINER
Real-Time ECG and Bio-Sensor Data Analysis
I2R Confidential
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Situation-Aware Adaptation Demo
I2R Confidential
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Situation-Aware Adaptation Demo
I2R Confidential
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Visualization of Situations
I2R Confidential
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Visualization of Situations
I2R Confidential
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MobileECG
I2R Confidential
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MobileECG
I2R Confidential
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RA-Hot SAX Visualization
I2R Confidential
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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.
I2R Confidential
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REMOTE HEALTH MONITORING SYSTEM
A Solution for Continuous Monitoring Applications
I2R Confidential
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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)
I2R Confidential
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Service Component
PHR
I2R Confidential
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Continuous ECG MonitoringSOAMOH
ECG DataECG Data
I2R Confidential
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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
I2R Confidential
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Thank You