behavioral analytics to foster long term changes

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Saschapohflepp Flickr Behavioral Analytics to Foster Long Term Changes CISRA Sydney, 21 June 2013 Abelardo Pardo (@abelardopardo) The University of Sydney

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The use of wearable technology allows to quickly collect behavioral patterns from users, analyze them and intervene in the environment. In this talk we explore the potential of this technology with the comoditization of sensors.

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Page 1: Behavioral Analytics to Foster Long Term Changes

Saschapohflepp

Flickr

Behavioral Analytics to FosterLong Term Changes

CISRASydney, 21 June 2013

Abelardo Pardo(@abelardopardo)The University of Sydney

Page 2: Behavioral Analytics to Foster Long Term Changes

Abelardo Pardo Behavioral Analytics to Foster Long Term Changes 2

State

Records

NS

WFlickr

Lecturer at School of EIE

Two coursesGrad/Undergrad

Active learning

Use of technology

Tech to empower individualsand communities

Behavioral analytics

User validation

Page 3: Behavioral Analytics to Foster Long Term Changes

Abelardo Pardo Behavioral Analytics to Foster Long Term Changes 3

AP

rincessflickr.com

Observe Process Act

Page 4: Behavioral Analytics to Foster Long Term Changes

Abelardo Pardo Behavioral Analytics to Foster Long Term Changes 4

TulaneP

ublicR

elationsflickr.com

Why observation now?

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Abelardo Pardo Behavioral Analytics to Foster Long Term Changes 5

ww

w.cooking-hacks.com

Sensors are becoming a commodity

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mrbillflickrflickr.com

Emerging a community of hobbyists

Page 7: Behavioral Analytics to Foster Long Term Changes

Mind Sights: Original Visual Illusions, Ambiguities, and Other Anomalies, With a Commentary on the Play of Mind in Perception and Art, Roger N. Shepard, 1990

Abelardo Pardo Behavioral Analytics to Foster Long Term Changes 7

Humans are highly subjective

Page 8: Behavioral Analytics to Foster Long Term Changes

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Derable

flickr.com

Maximize Performance

Page 9: Behavioral Analytics to Foster Long Term Changes

Abelardo Pardo Behavioral Analytics to Foster Long Term Changes 9

Yooakimflickr.com

Zero errors!

Page 10: Behavioral Analytics to Foster Long Term Changes

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qmnonic

flickr.comObserve subjects whileperforming a task

Collect events

Process and relay back to subjects

Page 11: Behavioral Analytics to Foster Long Term Changes

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Quinn

Anya

flickr.com

Detect and analyse gestures

Page 12: Behavioral Analytics to Foster Long Term Changes

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ninahaleflickr.com

Comply with procedures

Page 13: Behavioral Analytics to Foster Long Term Changes

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Anthony

JBentley

flickr.com

High yield environments

Page 14: Behavioral Analytics to Foster Long Term Changes

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fhemerick

flickr.com

SCADA

Page 15: Behavioral Analytics to Foster Long Term Changes

Facial Expressions

Detect facial features

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(Monkaresi et al., 2012)

Page 16: Behavioral Analytics to Foster Long Term Changes

Engagement

Engagement while writing a document

Abelardo Pardo Behavioral Analytics to Foster Long Term Changes 16

(Monkaresi et al., 2013 Under review)

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dklimke

Flickr.com

Erraticengagement

Page 18: Behavioral Analytics to Foster Long Term Changes

Wireless sensing

Heart rate through video capture

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(Monkaresi et al., 2013 Under review)

Page 19: Behavioral Analytics to Foster Long Term Changes

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Sergejfflickr.comIdentify missteps

Motivate for improvementModify activities

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http://hdguru.com/is-your-new

-hdtv-watching-you/7643

(lastaccessedM

arch2013)

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Context Integrity: Framework to provideguidance to solve privacy related conflicts.

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ContextTravelflickr.com

Appropriateness & Distribution

(Nissenbaum, H., 2004, Privacy as Contextual Integrity, Washington Law Review, 79(1))

Page 22: Behavioral Analytics to Foster Long Term Changes

Saschapohflepp

Flickr

Behavioral Analytics to FosterLong Term Changes

CISRASydney, 21 June 2013

Abelardo Pardo(@abelardopardo)The University of Sydney

Page 23: Behavioral Analytics to Foster Long Term Changes

References

Monkaresi, H., Hussain, M. S., Calvo, R., 2012A dynamic approach for detecting naturalistic affective states from facial videos during HCIAustralasian Joint Conference on Artificial Intelligence, Sydney, Australia. LNAI, Springer 2012, pp.170-181

Monkaresi, H., Calvo, R., Robinson, P., Martin, A. 2013Facial expressions as a measure of engagement with online writing activities.Manuscript under review.

Abelardo Pardo Behavioral Analytics to Foster Long Term Changes 23