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Context-aware mobile 
advertising: turning ads into! 
real-time engagement 
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 Ÿ 
Affective Computing 
Embedded & 
Networked 
Internet of Things 
Context aware 
Sensor fusion 
Personalized 
Behavioral profiling 
Adaptive 
A.I. & learning 
Anticipatory 
Predictive analysis 
Privacy 
Trust & Privacy 
UX 
Human Centric UX
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 ”
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
“ What’s up with mobile advertising? Seriously. ”
2014. And my toaster situation. 
• Search or buy activity trigger ad-serving. 
• Conversion moments on mobile are a 
mere few seconds. 
• Retargeting hell.
Re Pre-targeting is fundamental to mobile conversion 
Re-targeting!Pre-targeting! 
Bid on users that have left the session 
High conversion at low cost 
Can’t get the real-time aspect right 
Trying to convert users after the facts 
doesn’t work on mobile 
Big data spray and pray approach 
Experimental 
Bid on users before they enter a session 
Heavily rely on behavioral algorithmic 
processing of contextual data, to better 
estimate a conversion moment 
Emerging out of recommender systems 
and contextual computing 
Small data precision targeting 
Accepted
Traditional versus full context-awareness 
Online advertising: based on explicit 
signals, expressed by humans. 
Mobile advertising: based on implicit 
signals, learned by machines. 
CLICKS 
SENSORS 
Richer, real-time and accurate 
personas 
Clicks, page views, and 
audience segments
Some fundamental challenges 
Engaging for conversion on a mobile device? 
Using stale data to understand fleeting moments? 
Using explicitly entered data from users?
Some groundbreaking opportunities 
Internet of Things Internet of Channels 
Sensors. Sensors. Sensors and behavioral profiling 
The offline channel has become connected 
Context-awareness leaps beyond location
Mobile users live in the now, man! 
Mobile terrain 
Past 
PresentFuture 
A smart-phone is an impulse device that captures the present 
where real-time and context-awareness are essential
How mobile users want to be served 
Sensed & Learned:! 
- Just woke up! 
- Walking! 
- Sunny weather forecast! 
- Had a good night’s rest ! 
Sensed & Learned:! 
- At the gym! 
- On the treadmill! 
- Busy day a head! 
- Music playing + 100BPM! 
Sensed & Learned:! 
- In traffic jam! 
- Daily commute home! 
- Had a short night of sleep! 
- End of a busy day! 
- Frown eyes, unhappy face! 
- Negative text message detected! 
- Aggressive typing text message! 
- Stress in her voice!
“ Argus Labs has created a pre-targeting platform 
capable of near real-time contextualization 
and profiling using deep learning ” 
Context w Mood w Behavior
Sensors as building blocks for attribution data 
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
It’s a service layer 
Access through SDK and API 
Handling > 1 million requests per second 
Ambient sensing technology (no input needed) 
Android, IOS*, Microsoft Mobile** & Tizen** 
Built for mobile and embedded devices 
Proprietary IP and patented 
Provide real-time push/profile updates to DMP 
* 
Being 
ported/tested 
** 
Por0ng 
started
Personas & Moments 
Understand, profile and predict habits 
Uncover habits, profile and predict human behavior 
Sense and understand context 
Sense and interpret the contextual cues of a mobile user 
Understand personalities and emotions 
Learn personalities and emotional states of a mobile user 
LAYER 3 
LAYER 2 
DEPRESSION SOCCER MOM 
SUSCEPTIBILITY SCORE 
LAYER 1 
BIKING SLEEPING TIMES 
RUNNING 
LOUD ACTIVE 
MUSIC 
LOCATION 
HAPPY 
LAZY SAD 
EXTROVERT NERVOUS … 
ENGAGED … 
IN MEETING IN TRAFFIC STRESSED 
INDOOR …
Privacy as a trading function 
Gyroscope 
Accelerometer 
Microphone 
Camera 
GPS 
Light 
In-App Usage 
Expected 
value 
User 
acceptance 
Wi-Fi 
Browsing History 
Calendar 
SMS 
GSR 
The more permissions are required, more added value is expected from the mobile app! 
The type and quality (“value”) of a mobile app, not quantity, determines the ad estate value!
Start to build mood- and contextually 
aware real-time mobile campaigns
Context-aware mobile 
advertising: turning ads into! 
real-time engagement 
Filip Maertens 
Founder 
http://www.arguslabs.com 
filip.maertens@arguslabs.com 
@fmaertens

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Ad:Tech Conference 2014

  • 1. Context-aware mobile advertising: turning ads into! real-time engagement 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 Ÿ Affective Computing Embedded & Networked Internet of Things Context aware Sensor fusion Personalized Behavioral profiling Adaptive A.I. & learning Anticipatory Predictive analysis Privacy Trust & Privacy UX Human Centric UX
  • 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. 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
  • 8. How context upgrades your content Know what you are listening to Understand the! circumstances you are listening to
  • 9. “ What’s up with mobile advertising? Seriously. ”
  • 10. 2014. And my toaster situation. • Search or buy activity trigger ad-serving. • Conversion moments on mobile are a mere few seconds. • Retargeting hell.
  • 11. Re Pre-targeting is fundamental to mobile conversion Re-targeting!Pre-targeting! Bid on users that have left the session High conversion at low cost Can’t get the real-time aspect right Trying to convert users after the facts doesn’t work on mobile Big data spray and pray approach Experimental Bid on users before they enter a session Heavily rely on behavioral algorithmic processing of contextual data, to better estimate a conversion moment Emerging out of recommender systems and contextual computing Small data precision targeting Accepted
  • 12. Traditional versus full context-awareness Online advertising: based on explicit signals, expressed by humans. Mobile advertising: based on implicit signals, learned by machines. CLICKS SENSORS Richer, real-time and accurate personas Clicks, page views, and audience segments
  • 13. Some fundamental challenges Engaging for conversion on a mobile device? Using stale data to understand fleeting moments? Using explicitly entered data from users?
  • 14. Some groundbreaking opportunities Internet of Things Internet of Channels Sensors. Sensors. Sensors and behavioral profiling The offline channel has become connected Context-awareness leaps beyond location
  • 15. Mobile users live in the now, man! Mobile terrain Past PresentFuture A smart-phone is an impulse device that captures the present where real-time and context-awareness are essential
  • 16. How mobile users want to be served Sensed & Learned:! - Just woke up! - Walking! - Sunny weather forecast! - Had a good night’s rest ! Sensed & Learned:! - At the gym! - On the treadmill! - Busy day a head! - Music playing + 100BPM! Sensed & Learned:! - In traffic jam! - Daily commute home! - Had a short night of sleep! - End of a busy day! - Frown eyes, unhappy face! - Negative text message detected! - Aggressive typing text message! - Stress in her voice!
  • 17. “ Argus Labs has created a pre-targeting platform capable of near real-time contextualization and profiling using deep learning ” Context w Mood w Behavior
  • 18. Sensors as building blocks for attribution data 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
  • 19. It’s a service layer Access through SDK and API Handling > 1 million requests per second Ambient sensing technology (no input needed) Android, IOS*, Microsoft Mobile** & Tizen** Built for mobile and embedded devices Proprietary IP and patented Provide real-time push/profile updates to DMP * Being ported/tested ** Por0ng started
  • 20. Personas & Moments Understand, profile and predict habits Uncover habits, profile and predict human behavior Sense and understand context Sense and interpret the contextual cues of a mobile user Understand personalities and emotions Learn personalities and emotional states of a mobile user LAYER 3 LAYER 2 DEPRESSION SOCCER MOM SUSCEPTIBILITY SCORE LAYER 1 BIKING SLEEPING TIMES RUNNING LOUD ACTIVE MUSIC LOCATION HAPPY LAZY SAD EXTROVERT NERVOUS … ENGAGED … IN MEETING IN TRAFFIC STRESSED INDOOR …
  • 21. Privacy as a trading function Gyroscope Accelerometer Microphone Camera GPS Light In-App Usage Expected value User acceptance Wi-Fi Browsing History Calendar SMS GSR The more permissions are required, more added value is expected from the mobile app! The type and quality (“value”) of a mobile app, not quantity, determines the ad estate value!
  • 22. Start to build mood- and contextually aware real-time mobile campaigns
  • 23. Context-aware mobile advertising: turning ads into! real-time engagement Filip Maertens Founder http://www.arguslabs.com filip.maertens@arguslabs.com @fmaertens