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Artificial Intelligence: Building 
Emotion & Context aware 
Real-time Applications 
Filip Maertens 
Founder 
http://www.arguslabs.com 
filip.maertens@arguslabs.com 
@fmaertens
A CURRENT STATE OF AFFAIRS
The perfect storm called ubiquitous computing 
“ Computing is everywhere 
and anywhere. ”
Clarifying the ambient intelligence paradigm 
a pervasive computing principle that is sensitive and responsive 
Artificial Intelligence  Affective Computing
Putting some numbers in perspective 
Wearables 
30B units by 2018 
Up to 10 sensors 
Connected Devices 
US$ 290B by 2018 
Up to 6 sensors 
Smart-phones 
2,8B units by 2016 
Up to 12 sensors
Context-awareness explained 
what I tell my grandma what I do 
“ We help your phone know you so 
well, it helps you to interface with 
the world in a much more natural, 
proactive, and personalized 
manner, so it behaves 
like a sixth sense ”
The era of a smart-phone agent 
Intelligent capabilities need to be interfacing with the end user, as 
an overall service layer. Good privacy controls are required, but 
most importantly added value must be shown through the use of 
intelligent and sensing apps. 
This might feel strange today, but remember the last time you didn’t 
allow this?
Engage in a context-aware manner 
Engaging at the right m o m e n t , under the right c i r c u m s t a n c e s . 
Time 
Feeling 
… 
Activities 
Habit 
Mood 
Weather 
Road type 
… 
Behavior
How context upgrades your content 
Know what you are 
listening to 
Understand the 
circumstances you 
are listening to
CONTEXTUAL COMPUTING WITH ARGUS LABS
“ Argus Labs has created a sensor fusion platform 
capable of near real-time contextualization 
and profiling using deep learning ”
“ Argus Labs is capable of sensing, understanding 
and predicting the context, behavior and mood 
of a mobile audience ”
The sensor storm: sensors are everywhere 
Sensors are a device’s equivalent to possessing human-like sensing 
capabilities and allow to sense and understand contextual cues. 
Automatic gender detection, through walking patterns 
Mood detection, through mobile handling 
Sound source detection (gyroscope sampling) 
Activity detection (walking, running, sitting, …) 
… 
Automatic in- versus outdoor detection 
Mood detection, through heart rate and oxygen level detection 
… 
@arguslabs
Turning sensor data into behavioral, context, 
and emotional awareness 
ARGUS MOBILE SENSING 
SD 
K 
ARGUS 
PLATFORM 
… 
LVL 3 
PROFILE 
S 
LVL 2 
MOMENTS 
LVL 1 
EVENTS
EVENTS 
Sense and interpret the 
contextual cues of a mobile user 
MOMENTS 
Uncover habits and predict 
human behavior 
PROFILES 
Learn about the ever-changing 
personalities of a 
mobile user 
LAYER 3 
ACTIVENESS 
DRIVING STYLE BEHAVIOUR 
LAYER 2 
ARRIVING AT HOME, WORK, .. 
LAYER 1 
… 
WAKING UP … 
… 
SOCIALNESS 
SLEEPING 
IN A MEETING 
DRIVING (CAR) TRAIN SUBWAY 
WALKING RUNNING 
BUS 
SITTING STANDING 
TRAM MOTORCYCLE 
AIRPLANE BIKING 
BUSY 
BORED TIRED 
LOUD ENVIRONMENT 
ALONE 
HOME 
WORK 
COMPANY 
COMMUTING TYPE 
CHATTY 
CALM 
DRIVING 
BEHAVIOUR 
FOR EXAMPLE PROFILES
Self-learning 
biking – running – depression – stress – happy – excited – 
petrol head – soccer mom – car – party – music – meeting 
room – busy 
day – and much, much more
2013 
processing nonverbal 
cues 
2000 
carrying verbal 
communication
Know who you’re sharing a ride with 
Has the driver a normal driving style? Or is the passenger heading home 
after a stressful and long day at the office. Wouldn’t you want to know 
who you’re getting in the car with? Being able to use these kinds of 
behavioral insights and use this to make a safer or more personalized 
rideshare, can make the difference between a ride from hell or a high 
quality experience. 
Added value features 
1. Profile and score the driving behavior 
2. Learn what influences the passenger’s behavioral 
3. Negotiate better insurance premiums based on actual driver risk 
scores 
Case study: driving behavior 
Industries: Insurance, Fleet, Peer to Peer Ride Sharing
Case study: emotions in music 
Industries: Context-aware recommender systems
Apps are changing 
Service layers are emerging as background apps that only 
interface with a mobile users when it’s really relevant. 
User experiences become non-linear.
Turning context-awareness in mobile engagement
Argus Labs is already transforming industries … 
Usage Based Insurance // Insurance 
Transforming the insurance industry into a personalized care taker. 
Context-Aware Media Recommendations // Media 
Providing personalized and intelligent media discovery experiences 
Consumer & Professional Healthcare // Healthcare 
Turning multi-dimensional sensor layers into a reliable diagnosis
… and growing in following industries 
Deep Platform Integration // IOT/OEM 
Being the cognitive layer that understands sensor packed wearables 
Mobile Advertising // Advertising & Marketing Automation 
Turning ads into meaningful and precision targeted advice. 
Mobile Fleet Tracking // Fleet & Mobility 
Combining driver and vehicle behavior in a new and holistic manner.
Every object becomes a 
channel
We did it ! 
The first time ever people can start 
making machines and software cognitive, 
context and emotionally aware of their human users
Artificial Intelligence: Building 
Emotion & Context aware 
Real-time Applications 
Filip Maertens 
Founder 
http://www.arguslabs.com 
filip.maertens@arguslabs.com 
@fmaertens

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Filip Maertens - Artificial Intelligence: Building Emotion & Context aware Real-time Applications

  • 1. Artificial Intelligence: Building Emotion & Context aware Real-time Applications Filip Maertens Founder http://www.arguslabs.com filip.maertens@arguslabs.com @fmaertens
  • 2. A CURRENT STATE OF AFFAIRS
  • 3. The perfect storm called ubiquitous computing “ Computing is everywhere and anywhere. ”
  • 4. Clarifying the ambient intelligence paradigm a pervasive computing principle that is sensitive and responsive Artificial Intelligence  Affective Computing
  • 5. Putting some numbers in perspective Wearables 30B units by 2018 Up to 10 sensors Connected Devices US$ 290B by 2018 Up to 6 sensors Smart-phones 2,8B units by 2016 Up to 12 sensors
  • 6. Context-awareness explained what I tell my grandma what I do “ We help your phone know you so well, it helps you to interface with the world in a much more natural, proactive, and personalized manner, so it behaves like a sixth sense ”
  • 7. The era of a smart-phone agent Intelligent capabilities need to be interfacing with the end user, as an overall service layer. Good privacy controls are required, but most importantly added value must be shown through the use of intelligent and sensing apps. This might feel strange today, but remember the last time you didn’t allow this?
  • 8. Engage in a context-aware manner Engaging at the right m o m e n t , under the right c i r c u m s t a n c e s . Time Feeling … Activities Habit Mood Weather Road type … Behavior
  • 9. How context upgrades your content Know what you are listening to Understand the circumstances you are listening to
  • 11. “ Argus Labs has created a sensor fusion platform capable of near real-time contextualization and profiling using deep learning ”
  • 12. “ Argus Labs is capable of sensing, understanding and predicting the context, behavior and mood of a mobile audience ”
  • 13. The sensor storm: sensors are everywhere Sensors are a device’s equivalent to possessing human-like sensing capabilities and allow to sense and understand contextual cues. Automatic gender detection, through walking patterns Mood detection, through mobile handling Sound source detection (gyroscope sampling) Activity detection (walking, running, sitting, …) … Automatic in- versus outdoor detection Mood detection, through heart rate and oxygen level detection … @arguslabs
  • 14. Turning sensor data into behavioral, context, and emotional awareness ARGUS MOBILE SENSING SD K ARGUS PLATFORM … LVL 3 PROFILE S LVL 2 MOMENTS LVL 1 EVENTS
  • 15. EVENTS Sense and interpret the contextual cues of a mobile user MOMENTS Uncover habits and predict human behavior PROFILES Learn about the ever-changing personalities of a mobile user LAYER 3 ACTIVENESS DRIVING STYLE BEHAVIOUR LAYER 2 ARRIVING AT HOME, WORK, .. LAYER 1 … WAKING UP … … SOCIALNESS SLEEPING IN A MEETING DRIVING (CAR) TRAIN SUBWAY WALKING RUNNING BUS SITTING STANDING TRAM MOTORCYCLE AIRPLANE BIKING BUSY BORED TIRED LOUD ENVIRONMENT ALONE HOME WORK COMPANY COMMUTING TYPE CHATTY CALM DRIVING BEHAVIOUR FOR EXAMPLE PROFILES
  • 16. Self-learning biking – running – depression – stress – happy – excited – petrol head – soccer mom – car – party – music – meeting room – busy day – and much, much more
  • 17. 2013 processing nonverbal cues 2000 carrying verbal communication
  • 18. Know who you’re sharing a ride with Has the driver a normal driving style? Or is the passenger heading home after a stressful and long day at the office. Wouldn’t you want to know who you’re getting in the car with? Being able to use these kinds of behavioral insights and use this to make a safer or more personalized rideshare, can make the difference between a ride from hell or a high quality experience. Added value features 1. Profile and score the driving behavior 2. Learn what influences the passenger’s behavioral 3. Negotiate better insurance premiums based on actual driver risk scores Case study: driving behavior Industries: Insurance, Fleet, Peer to Peer Ride Sharing
  • 19. Case study: emotions in music Industries: Context-aware recommender systems
  • 20. Apps are changing Service layers are emerging as background apps that only interface with a mobile users when it’s really relevant. User experiences become non-linear.
  • 21. Turning context-awareness in mobile engagement
  • 22. Argus Labs is already transforming industries … Usage Based Insurance // Insurance Transforming the insurance industry into a personalized care taker. Context-Aware Media Recommendations // Media Providing personalized and intelligent media discovery experiences Consumer & Professional Healthcare // Healthcare Turning multi-dimensional sensor layers into a reliable diagnosis
  • 23. … and growing in following industries Deep Platform Integration // IOT/OEM Being the cognitive layer that understands sensor packed wearables Mobile Advertising // Advertising & Marketing Automation Turning ads into meaningful and precision targeted advice. Mobile Fleet Tracking // Fleet & Mobility Combining driver and vehicle behavior in a new and holistic manner.
  • 24. Every object becomes a channel
  • 25. We did it ! The first time ever people can start making machines and software cognitive, context and emotionally aware of their human users
  • 26. Artificial Intelligence: Building Emotion & Context aware Real-time Applications Filip Maertens Founder http://www.arguslabs.com filip.maertens@arguslabs.com @fmaertens

Hinweis der Redaktion

  1. NARRATIVE : “ So if I take back my initial slide and need to define how a GSM and smart-phone differ, a major difference would be the ability to process and handle nonverbal communication, and how a smart-phone itself can become a virtual person in your communication. Knowing that over 55% of our communication is done nonverbally, this means there is a huge opportunity in front of us, and many challenges too. “ (SKIP SLIDE)
  2. Turning the Insurance industry into a Care Taking Business Turning a smart-phone into a smart-assistant
  3. Deep Platform Integrations / Internet of Things Context-Aware Mobile Banking / Banking Mobile Fleet Tracking / Fleet & Mobility
  4. POINT TO MAKE: “ NOT ONLY MOBILE IS THE HOT THING. ALSO CARS CAN AND WILL BE DISRUPTED. “