What do we learn from Machine Learning?

Curated on Posted on by Stefaan Verhulst

Blog by Giovanni Buttarelli: “…There are few authorities monitoring the impact of new technologies on fundamental rights so closely and intensively as data protection and privacy commissioners. At the International Conference of Data Protection and Privacy Commissioners, the 40th ICDPPC (which the EDPS had the honour to host), they continued the discussion on AI which began in Marrakesh two years ago with a reflection paper prepared by EDPS experts. In the meantime, many national data protection authorities have invested considerable efforts and provided important contributions to the discussion. To name only a few, the data protection authorities from Norway, France, the UK and Schleswig-Holstein have published research and reflections on AI, ethics and fundamental rights. We all see that some applications of AI raise immediate concerns about data protection and privacy; but it also seems generally accepted that there are far wider-reaching ethical implications, as a group of AI researchers also recently concluded. Data protection and privacy commissioners have now made a forceful intervention by adopting a declaration on ethics and data protection in artificial intelligence which spells out six principles for the future development and use of AI – fairness, accountability, transparency, privacy by design, empowerment and non-discrimination – and demands concerted international efforts  to implement such governance principles. Conference members will contribute to these efforts, including through a new permanent working group on Ethics and Data Protection in Artificial Intelligence.

The ICDPPC was also chosen by an alliance of NGOs and individuals, The Public Voice, as the moment to launch its own Universal Guidelines on Artificial Intelligence (UGAI). The twelve principles laid down in these guidelines extend and complement those of the ICDPPC declaration.

We are only at the beginning of this debate. More voices will be heard: think tanks such as CIPL are coming forward with their suggestions, and so will many other organisations.

At international level, the Council of Europe has invested efforts in assessing the impact of AI, and has announced a report and guidelines to be published soon. The European Commission has appointed an expert group which will, among other tasks, give recommendations on future-related policy development and on ethical, legal and societal issues related to AI, including socio-economic challenges.

As I already pointed out in an earlier blogpost, it is our responsibility to ensure that the technologies which will determine the way we and future generations communicate, work and live together, are developed in such a way that the respect for fundamental rights and the rule of law are supported and not undermined….(More)”.

Quantifying Bicycle Network Connectivity in Lisbon Using Open Data

Curated on Posted on by Stefaan Verhulst

Lorena Abad and Lucas van der Meer in information: “Stimulating non-motorized transport has been a key point on sustainable mobility agendas for cities around the world. Lisbon is no exception, as it invests in the implementation of new bike infrastructure. Quantifying the connectivity of such a bicycle network can help evaluate its current state and highlight specific challenges that should be addressed. Therefore, the aim of this study is to develop an exploratory score that allows a quantification of the bicycle network connectivity in Lisbon based on open data.

For each part of the city, a score was computed based on how many common destinations (e.g., schools, universities, supermarkets, hospitals) were located within an acceptable biking distance when using only bicycle lanes and roads with low traffic stress for cyclists. Taking a weighted average of these scores resulted in an overall score for the city of Lisbon of only 8.6 out of 100 points. This shows, at a glance, that the city still has a long way to go before achieving their objectives regarding bicycle use in the city….(More)”.

You can’t characterize human nature if studies overlook 85 percent of people on Earth

Curated on Posted on by Stefaan Verhulst

Daniel Hruschka at the Conversation: “Over the last century, behavioral researchers have revealed the biases and prejudices that shape how people see the world and the carrots and sticks that influence our daily actions. Their discoveries have filled psychology textbooks and inspired generations of students. They’ve also informed how businesses manage their employees, how educators develop new curricula and how political campaigns persuade and motivate voters.

But a growing body of research has raised concerns that many of these discoveries suffer from severe biases of their own. Specifically, the vast majority of what we know about human psychology and behavior comes from studies conducted with a narrow slice of humanity – college students, middle-class respondents living near universities and highly educated residents of wealthy, industrialized and democratic nations.

Blue countries represent the locations of 93 percent of studies published in Psychological Science in 2017. Dark blue is U.S., blue is Anglophone colonies with a European descent majority, light blue is western Europe. Regions sized by population.

To illustrate the extent of this bias, consider that more than 90 percent of studies recently published in psychological science’s flagship journal come from countries representing less than 15 percent of the world’s population.

If people thought and behaved in basically the same ways worldwide, selective attention to these typical participants would not be a problem. Unfortunately, in those rare cases where researchers have reached out to a broader range of humanity, they frequently find that the “usual suspects” most often included as participants in psychology studies are actually outliers. They stand apart from the vast majority of humanity in things like how they divvy up windfalls with strangers, how they reason about moral dilemmas and how they perceive optical illusions.

Given that these typical participants are often outliers, many scholars now describe them and the findings associated with them using the acronym WEIRD, for Western, educated, industrialized, rich and democratic.

WEIRD isn’t universal

Because so little research has been conducted outside this narrow set of typical participants, anthropologists like me cannot be sure how pervasive or consequential the problem is. A growing body of case studies suggests, though, that assuming such typical participants are the norm worldwide is not only scientifically suspect but can also have practical consequences….(More)”.

Declaration of Cities Coalition for Digital Rights

Curated on Posted on by Stefaan Verhulst

New York City, Barcelona and Amsterdam: “We, the undersigned cities, formally come together to form the Cities Coalition for Digital Rights, to protect and uphold human rights on the internet at the local and global level.

The internet has become inseparable from our daily lives. Yet, every day, there are new cases of digital rights abuse, misuse and misinformation and concentration of power around the world: freedom of expression being censored; personal information, including our movements and communications, monitored, being shared and sold without consent; ‘black box’ algorithms being used to make unaccountable decisions; social media being used as a tool of harassment and hate speech; and democratic processes and public opinion being undermined.

As cities, the closest democratic institutions to the people, we are committed to eliminating impediments to harnessing technological opportunities that improve the lives of our constituents, and to providing trustworthy and secure digital services and infrastructures that support our communities. We strongly believe that human rights principles such as privacy, freedom of expression, and democracy must be incorporated by design into digital platforms starting with locally-controlled digital infrastructures and services.

As a coalition, and with the support of the United Nations Human Settlements Program (UN-Habitat), we will share best practices, learn from each other’s challenges and successes, and coordinate common initiatives and actions. Inspired by the Internet Rights and Principles Coalition (IRPC), the work of 300 international stakeholders over the past ten years, we are committed to the following five evolving principles:

01.Universal and equal access to the internet, and digital literacy

02.Privacy, data protection and security

03.Transparency, accountability, and non-discrimination of data, content and algorithms

04.Participatory Democracy, diversity and inclusion

05.Open and ethical digital service standards”

NHS Pulls Out Of Data-Sharing Deal With Home Office Immigration Enforcers

Curated on Posted on by Stefaan Verhulst

Jasmin Gray at Huffington Post: “The NHS has pulled out of a controversial data-sharing arrangement with the Home Office which saw confidential patients’ details passed on to immigration enforcers.

In May, the government suspended the ‘memorandum of understanding’ agreement between the health service and the Home Office after MPs, doctors and health charities warned it was leaving seriously ill migrants too afraid to seek medical treatment. 

But on Tuesday, NHS Digital announced that it was cutting itself out of the agreement altogether. 

“NHS Digital has received a revised narrowed request from the Home Office and is discussing this request with them,” a spokesperson for the data-branch of the health service said, adding that they have “formally closed-out our participation” in the previous memorandum of understanding. 

The anxieties of “multiple stakeholder communities” to ensure the agreement made by the government was respected was taken into account in the decision, they added. 

Meanwhile, the Home Office confirmed it was working to agree a new deal with NHS Digital which would only allow it to make requests for data about migrants “facing deportation action because they have committed serious crimes, or where information necessary to protect someone’s welfare”. 

The move has been welcomed by campaigners, with Migrants’ Rights Network director Rita Chadra saying that many migrants had missed out on “the right to privacy and access to healthcare” because of the data-sharing mechanism….(More)”.

Better “nowcasting” can reveal what weather is about to hit within 500 meters

Curated on Posted on by Stefaan Verhulst

MIT Technology Review: “Weather forecasting is impressively accurate given how changeable and chaotic Earth’s climate can be. It’s not unusual to get 10-day forecasts with a reasonable level of accuracy.

But there is still much to be done.  One challenge for meteorologists is to improve their “nowcasting,” the ability to forecast weather in the next six hours or so at a spatial resolution of a square kilometer or less.

In areas where the weather can change rapidly, that is difficult. And there is much at stake. Agricultural activity is increasingly dependent on nowcasting, and the safety of many sporting events depends on it too. Then there is the risk that sudden rainfall could lead to flash flooding, a growing problem in many areas because of climate change and urbanization. That has implications for infrastructure, such as sewage management, and for safety, since this kind of flooding can kill.

So meteorologists would dearly love to have a better way to make their nowcasts.

Enter Blandine Bianchi from EPFL in Lausanne, Switzerland, and a few colleagues, who have developed a method for combining meteorological data from several sources to produce nowcasts with improved accuracy. Their work has the potential to change the utility of this kind of forecasting for everyone from farmers and gardeners to emergency services and sewage engineers.

Current forecasting is limited by the data and the scale on which it is gathered and processed. For example, satellite data has a spatial resolution of 50 to 100 km and allows the tracking and forecasting of large cloud cells over a time scale of six to nine hours. By contrast, radar data is updated every five minutes, with a spatial resolution of about a kilometer, and leads to predictions on the time scale of one to three hours. Another source of data is the microwave links used by telecommunications companies, which are degraded by rainfall….(More)”

Creating Smart Cities

Curated on Posted on by Stefaan Verhulst

Book edited by Claudio Coletta, Leighton Evans, Liam Heaphy, and Rob Kitchin: “In cities around the world, digital technologies are utilized to manage city services and infrastructures, to govern urban life, to solve urban issues and to drive local and regional economies. While “smart city” advocates are keen to promote the benefits of smart urbanism – increased efficiency, sustainability, resilience, competitiveness, safety and security – critics point to the negative effects, such as the production of technocratic governance, the corporatization of urban services, technological lock-ins, privacy harms and vulnerability to cyberattack.

This book, through a range of international case studies, suggests social, political and practical interventions that would enable more equitable and just smart cities, reaping the benefits of smart city initiatives while minimizing some of their perils.

Included are case studies from Ireland, the United States of America, Colombia, the Netherlands, Singapore, India and the United Kingdom. These chapters discuss a range of issues including political economy, citizenship, standards, testbedding, urban regeneration, ethics, surveillance, privacy and cybersecurity. This book will be of interest to urban policymakers, as well as researchers in Regional Studies and Urban Planning…(More)”.

How pro-trust initiatives are taking over the Internet

Curated on Posted on by Stefaan Verhulst

Sara Fisher at Axios: “Dozens of new initiatives have launched over the past few years to address fake news and the erosion of faith in the media, creating a measurement problem of its own.

Why it matters: So many new efforts are launching simultaneously to solve the same problem that it’s become difficult to track which ones do what and which ones are partnering with each other….

To name a few:

  • The Trust Project, which is made up of dozens of global news companies, announced this morning that the number of journalism organizations using the global network’s “Trust Indicators” now totals 120, making it one of the larger global initiatives to combat fake news. Some of these groups (like NewsGuard) work with Trust Project and are a part of it.
  • News Integrity Initiative (Facebook, Craig Newmark Philanthropic Fund, Ford Foundation, Democracy Fund, John S. and James L. Knight Foundation, Tow Foundation, AppNexus, Mozilla and Betaworks)
  • NewsGuard (Longtime journalists and media entrepreneurs Steven Brill and Gordon Crovitz)
  • The Journalism Trust Initiative (Reporters Without Borders, and Agence France Presse, the European Broadcasting Union and the Global Editors Network )
  • Internews (Longtime international non-profit)
  • Accountability Journalism Program (American Press Institute)
  • Trusting News (Reynolds Journalism Institute)
  • Media Manipulation Initiative (Data & Society)
  • Deepnews.ai (Frédéric Filloux)
  • Trust & News Initiative (Knight Foundation, Facebook and Craig Newmark in. affiliation with Duke University)
  • Our.News (Independently run)
  • WikiTribune (Wikipedia founder Jimmy Wales)

There are also dozens of fact-checking efforts being championed by different third-parties, as well as efforts being built around blockchain and artificial intelligence.

Between the lines: Most of these efforts include some sort of mechanism for allowing readers to physically discern real journalism from fake news via some sort of badge or watermark, but that presents problems as well.

  • Attempts to flag or call out news as being real and valid have in the past been rejected even further by those who wish to discredit vetted media.
  • For example, Facebook said in December that it will no longer use “Disputed Flags” — red flags next to fake news articles — to identify fake news for users, because it found that “putting a strong image, like a red flag, next to an article may actually entrench deeply held beliefs – the opposite effect to what we intended.”…(More)”.

Direct Democracy and Political Engagement of the Marginalized

Curated on Posted on by Stefaan Verhulst

Dissertation by Jeong Hyun Kim: “…examines direct democracy’s implications for political equality by focusing on how it influences and modifies political attitudes and behaviors of marginalized groups. Using cases and data from Sweden, Switzerland, and the United States, I provide a comprehensive, global examination of how direct democratic institutions affect political participation, especially of political minority or marginalized groups.

In the first paper, I examine whether the practice of direct democracy supports women’s political participation. I theorize that the use of direct democracy enhances women’s sense of political efficacy, thereby promoting their participation in the political process. I test this argument by leveraging a quasi-experiment in Sweden from 1921 to 1944, wherein the use of direct democratic institutions was determined by a population threshold. Findings from a regression discontinuity analysis lend strong support for the positive effect of direct democracy on women’s political participation. Using web documents of minutes from direct democratic meetings, I further show that women’s participation in direct democracy is positively associated with their subsequent participation in parliamentary elections.

The second paper expands on the first paper by examining an individual-level mechanism linking experience with direct democracy and feelings of political efficacy. Using panel survey data from Switzerland, I examine the relationship between individuals’ exposure to direct democracy and the gender gap in political efficacy. I find that direct democracy increases women’s sense of political efficacy, while it has no significant effect on men. This finding confirms that the opportunity for direct legislation leads women to feel more efficacious in politics, suggesting its further implications for the gender gap in political engagement.

In the third and final paper, I examine how direct democratic votes targeting ethnic minorities influence political mobilization of minority groups. I theorize that targeted popular votes intensify the general public’s hostility towards minority groups, thereby enhancing group members’ perceptions of being stigmatized. Consequently, this creates a greater incentive for minorities to actively engage in politics. Using survey data from the United States, combined with information about state-level direct democracy, I find that direct democratic votes targeting the rights of immigrants lead to greater political activism among ethnic minorities with immigrant background. These studies contribute to the extant study of women and minority politics by illuminating new mechanisms underlying mobilization of women and minorities and clarifying the causal effect of the type of government on political equality….(More)”.

Social Media Use in Crisis and Risk Communication: Emergencies, Concerns and Awareness

Curated on Posted on by Stefaan Verhulst

Open Access Book edited by Harald Hornmoen and Klas Backholm: ” This book is about how different communicators – whether professionals, such as crisis managers, first responders and journalists, or private citizens and disaster victims – have used social media to communicate about risks and crises. It is also about how these very different actors can play a crucial role in mitigating or preventing crises. How can they use social media to strengthen their own and the public’s awareness and understanding of crises when they unfold? How can they use social media to promote resilience during crises and the ability to deal with the after-effects? Moreover, what can they do to avoid using social media in a manner that weakens the situation awareness of crisis workers and citizens, or obstructs effective emergency management?

The RESCUE (Researching Social Media and Collaborative Software Use in Emergency Situations) project, on which this book is based, has sought to enable a more efficient and appropriate use of social media among key communicators, such as journalists and government actors involved in crisis management. Through empirical studies, and by drawing on relevant theory, the collection aims to improve our understanding of how social media have been used in different types of risks and crises. Building on our empirical work, we provide research-based input into how social media can be used efficiently by different communicators in a way appropriate to the specific crisis and to the concerns of the public.

We address our questions by presenting new research-based knowledge on social media use during different crises: the terrorist attacks in Norway on 22 July 2011; the central European floods in Austria in 2013; and the West African Ebola outbreak in 2014. The social media platforms analysed include the most popular ones in the affected areas at the time of the crises: Twitter and Facebook. By addressing such different cases, the book will move the field of crisis communication in social media beyond individual studies towards providing knowledge which is valid across situations….(More)”.