Inequality and Stratification Commons^™

Implementation Considerations For Mitigating Bias In Supervised Machine Learning, Bardia Bijani Aval

CSB and SJU Distinguished Thesis

Machine Learning (ML) is an important component of computer science and a mainstream way of making sense of large amounts of data. Although the technology is establishing new possibilities in different fields, there are also problems to consider, one of which is bias. Due to the inductive reasoning of ML algorithms in creating mathematical models, the predictions and trends found by the models will never necessarily be true – just more or less probable. Knowing this, it is unreasonable for us to expect the applied deductive reasoning of these models to ever be fully unbiased. Therefore, it is important that …

2017 Mlk Keynote Emory Douglas Educational Foldout, Center For Social Equity & Inclusion, Emory Douglas

Martin Luther King, Jr. Series

Educational foldout for the 2017 MLK Keynote Address: Emory Douglas. An artist, educator and human rights activist, Emory Douglas served as the Minister of Culture for the Black Panther Party from 1967-80. Best known for his political drawings and cartoons in the Black Panther Newspaper, he articulated the injustices experienced by African Americans living in the inner city, the growing militancy and organization among urban black youth in the face of police violence and the need for community-based social programs. 2017 MLK Keynote, Emory Douglas discusses the process, meaning and impact of his artwork then and now.

2017 Mlk Keynote Emory Douglas Program, Center For Social Equity & Inclusion, Emory Douglas

Martin Luther King, Jr. Series

Program for the 2017 MLK Keynote Address: Emory Douglas. An artist, educator and human rights activist, Emory Douglas served as the Minister of Culture for the Black Panther Party from 1967-80. Best known for his political drawings and cartoons in the Black Panther Newspaper, he articulated the injustices experienced by African Americans living in the inner city, the growing militancy and organization among urban black youth in the face of police violence and the need for community-based social programs. 2017 MLK Keynote, Emory Douglas discusses the process, meaning and impact of his artwork then and now.

Rights Of Inequality: Rawlsian Justice, Equal Opportunity, And The Status Of The Family, Justin Schwartz

Justin Schwartz

Is the family subject to principles of justice? In A Theory of Justice, John Rawls includes the (monogamous) family along with the market and the government as among the "basic institutions of society" to which principles of justice apply. Justice, he famously insists, is primary in politics as truth is in science: the only excuse for tolerating injustice is that no lesser injustice is possible. The point of the present paper is that Rawls doesn't actually mean this. When it comes to the family, and in particular its impact on fair equal opportunity (the first part of the the Difference …

Relativism, Reflective Equilibrium, And Justice, Justin Schwartz

Justin Schwartz

THIS PAPER IS THE CO-WINNER OF THE FRED BERGER PRIZE IN PHILOSOPHY OF LAW FOR THE 1999 AMERICAN PHILOSOPHICAL ASSOCIATION FOR THE BEST PUBLISHED PAPER IN THE PREVIOUS TWO YEARS.

The conflict between liberal legal theory and critical legal studies (CLS) is often framed as a matter of whether there is a theory of justice that the law should embody which all rational people could or must accept. In a divided society, the CLS critique of this view is overwhelming: there is no such justice that can command universal assent. But the liberal critique of CLS, that it degenerates into …

What's Wrong With Exploitation?, Justin Schwartz

Justin Schwartz

Abstract: Marx thinks that capitalism is exploitative, and that is a major basis for his objections to it. But what's wrong with exploitation, as Marx sees it? (The paper is exegetical in character: my object is to understand what Marx believed,) The received view, held by Norman Geras, G.A. Cohen, and others, is that Marx thought that capitalism was unjust, because in the crudest sense, capitalists robbed labor of property that was rightfully the workers' because the workers and not the capitalists produced it. This view depends on a Labor Theory of Property (LTP), that property rights are based ultimately …

In Defence Of Exploitation, Justin Schwartz

Justin Schwartz

The concept of exploitation is thought to be central to Marx's Critique of capitalism. John Roemer, an analytical (then-) Marxist economist now at Yale, attacked this idea in a series of papers and books in the 1970s-1990s, arguing that Marxists should be concerned with inequality rather than exploitation -- with distribution rather than production, precisely the opposite of what Marx urged in The Critique of the Gotha Progam.

This paper expounds and criticizes Roemer's objections and his alternative inequality based theory of exploitation, while accepting some of his criticisms. It may be viewed as a companion paper to my What's …