emerging forms of data and analytics

34
David De Roure @dder Emerging forms of Data and Analytics DIRECTOR, UNIVERSITY OF OXFORD E-RESEARCH CENTRE

Upload: david-de-roure

Post on 13-Jan-2017

208 views

Category:

Technology


0 download

TRANSCRIPT

Page 1: Emerging Forms of Data and Analytics

David De Roure @dder

Emerging forms of�

Data and Analytics

DIRECTOR, UNIVERSITY OF OXFORD E-RESEARCH CENTRE

Page 2: Emerging Forms of Data and Analytics

Emerging forms of…�

Data

Page 3: Emerging Forms of Data and Analytics

Chr

istin

e B

orgm

an

Page 4: Emerging Forms of Data and Analytics

Engineering

Cyber

Linguis.cs

English

OxfordMar.nSchool

Saïd

ARC ITServices

ECIGeography SKA

CUDA

Physics

ComputerScience

MathsHistory

OxfordInternetIns.tute

Music

Archaeology

Classics

Zoology

Museums

Wolfson

Law

BodleianLibraries

Pharmacology

Biochemistry

TORCHDH

Page 5: Emerging Forms of Data and Analytics

Energy Efficient Computing

Infrastructure (STFC)

De-identified admin (inc. health) data

Business data

Open data (public sector)

Social media data

Research data

Longitudinal survey data

Open data

Securely held data

Environment data

Business and LG Data Research Centres

(ESRC)

Admin Data Research Centres (ESRC)

High Performance Data Environment (NERC)

Clinical data

Medical Bioinformatics (MRC) Understanding Populations (ESRC) Clinical Practice Datalink (MHRA, NIHR) 100,000 Genome Project NHS)

Research Data Facility (EPSRC) European Bioinformatics Institute (EMBL) Bioscience E-Infrastructure (BBSRC) Square Kilometre Array (STFC)

Digital Transformations (AHRC)

Archive data

Open Data Institute

Com

mer

cial

R

esearch

Understanding Populations (ESRC)

Page 6: Emerging Forms of Data and Analytics

New Research Questions

▶ Social media data offers the possibility of studying social processes as they unfold at the level of populations, as an alternative to traditional surveys or interviews.

▶ The data from social media is described as "qualitative data on a quantitative scale" and requires innovative analysis techniques.

Social media data and real time analytics

Page 7: Emerging Forms of Data and Analytics

https://twitter.com/CR_UK/status/446223117841494016/

Some people's smartphones had autocorrected the word "BEAT" to instead read "BEAR". "Thank you for choosing an adorable polar bear," the reply from the WWF said. "We will call you today to set up your adoption."

http://www.bbc.com/news/technology-26723457

Page 8: Emerging Forms of Data and Analytics

http://www.parliament.uk/business/committees/committees-a-z/commons-select/science-and-technology-committee/news/report-responsible-use-of-data/

Page 9: Emerging Forms of Data and Analytics

theODI.org

Page 10: Emerging Forms of Data and Analytics

Social Media Triangle

social media data and analytics

social media for engagement with

research

social media as a subject of research

Sam McGregor

Page 11: Emerging Forms of Data and Analytics

New Forms of Data ▶ Internet data, derived from social

media and other online interactions (including data gathered by connected people and devices, eg mobile devices, wearable technology, Internet of Things)

▶ Tracking data, monitoring the movement of people and objects (including GPS/geolocation data, traffic and other transport sensor data, CCTV images etc)

▶ Satellite and aerial imagery (eg Google Earth, Landsat, infrared, radar mapping etc) http://www.oecd.org/sti/sci-tech/new-data-for-

understanding-the-human-condition.htm

Page 12: Emerging Forms of Data and Analytics

Emerging forms of…�

Risk

Page 13: Emerging Forms of Data and Analytics

A rehearsal for the future ▶  The Internet of Things

describes a world in which everyday objects are connected to a network so that data can be shared

▶  But it is really as much about people as the inanimate object

▶  It is impossible to anticipate all the social changes that could be created by connecting billions of devices

https://www.gov.uk/government/publications/internet-of-things-blackett-review

Page 14: Emerging Forms of Data and Analytics

There is no such thing as the Internet of Things

There is no such thing as a closed system

Humans are creative and subversive

The Rise of the Bots A Swarm of Drones

Accidents happen (in the lab, bin)

Holding machines to account Software vulnerability

Where are the throttle points?

@dder

Page 15: Emerging Forms of Data and Analytics

PETRAS Privacy, Ethics, Trust, Reliability, Acceptability, and Security for the Internet of Things

•  The fusion of the cyber, physical and human elements

•  Scale: from 1mm3 devices to large infrastructure systems

•  Managing devices throughout their (decades long) lifetimes

•  New and evolving threat landscape

•  Continue to operate when partially compromised

The Challenges are numerous

•  Safety vs Security

•  Security vs Efficiency

•  Hardening vs Adaptive Response

Tradeoffs

Page 16: Emerging Forms of Data and Analytics

Data Detect Store Analytics Filter Analysts

Page 17: Emerging Forms of Data and Analytics

Emerging forms of…�

Analytics

Page 18: Emerging Forms of Data and Analytics

Morepeople

Moremachine

s DataDelugeHPC

Conven.onalComputa.on

EmergingDataandAnaly.cs

Social

Networks

Science2.0

e-Science

InternetofThings

SocialMachines

WebScience

BigData MachinelearningAI

Page 19: Emerging Forms of Data and Analytics

Real life is and must be full of all kinds of social constraint – the very processes from which society arises. Computers can help if we use them to create abstract social machines on the Web: processes in which the people do the creative work and the machine does the administration... The stage is set for an evolutionary growth of new social engines. The ability to create new forms of social process would be given to the world at large, and development would be rapid.

Berners-Lee, Weaving the Web, 1999 (pp. 172–175)

Social Machines

Page 20: Emerging Forms of Data and Analytics
Page 21: Emerging Forms of Data and Analytics

Scientists

Talk Forum

Image Classification

data reduction

Citizen Scientists

Page 22: Emerging Forms of Data and Analytics

“Panoptes has been designed so that it’s easier for us to update and maintain, and to allow more powerful tools for project builders. It’s also open source from the start, and if you find bugs or have suggestions about the new site you can note them on Github (or, if you’re so inclined, contribute to the codebase yourself).”

"

http://blog.zooniverse.org/2015/06/29/a-whole-new-zooniverse/

http://monsterspedia.wikia.com/wiki/File:Argus-Panoptes.jpg

Panoptes

Page 23: Emerging Forms of Data and Analytics

EcosystemPerspec.ve

•  We see a community of living, hybrid organisms, rather than a set of machines which happen to have humans amongst their components

•  Their successes and failures inform the design and construction of their offspring and successors

Page 24: Emerging Forms of Data and Analytics

time

Social Machine instances @dder

Page 25: Emerging Forms of Data and Analytics

Observer of one social machine

Observers using third party observatory

Observer of multiple social

machines

Human participants in

Social Machine

Human participants in multiple Social Machines

Observer of Social Machine infrastructure

1

4

2

3

5

6

SM

SM

SM

Social Machine Observing Social

Machines

7

@dder

De Roure, D., Hooper, C., Page, K., Tarte, S., and Willcox, P. 2015. Observing Social Machines Part 2: How to Observe? ACM Web Science

Page 26: Emerging Forms of Data and Analytics

MethodsofObserva.on

Tarte, S. Willcox, P., Glaser, H. and De Roure, D. 2015. Archetypal Narratives in Social Machines: Approaching Sociality through Prosopography. ACM Web Science 2015.

Tiropanis, T., Hall, W., Shadbolt, N., De Roure, D., Contractor, N. and Hendler, J. 2013. The Web Science Observatory, IEEE Intelligent Systems 28(2) pp 100–104.

Understanding the design and emergent behaviours of co-created sociotechnical constructions at scale

Macroscope

Observatory

Prosopography

Page 27: Emerging Forms of Data and Analytics

Emerging forms of…�

Scholarship

Page 28: Emerging Forms of Data and Analytics

Edwards, P. N., et al. (2013) Knowledge Infrastructures: Intellectual Frameworks and Research Challenges. Ann Arbor: Deep Blue. http://hdl.handle.net/2027.42/97552

Page 29: Emerging Forms of Data and Analytics

A computationally-enabled sense-making network of expertise, data, software,

models and narratives

Big Data, in a�Big Data Centre

Page 30: Emerging Forms of Data and Analytics

TheRDimensions

reproduciblerepeatablereplicablereusablereferenceableretrievablereviewablererunnablereplayablere-interpretablereprocessablerecomposablereconstructablerepurposablereliablerespecXulreputablerevealablerecoverablerestorablereparablerefreshable

@dder 14 April 2014

scimethod

access

understand

newuse

social

cura.on

De Roure, D. 2014. The future of scholarly communications. Insights: the UKSG journal, 27, (3), 233-238. DOI 10.1629/2048-7754.171

Page 31: Emerging Forms of Data and Analytics

Principles of Robotics 1.  Robots are multi-use tools. Robots should not be designed solely

or primarily to kill or harm humans, except in the interests of national security.

2.  Humans, not robots, are responsible agents. Robots should be designed; operated as far as is practicable to comply with existing laws & fundamental rights & freedoms, including privacy.

3.  Robots are products. They should be designed using processes which assure their safety and security.

4.  Robots are manufactured artefacts. They should not be designed in a deceptive way to exploit vulnerable users; instead their machine nature should be transparent.

5.  The person with legal responsibility for a robot should be attributed.

https://www.epsrc.ac.uk/research/ourportfolio/themes/engineering/activities/principlesofrobotics/

Page 32: Emerging Forms of Data and Analytics

HumanDigitalPhysicalTrianglehuman

digital physical

social media

IoT

automation and scale

Page 33: Emerging Forms of Data and Analytics

Growing connectivity of human, digital and physical, together with increasing empowerment and automation, facilitates emergent social and technical processes at speed and at scale.

1.  How can they be observed? 2.  How can they be predicted? 3.  How can they be designed? 4.  How can they be contained?

Page 34: Emerging Forms of Data and Analytics

David De Roure [email protected]

Thanks to Christine Borgman, Susan Halford, Wendy Hall, Chris Lintott, Emil Lupu, Sam McGregor, Nigel Shadbolt, Ségolène Tarte, Farida Vis, Alan Winfield, Pip Willcox.

http://www.slideshare.net/davidderoure/emerging-forms-of-data-and-analytics