Acts of sexual violence in transit environments are everyday occurrences for women across the globe, and the fear of being on the receiving end of sexual violence severely impacts women’s mobility patterns. Gill Valentine, in her examination of women’s fear of male violence and women’s perception and use of public space, has argued that the impact on women’s mobility amounts to a spatial expression of patriarchy. The aim of this paper is to expand upon Valentine’s notion of “the spatial expression (...) of patriarchy” by engaging feminist philosophy within the context of sexual violence against women on public transportation. More specifically, I will argue for two particular interpretations of the spatial expression of patriarchy, one structural and one relational. It follows from my view that solutions to overcoming and ending sexual violence against women on public transportation hinge on both a structural and a relational understanding of the spatial expression of patriarchy. (shrink)

This essay explores why examples of mainstream philosophy of cognition and applied phenomenology demonstrate the implicit bias that they treat as their subject matter, whether the authors of these works intend or approve of their doing so. It is shown why egalitarian intuitions, which form the basis for ideal models of justice appealing to elites in racially stratified societies, provide an inadequate framework for illuminating and dismantling the mechanics of racial discrimination. Recently developed results in social choice theory are applied (...) here to cases where racial bias is perpetuated through institutionally orchestrated collective decision making. The “discursive dilemma” theorem suggests why the analysis of subliminal attitudes is irrelevant to correcting the racial injustices presumed to follow from implicit bias in societies where negative racial stereotypes, ostensibly and explicitly deplored, are covertly and illicitly reinforced. (shrink)

Often machine learning programs inherit social patterns reflected in their training data without any directed effort by programmers to include such biases. Computer scientists call this algorithmic bias. This paper explores the relationship between machine bias and human cognitive bias. In it, I argue similarities between algorithmic and cognitive biases indicate a disconcerting sense in which sources of bias emerge out of seemingly innocuous patterns of information processing. The emergent nature of this bias obscures the existence of the bias itself, (...) making it difficult to identify, mitigate, or evaluate using standard resources in epistemology and ethics. I demonstrate these points in the case of mitigation techniques by presenting what I call ‘the Proxy Problem’. One reason biases resist revision is that they rely on proxy attributes, seemingly innocuous attributes that correlate with socially-sensitive attributes, serving as proxies for the socially-sensitive attributes themselves. I argue that in both human and algorithmic domains, this problem presents a common dilemma for mitigation: attempts to discourage reliance on proxy attributes risk a tradeoff with judgement accuracy. This problem, I contend, admits of no purely algorithmic solution. (shrink)

Although the idea that sexual violence is a “structural” problem is not new, the lack of specification as to what that entails blocks effective responses to it. This paper illustrates the concept of sexual violence as structural in the sense of containing a type of moral wrong called “structural wrong” and discusses its practical implications. First, I introduce a distinction between two types of moral wrongs—interactional wrongs and structural wrongs—and I argue that the moral problem of sexual violence includes both (...) types, each of which calls for a different set of moral responses. Second, drawing on Iris Marion Young’s social connection model of responsibility, I argue that recognizing the structural-wrong element of sexual violence does not reduce individual perpetrators’ responsibility for it. Instead, it implies that a broader group of agents are required to join collective actions to reform the social structure. I conclude by evaluating some preventive programs against sexual violence through the lens of structural wrongs and providing directions to advance them. (shrink)