DEMOCRATIZING BIG DATA: THE ETHICAL CHALLENGES OF SOCIAL MINING. Dino PEDRESCHI (KDDLab, Dipartimento di Informatica, Università di Pisa)

Size: px
Start display at page:

Download "DEMOCRATIZING BIG DATA: THE ETHICAL CHALLENGES OF SOCIAL MINING. Dino PEDRESCHI (KDDLab, Dipartimento di Informatica, Università di Pisa)"

Transcription

1 DEMOCRATIZING BIG DATA: THE ETHICAL CHALLENGES OF SOCIAL MINING Dino PEDRESCHI (KDDLab, Dipartimento di Informatica, Università di Pisa)

2

3 Siamo tutti pollicini digitali Plenty of digital breadcrumbs behind us La Vita Nova, e- magazine de Il Sole 24 Ore Fosca Giannotti, Dino Pedreschi Dicembre 2012 Everyone is becoming a «statistical entity»

4

5 Personal data as economic asset Personal data is the new oil of the Internet and the new currency of the digital world Maglena Kuneva, former European Commissioner of Consumer Protection

6 Who s got the big benefits so far? A fewlatifundists of data The web giants Profiling for behavioral advertising and target marketing The national security agencies Profiling for discovering potential terrorists

7 Limited benefits for (most) people Limited access to knowledge for ordinary people, compared to potential uses of big data: Collective knowledge as a common good has not emerged, and Individual knowledge is not easily accessible Big data, nowadays, means Surveillance, Social control Intrusion into personal sphere Lack of transaparency (of ranking, profiling, decisions) Therefore, trust is scarse

8 Little for many, much for a few Paradoxical, because only the individual citizen has the power to link all her own digital breadcrumbs and achieve a profound self-knowledge Self-awareness But the current state of affairs is not ineluctable! We want more privacy AND more benefits from big data!

9 Democratizing big data Engage people in the creation and use of big data and knowledge, by empowering individuals with self-knowledge Incentivize individual to participate, to align own self-interest with broader societal goals Based on transparency, trust & privacy

10 Two lines of attack for ethically responsible social mining 1. Set the analytical power of data free by privacy-by-design 2. Design a techno-social ecosystem for a new deal on personal data

11 PRIVACY-BY-DESIGN IN SOCIAL MINING

12 Privacy-preserving data mining Many technologies already available Privacy-by-design for data analytics We still lack a techno-legal framework to weigh among: The right to privacy and data protection The right to access vital societal knowledge as a common good Privacy risks vs non-privacy rewards

13 Privacy-by-Design in Data Analytics Service Provider Mining and Analytical Engine Anonymization Anonymization is not trivial De-identification is not enough

14 Privacy by Design in Data Mining In most analytic services, the dilemma between privacy protection and knowledge sharing can be fixed Make data anonymous with reference to the specific service Use anonymous data to extract knowledge Very little loss in data quality often coexist with strong privacy protection Anna Monreale. Privacy by Design in Data Mining. PhD Thesis, Univ. Pisa, 2011

15 Privacy-Aware socio-meter Profiles computed on anonymous data Output: quantification of profiles (safe!!) Clustering for Building profiles Aggregated call activities assuring anonymity computed by the Telco Operator User 1 User 2.. User n-1 User n A. Monreale, F. Giannotti, D. Pedreschi, S. Rinzivillo. Privacy-by-design for big data analytics. 2013

16 Probability of re-identification for 4 weeks (10M users) Observe the User for 4 weeks Probability of re-identification 1% users P <=0,0001(K=10000) 3% users P <= (K=300000) 70% users P <= (K= )..

17 A NEW DEAL ON PERSONAL DATA DEMOCRATIZING BIG DATA

18 Democratize Big Data Design a user-centric ecosystem for big data Empower everyone with tools to integrate own digital breadcrumbs into meaningful knowledge, to boost self-awareness Conosci te stesso Know yourself

19 «Know yourself» examples Your own health records Not only for improving health care system But also for understanding more about your health status, nutrition behavior, prevention advises,..., compared to others Your mobility tracks Not only for insurance control, traffic monitoring But also for understanding your behavior, compared to others

20 Whendo I typicallygo to the supermarket?

21 Conoscenza individuale e conoscenza collettiva Novel Indicators Collective Knowledge Collective patterns Individual profiles Personal data store for self knowledge Conoscenza di se Self-awareness Social mining of many individuals Social mining of individual histories Mobility Data Mobility Data Mobility Data Mobility Data Mobility Data Mobility Data Mobility Traditional DataDB sources

22

23 Quoting «Big data for all» Individuals must be offered meaningful rights to access their data in usable, machine-readable format. This, in turn, will unleash a wave of innovation for userside applications and services based on access to personal information, a process we refer to as the featurization of big data. Featurization will allow individuals to declare their own policies, preferences and terms of engagement, and do it in ways that can be automated both for them and for the institutions and companies they engage. O. Tene, J. Polonetsky. Big Data for All: Privacy and User Control in the Age of Analytics.2012

24 Engage citizens into the game Through self-knowledge, people can understand the value of data (and knowledge) And can decide to engage with trusted parties, answering questions rather than just giving out data, sharing part of their personal information to improve services that are perceived useful and trustable A city is smart if it is made of participating citizens

25 Participation, not surveillance If the new deal takes off, then there will be more social pressure towards transparency To expose the logic adopted for reputation, ranking, profiling, decisions Diversity, not conformity More opportunities for social and economic innovation, also for small companies and public administrations Privacy is also a fundamental driver for diversity, innovation and creativity!

26 The reform of EC data protection directive New proposed directive submitted to European Parliament on Jan 25, 2012 Topics related to the new deal on data: Data portability Right to oblivion Limits to profiling and automated decision making Privacy-by-design

27 SOBIGDATA MISSION

28 SoBigData is a lab where experiences at the frontier of big data analytics can be conducted, within this ethical context SoBigData embraces this complexity to search for innovative syntheses between societal benefits of big data and ethical values to help create a techno-social ecosystem based on participation and trust

29 We are a group of scientists from different universities and CNR research groups, and different disciplines, with a common goal towards the quantitative analysis of societies Our aims: Share competences, tools, and data Provide a platform for collaborative projects with industry and public bodies Amplify funding opportunities Provide a «data scientist» education platform to PhD s and young researchers Create dissemination events, like this one Maintain a web portal of resources

Big Data & Privacy. It s Time for a New Deal on Personal Data Dino Pedreschi. KDD LAB ISTI CNR and Univ. of Pisa http://kdd.isti.cnr.

Big Data & Privacy. It s Time for a New Deal on Personal Data Dino Pedreschi. KDD LAB ISTI CNR and Univ. of Pisa http://kdd.isti.cnr. Big Data & Privacy It s Time for a New Deal on Personal Data Dino Pedreschi KDD LAB ISTI CNR and Univ. of Pisa http://kdd.isti.cnr.it Taiwan-Italy Workshop Roma 27 Feb 2015 SIAMO TUTTI POLLICINI DIGITALI

More information

Privacy: Legal Aspects of Big Data and Information Security

Privacy: Legal Aspects of Big Data and Information Security Privacy: Legal Aspects of Big Data and Information Security Presentation at the 2 nd National Open Access Workshop 21-22 October, 2013 Izmir, Turkey John N. Gathegi University of South Florida, Tampa,

More information

Thomas Risse. 2 nd International Alexandria Workshop 2015

Thomas Risse. 2 nd International Alexandria Workshop 2015 Thomas Risse 2 nd International Alexandria Workshop 2015 We inhabit a measurable global society nowadays The increasing wealth of data is a chance to disentangle the social complexity Thomas Risse 2 Big

More information

Privacy-by-design in big data analytics and social mining

Privacy-by-design in big data analytics and social mining Monreale et al. EPJ Data Science 2014, 2014:10 REGULAR ARTICLE OpenAccess Privacy-by-design in big data analytics and social mining Anna Monreale 1,2*, Salvatore Rinzivillo 2, Francesca Pratesi 1,2, Fosca

More information

Real World Application and Usage of IBM Advanced Analytics Technology

Real World Application and Usage of IBM Advanced Analytics Technology Real World Application and Usage of IBM Advanced Analytics Technology Anthony J. Young Pre-Sales Architect for IBM Advanced Analytics February 21, 2014 Welcome Anthony J. Young Lives in Austin, TX Focused

More information

Your door to future governance solutions

Your door to future governance solutions Your door to future governance solutions www.egovlab.eu 2 3 not just in theory but also in practice 4 5 www.egovlab.eu * Word from egovlab s director Vasilis Koulolias: The power of information and communication

More information

Privacy Challenges in the Internet of Things (IoT) a European Perspective

Privacy Challenges in the Internet of Things (IoT) a European Perspective Privacy Challenges in the Internet of Things (IoT) a European Perspective Alicja Gniewek, PhD Student Interdisciplinary Centre for Security, Reliability and Trust Weicker Building, Université du Luxembourg

More information

A Pragmatic Guide to Big Data & Meaningful Privacy. kpmg.be

A Pragmatic Guide to Big Data & Meaningful Privacy. kpmg.be A Pragmatic Guide to Big Data & Meaningful Privacy kpmg.be From predicting criminal behavior to medical breakthroughs, from location-based restaurant recommendations to customer churn predictions, the

More information

Declaration of Internet Rights Preamble

Declaration of Internet Rights Preamble Declaration of Internet Rights Preamble The Internet has played a decisive role in redefining public and private space, structuring relationships between people and between people and institutions. It

More information

EFFECTS+ Clustering of Trust and Security Research Projects, Identifying Results, Impact and Future Research Roadmap Topics

EFFECTS+ Clustering of Trust and Security Research Projects, Identifying Results, Impact and Future Research Roadmap Topics EFFECTS+ Clustering of Trust and Security Research Projects, Identifying Results, Impact and Future Research Roadmap Topics Frances CLEARY 1, Keith HOWKER 2, Fabio MASSACCI 3, Nick WAINWRIGHT 4, Nick PAPANIKOLAOU

More information

IEEE IoT IoT Scenario & Use Cases: Social Sensors

IEEE IoT IoT Scenario & Use Cases: Social Sensors IEEE IoT IoT Scenario & Use Cases: Social Sensors Service Description More and more, people have the possibility to monitor important parameters in their home or in their surrounding environment. As an

More information

Trusted Personal Data Management A User-Centric Approach

Trusted Personal Data Management A User-Centric Approach GRUPPO TELECOM ITALIA Future Cloud Seminar Oulu, August 13th 2014 A User-Centric Approach SKIL Lab, Trento - Italy Why are we talking about #privacy and #personaldata today? 3 Our data footprint Every

More information

INTRODUCTORY NOTE TO THE G20 ANTI-CORRUPTION OPEN DATA PRINCIPLES

INTRODUCTORY NOTE TO THE G20 ANTI-CORRUPTION OPEN DATA PRINCIPLES INTRODUCTORY NOTE TO THE G20 ANTI-CORRUPTION OPEN DATA PRINCIPLES Open Data in the G20 In 2014, the G20 s Anti-corruption Working Group (ACWG) established open data as one of the issues that merit particular

More information

Global Network Initiative Protecting and Advancing Freedom of Expression and Privacy in Information and Communications Technologies

Global Network Initiative Protecting and Advancing Freedom of Expression and Privacy in Information and Communications Technologies Global Network Initiative Protecting and Advancing Freedom of Expression and Privacy in Information and Communications Technologies Implementation Guidelines for the Principles on Freedom of Expression

More information

Demystifying Big Data Government Agencies & The Big Data Phenomenon

Demystifying Big Data Government Agencies & The Big Data Phenomenon Demystifying Big Data Government Agencies & The Big Data Phenomenon Today s Discussion If you only remember four things 1 Intensifying business challenges coupled with an explosion in data have pushed

More information

Socio-economic challenges on the way towards a competitive and self-sustaining European data economy FRAUNHOFER ISI, SIGMA ORIONIS

Socio-economic challenges on the way towards a competitive and self-sustaining European data economy FRAUNHOFER ISI, SIGMA ORIONIS Socio-economic challenges on the way towards a competitive and self-sustaining European data economy FRAUNHOFER ISI, SIGMA ORIONIS 1 Research on key societal factors Aim of the research: to gain an understanding

More information

A Novel Technique of Privacy Protection. Mining of Association Rules from Outsourced. Transaction Databases

A Novel Technique of Privacy Protection. Mining of Association Rules from Outsourced. Transaction Databases A Novel Technique of Privacy Protection Mining of Association Rules from Outsource Transaction Databases 1 Dhananjay D. Wadkar, 2 Santosh N. Shelke 1 Computer Engineering, Sinhgad Academy of Engineering

More information

Use of mobile phone data to estimate mobility flows. Measuring urban population and inter-city mobility using big data in an integrated approach

Use of mobile phone data to estimate mobility flows. Measuring urban population and inter-city mobility using big data in an integrated approach Use of mobile phone data to estimate mobility flows. Measuring urban population and inter-city mobility using big data in an integrated approach Barbara Furletti, Lorenzo Gabrielli, Giuseppe Garofalo,

More information

International Open Data Charter

International Open Data Charter International Open Data Charter September 2015 INTERNATIONAL OPEN DATA CHARTER Open data is digital data that is made available with the technical and legal characteristics necessary for it to be freely

More information

Degrees of De-identification of Clinical Research Data

Degrees of De-identification of Clinical Research Data Vol. 7, No. 11, November 2011 Can You Handle the Truth? Degrees of De-identification of Clinical Research Data By Jeanne M. Mattern Two sets of U.S. government regulations govern the protection of personal

More information

Data Analytics, Management, Security and Privacy (Priority Area B)

Data Analytics, Management, Security and Privacy (Priority Area B) PRIORITY AREA B: DATA ANALYTICS, MANAGEMENT, SECURITY AND PRIVACY ACTION PLAN Data Analytics, Security and Privacy (Priority Area B) Context Data is growing at an exponential rate; information on the web

More information

REQUIREMENTS TO USE THE FIREFOX OS IDENTITY ON SMART DEVICES. P. Scanlon Acting Chief Marketing Officer March 2014

REQUIREMENTS TO USE THE FIREFOX OS IDENTITY ON SMART DEVICES. P. Scanlon Acting Chief Marketing Officer March 2014 REQUIREMENTS TO USE THE FIREFOX OS IDENTITY ON SMART DEVICES P. Scanlon Acting Chief Marketing Officer March 2014 A QUICK OVERVIEW Why a Firefox OS for smart devices Our goal for Firefox OS What the Firefox

More information

2H 2015 SHADOW DATA REPORT

2H 2015 SHADOW DATA REPORT 2H 20 SHADOW DATA REPORT Shadow Data Defined: All potentially risky data exposures lurking in cloud apps, due to lack of knowledge of the type of data being uploaded and how it is being shared. Shadow

More information

National Framework for Doctoral Education

National Framework for Doctoral Education National Framework for Doctoral Education CoNtExt Ireland enjoys a centuries-old tradition in scholarship. today, it is one of the most globalised and open economies in the world. These characteristics

More information

Solving for the Future: Addressing Major Societal Challenges Through Innovative Technology and Cloud Computing

Solving for the Future: Addressing Major Societal Challenges Through Innovative Technology and Cloud Computing Solving for the Future: Addressing Major Societal Challenges Through Innovative Technology and Cloud Computing As economic challenges persist in communities, nations, and regions around the world, the

More information

The OPEN Manifesto Future City Principles

The OPEN Manifesto Future City Principles November 2013 The OPEN Manifesto Future City Principles 2 OPEN Manifesto The Open Manifesto paves the way for a more responsive city that adapts to the needs of its citizens. The success of Glasgow s Open

More information

A NEW STRATEGIC DIRECTION FOR NTIS

A NEW STRATEGIC DIRECTION FOR NTIS A NEW STRATEGIC DIRECTION FOR NTIS U.S. Department of Commerce November 5, 2015 Refocusing NTIS to meet a 21st Century National Need 2 Overview Following a rigorous review of NTIS operations, the Commerce

More information

PROMOTION & TENURE SYMPOSIUM

PROMOTION & TENURE SYMPOSIUM PROMOTION & TENURE SYMPOSIUM DR. NICHOLAS P. JONES A Conversation with the Provost FRIDAY, OCTOBER 16, 2015 9:45 a.m. 10:30 a.m. FOSTER AUDITORIUM, PATERNO LIBRARY 2 Good morning! Thank you for the kind

More information

CD(SA) Director Competency Framework

CD(SA) Director Competency Framework CD(SA) Director Competency Framework This framework identifies the knowledge, skills and experience you will be required to evidence for the Chartered Director Evaluation. The Institute of Directors in

More information

Mobile phone data for Mobility statistics

Mobile phone data for Mobility statistics International Conference on Big Data for Official Statistics Organised by UNSD and NBS China Beijing, China, 28-30 October 2014 Mobile phone data for Mobility statistics Emanuele Baldacci Italian National

More information

Important Steps to a Masters or PhD in Public Health

Important Steps to a Masters or PhD in Public Health Important Steps to a Masters or PhD in Public Health 1. Take the right courses Courses to take as an undergraduate, besides typical PSY courses (Intro, Research Methods, Stats): Courses related to public

More information

SURVEY FOR PROGRAM EVALUATION OF AEROSPACE ENGINEERING AT POLITECNICO DI MILANO

SURVEY FOR PROGRAM EVALUATION OF AEROSPACE ENGINEERING AT POLITECNICO DI MILANO SURVEY FOR PROGRAM EVALUATION OF AEROSPACE ENGINEERING AT POLITECNICO DI MILANO Chiara Bisagni, Gian Luca Ghiringhelli and Sergio Ricci Politecnico di Milano, Dipartimento di Ingegneria Aerospaziale via

More information

Online Ads: A new challenge for privacy? Jörg Polakiewicz*

Online Ads: A new challenge for privacy? Jörg Polakiewicz* 31st International Conference of Data Protection and Privacy Commissioners, Madrid Thursday 5 November 2009, 15.00-16.30 Parallel Session A Smile! There s a camera behind the ad or Send it to a friend

More information

Eindhoven December 4, 2014

Eindhoven December 4, 2014 Eindhoven December 4, 2014 Waves: Visualizing spatio-temporal Soccer Data Insight Reports of sport events can be enhanced by real-time feature analysis. Solutions Complex spatio-temporal sports-analytics

More information

Executive Summary Study on Co-Regulation Measures in the Media Sector

Executive Summary Study on Co-Regulation Measures in the Media Sector Executive Summary Study on Co-Regulation Measures in the Media Sector Study for the European Commission, Directorate Information Society and Media Unit A1 Audiovisual and Media Policies Tender DG EAC 03/04

More information

Important Steps to a Career in Higher Education (MA/MS or or PhD)

Important Steps to a Career in Higher Education (MA/MS or or PhD) Important Steps to a Career in Higher Education (MA/MS or or PhD) 1. Take the right courses Courses to take as an undergraduate, besides typical PSY courses (Intro, Research Methods, Stats): PSY courses

More information

Homomorphic Encryption Schema for Privacy Preserving Mining of Association Rules

Homomorphic Encryption Schema for Privacy Preserving Mining of Association Rules Homomorphic Encryption Schema for Privacy Preserving Mining of Association Rules M.Sangeetha 1, P. Anishprabu 2, S. Shanmathi 3 Department of Computer Science and Engineering SriGuru Institute of Technology

More information

Privacy and Identity Management for Europe

Privacy and Identity Management for Europe Privacy and Identity Management for Europe Pierangela Samarati Università degli Studi di Milano Milan, Italy samarati@dti.unimi.it Page 1 Vision and Objectives Users disclose vast amounts of personal information

More information

Utilizing big data to bring about innovative offerings and new revenue streams DATA-DERIVED GROWTH

Utilizing big data to bring about innovative offerings and new revenue streams DATA-DERIVED GROWTH Utilizing big data to bring about innovative offerings and new revenue streams DATA-DERIVED GROWTH ACTIONABLE INTELLIGENCE Ericsson is driving the development of actionable intelligence within all aspects

More information

Anatomy of a Decision

Anatomy of a Decision research@bluehillresearch.com @BlueHillBoston 617.624.3600 Anatomy of a Decision BI Platform vs. Tool: Choosing Birst Over Tableau for Enterprise Business Intelligence Needs What You Need To Know The demand

More information

Secondary Use of Healthcare Data for Public Health. Leslie Lenert, MD, MS FACMI Director, National Center for Public Health Informatics

Secondary Use of Healthcare Data for Public Health. Leslie Lenert, MD, MS FACMI Director, National Center for Public Health Informatics Secondary Use of Healthcare Data for Public Health Leslie Lenert, MD, MS FACMI Director, National Center for Public Health Informatics NCPHI Overview Agenda Three disparate secondary uses of clinical data

More information

Big Data challenges to foster AI research and applications

Big Data challenges to foster AI research and applications GRUPPO TELECOM ITALIA Workshop on Embracing Potential of Big Data Pisa, 12 Dicembre 2014 Big Data challenges to foster AI research and applications Fabrizio Antonelli SKIL Lab The Joint Open Labs of Telecom

More information

Critical and Creative Thinking. University of Guelph Learning Objectives (1987)

Critical and Creative Thinking. University of Guelph Learning Objectives (1987) Alignment of the 2013 Learning Outcomes and Associated Skills with the 1987 Learning Outcomes and Ontario Council of Academic Vice-Presidents (OCAV) Graduate Degree Level Expectations (GUDLEs) March, 2013

More information

Important Steps to Becoming an MA/MS or PhD in Educational Psychology. 2. It is critical to do well in your courses

Important Steps to Becoming an MA/MS or PhD in Educational Psychology. 2. It is critical to do well in your courses Important Steps to Becoming an MA/MS or PhD in Educational Psychology 1. Take the right courses Courses to take as an undergraduate, besides typical PSY courses (Intro, Research Methods, Stats): Any Education

More information

NCSRA-II Workshop. Event X. Critical Infrastructures. Cyber Security Research. Aug 29, July 3, Erik, Herbert, Frank, Sandro,

NCSRA-II Workshop. Event X. Critical Infrastructures. Cyber Security Research. Aug 29, July 3, Erik, Herbert, Frank, Sandro, NCSRA-II Workshop Event X Critical Infrastructures Cyber Security Research Aug 29, 2013 July 3, 2013 Erik, Herbert, Frank, Sandro, Herbert Bos (VU) Sandro Etalle(TUE) Frank Fransen (TNO) Erik Poll (RU)

More information

Privacy Preserving Outsourcing for Frequent Itemset Mining

Privacy Preserving Outsourcing for Frequent Itemset Mining Privacy Preserving Outsourcing for Frequent Itemset Mining M. Arunadevi 1, R. Anuradha 2 PG Scholar, Department of Software Engineering, Sri Ramakrishna Engineering College, Coimbatore, India 1 Assistant

More information

Title: From Participatory Culture to Prosumer Capitalism: Imaginaries of Transparency in the Age of Corporate Surveillance

Title: From Participatory Culture to Prosumer Capitalism: Imaginaries of Transparency in the Age of Corporate Surveillance Title: From Participatory Culture to Prosumer Capitalism: Imaginaries of Transparency in the Age of Corporate Surveillance Bio: Pieter Verdegem is Assistant Professor (Tenure Track) in New media and Information

More information

Seizing Opportunity: Good Privacy Practices for Developing Mobile Apps

Seizing Opportunity: Good Privacy Practices for Developing Mobile Apps Seizing Opportunity: Good Privacy Practices for Developing Mobile Apps 1 2 Introduction Canada s privacy laws require all businesses to balance innovation and entrepreneurialism with effective privacy

More information

Text Analytics and Big Data

Text Analytics and Big Data Text Analytics and Big Data META-FORUM 2012 Brussels, 20 th June 2012 Atos Research & Innovation 1 Table of Contents 1. Atos and why we are here 2. Examples 3. BIG: Big Data Public Private Forum 2 2 Atos:

More information

Big data & social mining: new models for social innovation and business

Big data & social mining: new models for social innovation and business Towards a European Laboratory on Big Data Analytics and Social Mining Big data & social mining: new models for social innovation and business Roberto Minerva Corrado Moiso Fabrizio Antonelli Telecom Italia

More information

Important Steps to Becoming an MA/MS or PhD in Engineering Psychology and Human Factors

Important Steps to Becoming an MA/MS or PhD in Engineering Psychology and Human Factors Important Steps to Becoming an MA/MS or PhD in Engineering Psychology and Human Factors 1. Take the right courses Courses to take as an undergraduate, besides typical PSY courses (Intro, Research Methods,

More information

INSERT COMPANY LOGO HERE

INSERT COMPANY LOGO HERE 2013 2014 INSERT COMPANY LOGO HERE 2014 Global 2013 North Unified American Communications SSL Certificate Infrastructure Technology Product Innovation Leadership Leadership Award Award Technology Innovation

More information

Challenges of Cyber Security Education at the Graduate Level

Challenges of Cyber Security Education at the Graduate Level Institute for Cyber Security Challenges of Cyber Security Education at the Graduate Level Ravi Sandhu Executive Director and Endowed Professor Nov. 9, 2012 ravi.sandhu@utsa.edu www.profsandhu.com www.ics.utsa.edu

More information

EUROTECH UNIVERSITIES ALLIANCE CONTRIBUTION TO THE PUBLIC CONSULTATION SCIENCE 2.0-SCIENCE IN TRANSITION

EUROTECH UNIVERSITIES ALLIANCE CONTRIBUTION TO THE PUBLIC CONSULTATION SCIENCE 2.0-SCIENCE IN TRANSITION EUROTECH UNIVERSITIES ALLIANCE CONTRIBUTION TO THE PUBLIC CONSULTATION SCIENCE 2.0-SCIENCE IN TRANSITION A: INTRODUCTION TO THE ALLIANCE S CONTRIBUTION The EuroTech Universities Alliance is a strategic

More information

Cybersecurity Research. Online Learning

Cybersecurity Research. Online Learning Cybersecurity Research and Online Learning John Mitchell Stanford University Security and privacy We are developing a new class of systems with new uses for new communities Security and privacy are pervasive

More information

Submission to the National Telecommunications and Information Administration (NTIA), U.S. Department of Commerce

Submission to the National Telecommunications and Information Administration (NTIA), U.S. Department of Commerce Submission to the National Telecommunications and Information Administration (NTIA), U.S. Department of Commerce Docket No. 140514424 4424 01 RIN 0660 XC010 Comments of the Information Technology Industry

More information

Security Infrastructure for Trusted Offloading in Mobile Cloud Computing

Security Infrastructure for Trusted Offloading in Mobile Cloud Computing Security Infrastructure for Trusted Offloading in Mobile Cloud Computing Professor Kai Hwang University of Southern California Presentation at Huawei Forum, Santa Clara, Nov. 8, 2014 Mobile Cloud Security

More information

DATA ANALYTICS@DT. Dr. Jan Krancke, VP Regulatory Strategy & Projects CERRE Expert Workshop, Brussels. re3rerererewr

DATA ANALYTICS@DT. Dr. Jan Krancke, VP Regulatory Strategy & Projects CERRE Expert Workshop, Brussels. re3rerererewr DATA ANALYTICS@DT Dr. Jan Krancke, VP Regulatory Strategy & Projects CERRE Expert Workshop, Brussels re3rerererewr SMART DATA MARKET SMART DATA BENEFITS ECONOMY AS A WHOLE Use Case Spectrum Enterprise

More information

Social Media Strategy

Social Media Strategy 7 STEPS TO YOUR BRAND S Social Media Strategy HONEST TREES CREATIVE STEP 1: ESTABLISH YOUR GOALS & OBJECTIVES STEP 2: PICK YOUR PLATFORMS What are you using social media for? The answer to this question

More information

THE CONVENTIONALIZATION OF BIG DATA

THE CONVENTIONALIZATION OF BIG DATA THE CONVENTIONALIZATION OF BIG DATA November 2013 But far more numerous was the herd of such, who think too little, and who talk too much John Dryden 100 GOOGLE SEARCH INDEX: "BIG DATA" 80 60 40 20 0 Jan-04

More information

Use of mobile phone data to estimate visitors mobility flows

Use of mobile phone data to estimate visitors mobility flows Use of mobile phone data to estimate visitors mobility flows Lorenzo Gabrielli, Barbara Furletti, Fosca Giannotti, Mirco Nanni, Salvatore Rinzivillo Abstract Big Data originating from the digital breadcrumbs

More information

ESTABLISHING AND SUSTAINING A COLLABORATIVE CULTURE

ESTABLISHING AND SUSTAINING A COLLABORATIVE CULTURE ESTABLISHING AND SUSTAINING A COLLABORATIVE CULTURE Schools will not be transformed into the learning institutions that will meet the needs of an information society without the leadership of educators

More information

By Emily Hay and Jan Dhont, Data Privacy Department, Lorenz Brussels.

By Emily Hay and Jan Dhont, Data Privacy Department, Lorenz Brussels. Getting a Clean Bill of Health for Privacy in Your Mobile App By Emily Hay and Jan Dhont, Data Privacy Department, Lorenz Brussels. I. Introduction to the legal regime and risks As the marketplace floods

More information

Long-Term (Six-Year) Action (Strategic) Plan for Development of LEPL Ivane Javakhishvili Tbilisi State University (2011-2017)

Long-Term (Six-Year) Action (Strategic) Plan for Development of LEPL Ivane Javakhishvili Tbilisi State University (2011-2017) Appendix 1 Long-Term (Six-Year) Action (Strategic) Plan for Development of LEPL Ivane Javakhishvili Tbilisi State University (2011-2017) The University Worthy Member of the World Scientific Educational

More information

Societal benefits vs. privacy: what distributed secure multi-party computation enable? Research ehelse 2015 21-22 April Oslo

Societal benefits vs. privacy: what distributed secure multi-party computation enable? Research ehelse 2015 21-22 April Oslo Privacy Societal benefits vs. privacy: what distributed secure multi-party computation enable? Research ehelse 2015 21-22 April Oslo Kassaye Yitbarek Yigzaw UiT The Arctic University of Norway Outline

More information

A NEW STRATEGIC DIRECTION FOR NTIS

A NEW STRATEGIC DIRECTION FOR NTIS A NEW STRATEGIC DIRECTION FOR NTIS U.S. Department of Commerce December 7, 2015 Refocusing NTIS to meet a 21st Century National Need Overview 2 The Commerce Department has made data a strategic priority.

More information

(Not So) Smart Cities? The societal drivers and impact of smart environments

(Not So) Smart Cities? The societal drivers and impact of smart environments (Not So) Smart Cities? The societal drivers and impact of smart environments Gemma Galdon Clavell Departament de Sociologia i Analisi de les Organitzacions Universitat de Barcelona Av. Diagonal, 690 08028

More information

ebook The Essential Guide to Content Personalization: the Science That Drives It and How to Start Using It Written by Asaf Rothem @asaf_rothem

ebook The Essential Guide to Content Personalization: the Science That Drives It and How to Start Using It Written by Asaf Rothem @asaf_rothem ebook The Essential Guide to Content Personalization: the Science That Drives It and How to Start Using It Written by Asaf Rothem @asaf_rothem Page 2 Table of Contents Executive Summary 3 The Challenge:

More information

A Q&A with the Commissioner: Big Data and Privacy Health Research: Big Data, Health Research Yes! Personal Data No!

A Q&A with the Commissioner: Big Data and Privacy Health Research: Big Data, Health Research Yes! Personal Data No! A Q&A with the Commissioner: Big Data and Privacy Health Research: Big Data, Health Research Yes! Personal Data No! Ann Cavoukian, Ph.D. Information and Privacy Commissioner Ontario, Canada THE AGE OF

More information

SYRACUSE UNIVERSITY: ACADEMIC STRATEGIC PLAN

SYRACUSE UNIVERSITY: ACADEMIC STRATEGIC PLAN SYRACUSE UNIVERSITY: ACADEMIC STRATEGIC PLAN These are extraordinary times for higher education and for students aspiring to succeed in a rapidly changing world. Technology is affecting the way we learn

More information

Society Key: Integrating Social Media Data with Governmental Open Data to Encourage Community Wellbeing

Society Key: Integrating Social Media Data with Governmental Open Data to Encourage Community Wellbeing Society Key: Integrating Social Media Data with Governmental Open Data to Encourage Community Wellbeing Ziad Matni, Rutgers University Jennifer Sonne, Rutgers University Dongho Choi, Rutgers University

More information

Privacy by Design The 7 Foundational Principles Implementation and Mapping of Fair Information Practices

Privacy by Design The 7 Foundational Principles Implementation and Mapping of Fair Information Practices Privacy by Design The 7 Foundational Principles Implementation and Mapping of Fair Information Practices Ann Cavoukian, Ph.D. Information & Privacy Commissioner, Ontario, Canada Purpose: This document

More information

Enabling growth and compliance in pharma through change control operations in regulatory affairs

Enabling growth and compliance in pharma through change control operations in regulatory affairs Point of View Generating LIFE SCIENCES Impact Enabling growth and compliance in pharma through control operations in regulatory affairs In a complex regulatory environment, control is a challenge and its

More information

Central bank corporate governance, financial management, and transparency

Central bank corporate governance, financial management, and transparency Central bank corporate governance, financial management, and transparency By Richard Perry, 1 Financial Services Group This article discusses the Reserve Bank of New Zealand s corporate governance, financial

More information

MOTION FOR A RESOLUTION

MOTION FOR A RESOLUTION EUROPEAN PARLIAMT 2009-2014 Plenary sitting 20.10.2011 B7-0000/2011 MOTION FOR A RESOLUTION further to Question for Oral (O-xxxx/xxxx B7-0000/2011), pursuant to Rule 115(5) of the Rules of Procedure on

More information

Data Isn't Everything

Data Isn't Everything June 17, 2015 Innovate Forward Data Isn't Everything The Challenges of Big Data, Advanced Analytics, and Advance Computation Devices for Transportation Agencies. Using Data to Support Mission, Administration,

More information

August 21, 2013. United States Patent and Trademark Office Docket No. PTO-C-2013-0036 Voluntary Best Practices Study

August 21, 2013. United States Patent and Trademark Office Docket No. PTO-C-2013-0036 Voluntary Best Practices Study United States Patent and Trademark Office Docket No. PTO-C-2013-0036 Voluntary Best Practices Study August 21, 2013 The Copyright Alliance is a nonprofit, nonpartisan 501(c)(4) membership organization

More information

Cyber Security and Privacy

Cyber Security and Privacy Cyber Security and Privacy Jovan Golić CySeP Winter School, Stockholm, 2014 EIT ICT Labs EIT ICT Labs is one of the first Knowledge and Innovation Communities set up in 2010 by the European Institute of

More information

Textbooks: Matt Bishop, Introduction to Computer Security, Addison-Wesley, November 5, 2004, ISBN 0-321-24744-2.

Textbooks: Matt Bishop, Introduction to Computer Security, Addison-Wesley, November 5, 2004, ISBN 0-321-24744-2. CSET 4850 Computer Network Security (4 semester credit hours) CSET Elective IT Elective Current Catalog Description: Theory and practice of network security. Topics include firewalls, Windows, UNIX and

More information

Digital Marketing Practices

Digital Marketing Practices SURVEY Digital Marketing Practices at Asset Management Firms SUMMER 2015 Copyright 2015. Kurtosys. All rights reserved Executive Summary Introduction In 2012, Kurtosys conducted a survey amongst investors

More information

Customer Relationship Management

Customer Relationship Management 1 Customer Relationship Management Customer relationship management (CRM) consists of the processes a company uses to track and organize its contacts with its current and prospective customers. CRM software

More information

If your schedule allows you might consider joining ROTC.

If your schedule allows you might consider joining ROTC. Important Steps to Becoming an MA/MS or PhD in Military Psychology 1. Take the right courses Courses to take as an undergraduate, besides typical PSY courses (Intro, Research Methods, Stats): Personality

More information

Building a financial ecosystem for social enterprises

Building a financial ecosystem for social enterprises Building a financial ecosystem for social enterprises The European Economic and Social Committee Exploratory Opinion INT/770 Boosting Social Enterprises in Europe December 3-4, 2015 The European Economic

More information

Workshop Discussion Notes: Data Supply Chains

Workshop Discussion Notes: Data Supply Chains Workshop Discussion Notes: Data Supply Chains The Social, Cultural & Ethical Dimensions of Big Data March 17, 2014 - New York, NY http://www.datasociety.net/initiatives/2014-0317/ This document was produced

More information

Information Sharing in the Cloud:

Information Sharing in the Cloud: Sapienza Università di Roma Dipartimento di Informatica e Sistemistica Information Sharing in the Cloud: Opportunities and Challenges Roberto Baldoni Università degli Studi di Roma La Sapienza baldoni@dis.uniroma1.it,

More information

Marketing & Communication to Transform

Marketing & Communication to Transform Marketing & Communication to Transform The biggest advertisers are here. Know ABA Mission Be an agent transformer and generating value for associated enterprises and society by promoting excellence and

More information

Print and Digital on a Fair Playing Field. Francine Cunningham Executive Director European Newspaper Publishers Association

Print and Digital on a Fair Playing Field. Francine Cunningham Executive Director European Newspaper Publishers Association Print and Digital on a Fair Playing Field Francine Cunningham Executive Director European Newspaper Publishers Association Promoting newspapers on all platforms Introducing ENPA Non-profit association

More information

Use of Social Media Guidelines

Use of Social Media Guidelines 1 Use of Social Media Guidelines 2 Purpose Social media defined as media that allows the creation, exchange and distribution of user generated online content 1 offers us a range of new opportunities for

More information

BIG DATA SURVEILLANCE PLENARY RESEARCH WORKSHOP

BIG DATA SURVEILLANCE PLENARY RESEARCH WORKSHOP CHECK AGAINST DELIVERY SPEECH TO THE BIG DATA SURVEILLANCE PLENARY RESEARCH WORKSHOP MAY 12, 2016 ELIZABETH DENHAM INFORMATION AND PRIVACY COMMISSIONER FOR BC Thank you David. I m glad to have a chance

More information

Where does the risk function fit with ethics and compliance Areas of convergence Practical implications and examples

Where does the risk function fit with ethics and compliance Areas of convergence Practical implications and examples The Convergence of Ethics, Compliance and Risk SCCE Annual Conference 2007 Terry Hancock CEO SAI Global Presentation summary 2 Where does the risk function fit with ethics and compliance Areas of convergence

More information

Strategic Plan 2013-2018

Strategic Plan 2013-2018 School of Population and Public Health Strategic Plan 2013-2018 School of Population and Public Health Strategic Platform Operational Platform Area of Commitment Goals (5 yrs) Actions I. Exceptional Learning

More information

Inbound Marketing Driving Results

Inbound Marketing Driving Results Inbound Marketing Driving Results TABLE OF CONTENTS: Introduction.... 3 Chapter 1 Getting Started.. 5 Chapter 2 Conversions Path..8 Chapter 3 Attract.....11 Chapter 4 Convert... 22 Chapter 5 Close......

More information

ICT WP2013, Objective 5.5 CAPS: Collective Awareness Platforms for Sustainability and Social Innovation

ICT WP2013, Objective 5.5 CAPS: Collective Awareness Platforms for Sustainability and Social Innovation ICT WP2013, Objective 5.5 CAPS: Collective Awareness Platforms for Sustainability and Social Innovation Drawing made by primary class children for the Paradiso contest the Internet of the future seen by

More information

Bringing Strategy to Life Using an Intelligent Data Platform to Become Data Ready. Informatica Government Summit April 23, 2015

Bringing Strategy to Life Using an Intelligent Data Platform to Become Data Ready. Informatica Government Summit April 23, 2015 Bringing Strategy to Life Using an Intelligent Platform to Become Ready Informatica Government Summit April 23, 2015 Informatica Solutions Overview Power the -Ready Enterprise Government Imperatives Improve

More information

Multistep Dynamic Expert Sourcing

Multistep Dynamic Expert Sourcing +33 1 69 33 59 59 MULTISTEP DYNAMIC EXPERT SOURCING 1 A Novel Approach for Open Innovation Platforms Multistep Dynamic Expert Sourcing Albert Meige & Boris Golden August 2010 X- Technologies Ecole Polytechnique

More information

Foundation Working Group

Foundation Working Group Foundation Working Group Proposed Recommendations on De-identifying Information for Disclosure to Third Parties The Foundation Working Group (FWG) engaged in discussions around protecting privacy while

More information

Design of Data Management Guideline for Open Data Implementation

Design of Data Management Guideline for Open Data Implementation Design of Data Guideline for Implementation (case study in Indonesia) Arry Akhmad Arman Institut Teknologi Bandung Jl. Ganesha 10 Bandung Indonesia 40132 Phone: +62-22-2502260 arry.arman@yahoo.com Gilang

More information

Social Project Management:

Social Project Management: Social Project Management: Engaging the Social Network to Deliver Project Success A Trilog Group Whitepaper August, 2012 Copyright 2012 Trilog Group. All rights reserved. Executive Summary Project teams

More information

City with a Voice STRATEGIC COMMUNICATION PLAN

City with a Voice STRATEGIC COMMUNICATION PLAN STRATEGIC COMMUNICATION PLAN Our City s Vision, Mission, Values Vision A growing, world-class community bringing talent, technology and a great northern lifestyle together. Mission We provide excellent

More information

PEOPLE INVOLVEMENT AND THEIR COMPETENCE IN QUALITY MANAGEMENT SYSTEMS * Jarmila ŠALGOVIČOVÁ, Matej BÍLÝ

PEOPLE INVOLVEMENT AND THEIR COMPETENCE IN QUALITY MANAGEMENT SYSTEMS * Jarmila ŠALGOVIČOVÁ, Matej BÍLÝ PEOPLE INVOLVEMENT AND THEIR COMPETENCE IN QUALITY MANAGEMENT SYSTEMS * Jarmila ŠALGOVIČOVÁ, Matej BÍLÝ Authors: Workplace: Assoc. Prof. Jarmila Šalgovičová, PhD., Prof. Matej Bílý, DrSC.* Institute of

More information