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Location Intelligence. Privacy Augsburg 2020 Anto Aasa http://aasa.ut.ee/augsburg

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Page 1: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Location Intelligence.Privacy

Augsburg 2020

Anto Aasa

http://aasa.ut.ee/augsburg

Page 2: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Location intelligence (LI)

• or spatial intelligence

• process of deriving meaningful insight from geospatial data relationships to solve a particular problem.

• It involves layering multiple data sets spatially and/or chronologically, for easy reference on a map.

• John Snow (London 1854)

http://aasa.ut.ee/augsburg

Page 3: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

• Using IT services– Collecting of the personal information

• Sensitive data

• Preferences

• Behaviour, attitudes, social situation

• Tracking– Recording

– Processing

– Communicating

http://aasa.ut.ee/augsburg

Page 4: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

• Acceptance of IT services strongly depends on the existence of technical mechanisms for protecting the user’s privacy

– Data protection law

2011

Page 5: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Data protection law 2014

http://aasa.ut.ee/augsburg

Page 6: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

6

https://static.ftitechnology.com/docs/third-party/forrester-2015-data-privacy.pdf

Page 7: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

www.privacyinternational.org

http://aasa.ut.ee/augsburg

Page 8: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

• Cloud computing

• Server parks

• Who’s law?

http://aasa.ut.ee/augsburg

Page 9: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

Page 10: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

Page 11: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Game of drones

http://aasa.ut.ee/augsburg

Page 12: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

• Compared to conventional IT services LBSs impose much higher requirements on mechanisms for saving privacy:

– Location information passes many actors along the LBS supply chain

– Tracking during everyday activities

– Location information is often desired to be saved more than other personal information

http://aasa.ut.ee/augsburg

Page 13: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

dilemma in privacy protection for LBSs

• Positioning and tracking represent inherent key functionswithout which LBSs will not work and even make any sense at all.

• The same functions represent a potential source for misuseand are therefore the reason LBSs are often exposed to distrustin public, which may prevent the success of LBSs in general.

Desired

functionMisuse

Page 14: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

Page 15: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

What is privacy?

http://aasa.ut.ee/augsburg

Different meaning

Page 16: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

Google Street View

Land Board orthophoto

Page 17: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

Google Street View

Page 18: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://ring24.positium.com

Page 19: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Privacy

• Many definitions

• Privacy is often equated with confidentiality or anonymity

• „Privacy is the claim of individuals, groups, and institutions to determine for themselves, when, how, and to what extent information about them is communicated to others“ (Westin, 1970)

http://aasa.ut.ee/augsburg

Page 20: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Privacy principles

• Collection limitation

• Data Quality

• Purpose specification

• Use limitation

• Security safeguards

• Openness

• Individual participation

• Accountability

Page 21: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Personal data is

• any information relating to an identified or identifiable natural person ('data subject');

• an identifiable person is one who can be identified, directly or indirectly, in particular by reference to an identification number or to one or more factors specific to his physical, physiological, mental, economic, cultural or social identity– (Directive 95/46/EC of the European Parliament and of the Council of 24 October 1995 on the protection of individuals with

regard to the processing of personal data and on the free movement of such data)

– link

Page 22: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Surveillance process

• Content

– Interception, reading SMS messages, bank operations, internet preferences, …

• Dynamics

– Regularities in movement, behaviour

Page 23: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Guidelines for Location-Based Services

• to promote and protect user privacy as new and exciting LBSsare developed and deployed.

http://files.ctia.org/pdf/CTIA_LBS_Best_Practices_Adopted_03_10.pdf

Page 24: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Fundamental principles:

• LBS Providers must ensure that users receive meaningful notice about how location information will be used, disclosed and protected so that users can make informed decisions whether or not to use the LBS and thus will have control over their location information.

• LBS Providers must ensure that users consent to the use or disclosure of location information, and LBS Providers bear the burden of demonstrating such consent. Users must have the right to revoke consent or terminate the LBS at any time.

Guidelines for Location-Based Services

Page 25: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Notice

• Potential users must be informed about how their location information will be used, disclosed and protected.

• If, LBS Providers want to use location information for a new purpose not disclosed in the original notice, they must provide users with further notice and obtain consent to the new or other use.

Guidelines for Location-Based Services

Page 26: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Notice

• how long any location information will be retained, if at all

• LBS Providers that share location information with third parties must disclose what information will be provided

• LBS Providers must inform users how they may terminate the LBS

Guidelines for Location-Based Services

Page 27: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Consent

• LBS Providers must obtain user consent to the use or disclosure of location information before initiating an LBS

• LBS Providers must allow users to revoke their prior consent

Guidelines for Location-Based Services

Page 28: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Safeguards

1. Security of Location Information

2. Storage of Location Information

3. Reporting Abuse

4. Compliance with Laws

5. Compliance with Guidelines

Guidelines for Location-Based Services

Page 29: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Four states of privacy:

• Anonymity permits the engagement and interaction with others without being identified

• Solitude is the right of being alone and secure from intrusion, interruption, and observation.

• Intimacy is the right to decide with whom, how much, and when to interact.

• Reserve is the freedom to withhold a personal information or the option to choose when to express it

http://aasa.ut.ee/augsburg

Page 30: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Concepts and Mechanisms for Privacy Protection

• Secure communications

• Privacy policies

• Anonymization

• Identifier abstraction

• Information content abstraction

http://aasa.ut.ee/augsburg

Page 31: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Secure Communications

• Location dissemination

• Negotiating and enforcing privacy policies

• Managing anonymity

• Identifier abstraction

http://aasa.ut.ee/augsburg

Page 32: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Privacy Policies

1. Actor constraints

2. Service constraints

3. Time constraints

4. Location constraints

5. Notification constraints

6. Accuracy constraints

7. Identity constraints

http://aasa.ut.ee/augsburg

Page 33: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Target must have full control on how location information is treated.

1) the target must be able to identify LBS users and providers that haveaccess to its location information;

2) target may identify a set of LBSs or types of LBSs for which it either grantsor denies acces to its location information and allows or not to process itfor service operation;

3) target must be able to restrict positioning to a certain period of time; 4) must be possible to limit positioning and location information access to

predefined locations; 5) target can specify whether or not it wishes to be informed about

positioning attempts. Upon arrival of such notification, it can authorize ordeny positioning;

6) target can degrade the accuracy of location information; 7) target can determine to pass location informatin to other actors either by

using a pseudonym insted of its true identity or without any identity at all.

http://aasa.ut.ee/augsburg

Page 34: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Anonymization

• Policies are efficient if all actors are trustworthy

• LBS actor may „talk about the target behind its back“

– Misbehavior or negligence of an actor

– Attacks from hackers

– Unauthorized access from insiders

– Technical & human errors

• Pseudonymization

http://aasa.ut.ee/augsburg

Page 35: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Identifier abstraction

• Identifier is replaced by a pseudonym

– Permanent pseudonym

– Temporary pseudonym

http://aasa.ut.ee/augsburg

Page 36: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Information content abstraction

• Degrading the the resolution of location information in space, time, or both

• To make a certain target’s location data indistinguishable from other persons staying close

• K-anonymity

http://aasa.ut.ee/augsburg

Page 37: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

K-anonymity

http://aasa.ut.ee/augsburg

Page 38: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

LBS

pri

vacy

pro

tect

ion

Secure communication

Authentication

Integrity

Confidentiality

Policies

Specification

Enforcement

Anonymization

Identifier abstraction

Content astraction

http://aasa.ut.ee/augsburg

Page 39: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

• Communication

• Location

• Habits

• Identification

http://aasa.ut.ee/augsburg

Page 40: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Location intelligence

• Spatial intelligence

• Meaningful insight from geospatial data relationships to solve a particular problem

• Layering multiple datasets

• London 1854, John Snow

http://aasa.ut.ee/augsburg

Page 41: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

https://www.forbes.com/sites/louiscolumbus/2018/02/11/what-new-in-location-intelligence-for-2018/#679b157f14b5

Page 42: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Crowd sensing

• Evacuation plan

– Real time emergency GIS

• Mass events

• Commuting

• Transportation

http://aasa.ut.ee/augsburg

Page 43: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Evacuation plan?

http://aasa.ut.ee/augsburg

Page 44: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Mobile Positioning Data for theMobility Studies

http://aasa.ut.ee/augsburg

Page 45: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

• Call detail records (CDR) – location, time of call and user id.

• Database: 2006 … today.

Passive Mobile Positioning:

Memory files of mobile operators

Page 46: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Spatial resolution of CDR

100km

Page 47: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Data processing &

Modelling…

Anchor points model:• Home• Work• Other

• leisure, • household,• second home• etc

Page 48: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Mobile

Census

Page 49: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Distribution of mobile calls

http://aasa.ut.ee/augsburg

Page 50: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Commuting

Page 51: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Routing,

OD-matrix

Page 52: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Central places & hinterlands

Commuters

Central place

Urban region

Page 53: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Migration patterns

http://aasa.ut.ee/augsburg

Page 54: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Movement during Christmas Eve

Page 55: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Metallica concert in Tallinn

http://aasa.ut.ee/augsburg

Page 56: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Tourism: Estonians abroad

Page 57: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Latvian fishermen on lake Peipsi

Page 58: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Behavioural rhythms, physiology

Diurnal

Weekly

Seasonal

Page 59: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Chronotypes

Weekday

Tim

e, h

Page 60: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Seasonality of mobile calls

http://aasa.ut.ee/augsburg

Page 61: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Social networks

Page 62: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Mirror of wealthy world?

Page 63: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

GPS-data– App MobilityLog

– Agreement with user

– Different sensors

– Algorithms detect:

• Stop

• Move

• Mode

• Regularity

• …

Page 64: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

What mobility?

Boring life…

Page 65: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Individual tracking

• LBS

• Location bank

http://aasa.ut.ee/augsburg

Page 66: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

Activity space

Page 67: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Tracing E-mail location

http://aasa.ut.ee/augsburg

Page 68: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Street cameras

http://aasa.ut.ee/augsburg

Page 69: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Face detection

http://aasa.ut.ee/augsburg

Page 70: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Google Street View

http://aasa.ut.ee/augsburg

Page 71: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Phone tracking

http://aasa.ut.ee/augsburg

Page 72: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Flickr

http://www.girardin.org/fabien/tracing/

http://aasa.ut.ee/augsburg

Page 73: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Identification of photocamera

http://www.geek.com/news/facebook-developing-way-to-fingerprint-the-camera-you-used-to-take-a-photo-1634542/http://aasa.ut.ee/augsburg

Page 74: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Self exposure

http://aasa.ut.ee/augsburg

Page 75: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Location intelligence application areas

• Location-based advertising;• Mobility of people;• Transportation and traffic;• Urban and rural planning;• Tourism;• Marketing;• Social-media;• Participatory democracy;• Safety and security;• Scientific research;

http://aasa.ut.ee/augsburg

Page 76: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

0

10

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30

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50

60

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24

kell (h)

hu

lk

mehed

naised

Differences of visiting dating portals between gender.

ICT records everything

MaleFemale

Time

Nu

mb

er

of

visi

ts

http://aasa.ut.ee/augsburg

Page 77: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Diurnal patterns of visiting gender-oriented portals

0

5

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25

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24

auto24

perekool

CarFamily

http://aasa.ut.ee/augsburg

Page 78: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Time when people start to move

0%

5%

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15%

20%

25%

30%

35%

40%

0 1 2 3 4 5 6 7 8 9

10

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23

mees

naine

Mobile positioning data

MaleFemale

http://aasa.ut.ee/augsburg

Page 79: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Diurnal rhythm of bank card usage

0

5

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30

35

40

45

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24

http://aasa.ut.ee/augsburg

Page 80: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

Weekly rhythm of bank card usage

0

10

20

30

40

50

60

70

80

1 2 3 4 5 6 7

http://aasa.ut.ee/augsburg

Page 81: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

https://www.r-bloggers.com/what-programming-languages-are-used-most-on-weekends/

Page 82: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

Page 83: Location Intelligence. Privacy - Anto Aasa, CVaasa.ut.ee/.../slides/04_Location_Intelligence_privacy.pdfLocation intelligence (LI) •or spatial intelligence •process of deriving

http://aasa.ut.ee/augsburg

http://aasa.ut.ee/augsburg/literature