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The Ethical Algorithm

The Ethical Algorithm
Author: Michael Kearns
Publisher: Oxford University Press
Total Pages: 288
Release: 2019-10-04
Genre: Computers
ISBN: 0190948221

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Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps. Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.


Feasibility Study

Feasibility Study
Author: Venturi Scott Brown and Associates
Publisher:
Total Pages:
Release: 1990
Genre: Campus planning
ISBN:

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Traveling Black

Traveling Black
Author: Mia Bay
Publisher: Harvard University Press
Total Pages: 401
Release: 2021-03-23
Genre: History
ISBN: 067425869X

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Winner of the Bancroft Prize Winner of the David J. Langum Prize Winner of the Lillian Smith Book Award Winner of the Order of the Coif Book Award Winner of the OAH Liberty Legacy Foundation Award A New York Times Critics’ Top Book of the Year “This extraordinary book is a powerful addition to the history of travel segregation...Mia Bay shows that Black mobility has always been a struggle.” —Ibram X. Kendi, author of How to Be an Antiracist “In Mia Bay’s superb history of mobility and resistance, the question of literal movement becomes a way to understand the civil rights movement writ large.” —Jennifer Szalai, New York Times “Traveling Black is well worth the fare. Indeed, it is certain to become the new standard on this important, and too often forgotten, history.” —Henry Louis Gates, Jr., author of Stony the Road From Plessy v. Ferguson to #DrivingWhileBlack, African Americans have fought to move freely around the United States. But why this focus on Black mobility? From stagecoaches and trains to buses, cars, and planes, Traveling Black explores when, how, and why racial restrictions took shape in America and brilliantly portrays what it was like to live with them. Mia Bay rescues forgotten stories of passengers who made it home despite being insulted, stranded, re-routed, or ignored. She shows that Black travelers never stopped challenging these humiliations, documenting a sustained fight for redress that falls outside the traditional boundaries of the civil rights movement. A riveting, character-rich account of the rise and fall of racial segregation, it reveals just how central travel restrictions were to the creation of Jim Crow laws—and why free movement has been at the heart of the quest for racial justice ever since.


Corporate Diplomacy

Corporate Diplomacy
Author: Witold J. Henisz
Publisher: Routledge
Total Pages: 174
Release: 2017-09-08
Genre: Business & Economics
ISBN: 1351287869

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Managers of multinational organizations are struggling to win the strategic competition for the hearts and minds of external stakeholders. These stakeholders differ fundamentally in their worldview, their understanding of the market economy and their aspirations and fears for the future. Their collective opinions of managers and corporations will shape the competitive landscape of the global economy and have serious consequences for businesses that fail to meet their expectations. This important new book argues that the strategic management of relationships with external stakeholders – what the author calls "Corporate Diplomacy" – is not just canny PR, but creates real and lasting business value.Using a mix of colourful examples, practically relevant tools and considered perspectives, the book hones in on a fundamental challenge that managers of multinational corporations face as they strive to compete in the 21st century. As falling communication costs shrink, the distance between external stakeholders and shareholder value is increasingly created and protected through a strategic integration of the external stakeholder facing functions. These include government affairs, stakeholder relations, sustainability, enterprise risk management, community relations and corporate communications. Through such integration, the place where business, politics and society intersect need not be a source of nasty surprises or unexpected expenses. Most of the firms profiled in the book are now at the frontier of corporate diplomacy. But they didn’t start there. Many of them were motivated by past failings. They fell into conflicts with critical stakeholders – politicians, communities, NGO staffers, or activists – and they suffered. They experienced delays or disruptions to their operations, higher costs, angry customers, or thwarted attempts at expansion. Eventually, the managers of these companies developed smarter strategies for stakeholder engagement. They became corporate diplomats. The book draws on their experiences to take the reader to the forefront of stakeholder engagement and to highlight the six elements of corprate diplomacy.


Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track

Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track
Author: Yuxiao Dong
Publisher: Springer Nature
Total Pages: 579
Release: 2021-09-09
Genre: Computers
ISBN: 3030865142

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The multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic. The 210 full papers presented in these proceedings were carefully reviewed and selected from a total of 869 submissions. The volumes are organized in topical sections as follows: Research Track: Part I: Online learning; reinforcement learning; time series, streams, and sequence models; transfer and multi-task learning; semi-supervised and few-shot learning; learning algorithms and applications. Part II: Generative models; algorithms and learning theory; graphs and networks; interpretation, explainability, transparency, safety. Part III: Generative models; search and optimization; supervised learning; text mining and natural language processing; image processing, computer vision and visual analytics. Applied Data Science Track: Part IV: Anomaly detection and malware; spatio-temporal data; e-commerce and finance; healthcare and medical applications (including Covid); mobility and transportation. Part V: Automating machine learning, optimization, and feature engineering; machine learning based simulations and knowledge discovery; recommender systems and behavior modeling; natural language processing; remote sensing, image and video processing; social media.