Interactive and autonomous agents might be common in everyday life in the future; we expect that such agents will have the ability to communicate with people naturally. For natural communication, the agents should speculate about the intentions of the people they interact with. To enable agents to speculate about intentions like deception, we focused on unconscious expressions when people tell a lie. However, there is no system that can meet the necessary conditions for measuring nonverbal information in natural communication. Therefore, (...) we made a real-time system for measuring gaze direction and facial features. We conducted experiments for discriminating lies by using the system in a situation similar to actual communication. As a result, we found that we could discriminate lies by using diverse nonverbal information in the same way people did. (shrink)

Due to the technology of machine learning, new breakthroughs are currently being achieved with constant regularity. By using machine learning techniques, computer applications can be developed and used to solve tasks that have hitherto been assumed not to be solvable by computers. If these achievements consider applications that collect and process personal data, this is typically perceived as a threat to information privacy. This paper aims to discuss applications from both fields of personality and image analysis. These applications are often (...) criticized by reference to the protection of privacy. This paper critically questions this approach. Instead of solely using the concept of privacy to address the risks of machine learning, it is increasingly necessary to consider and implement ethical anti-discrimination concepts, too. In many ways, informational privacy requires individual information control. However, not least because of machine learning technologies, information control has become obsolete. Hence, societies need stronger anti-discrimination tenets to counteract the risks of machine learning. (shrink)

_Identity and Discrimination_, originally published in 1990 and the first book by respected philosopher Timothy Williamson, is now reissued and updated with the inclusion of significant new material. Williamson here proposes an original and rigorous theory linking identity, a relation central to metaphysics, and indiscriminability, a relation central to epistemology.__ Updated and reissued edition of Williamson’s first publication, with the inclusion of significant new material Argues for an original cognitive account of the relation between identity and discrimination that has (...) been influential in the philosophy of perception Pioneers the use of epistemic logic to solve puzzles about indiscriminability Develops the application of techniques from mathematical logic to understand issues about identity over time and across possible worlds. (shrink)

The use of machine learning algorithms has become ubiquitous in hiring decisions. Recent studies have shown that many of these algorithms generate unlawful discriminatory effects in every step of the process. The training phase of the machine learning models used in these decisions has been identified as the main source of bias. For a long time, discrimination cases have been analyzed under the banner of disparate treatment and disparate impact, but these concepts have been shown to be ineffective (...) in the context of AI. This paper examines the possibility of studying algorithmic discrimination from the perspective of negligence law. Negligent selection and validation of datasets and classifiers is a salient cause of improper training in machine learning. It is a breach of an employer’s duty to protect others, a failure of its exercise of due care in the manner of choosing employees. Adopting negligence to algorithmic discrimination requires a reformulation of what is foreseeable and reasonable within the context of black box algorithms, and a shift in the burden of proof to the employer, who must present evidence of its efforts to avoid bias. (shrink)

The complex history of pandemics has created a diversified array of anti-epidemic responses, which have allowed structures of authority to express their power in multiple ways. In this paper, by considering theories applicable to cases ranging from Europe to Asia, from the 11th to the 18th century, we conduct a comparative analysis capable of identifying common traits and radical differences, aiming to show how such deployment of power was not always commensurate with the medical theories of the age, and with (...) the gravity of the epidemiological situation. Specifically, we analyse how Western European States, in their process of formation, employed the concept of ‘public health’ to create the grounds for an unprecedented exercise of power over the private sphere. Furthermore, we compare this attitude with the discrimination of the minority known as burakumin in Japan, which was destined to undertake any ‘dirty’ or ‘impure’ occupation, to preserve the immunity of the community. In other words, we examine how structures of power have exploited states of exception to implement control measures beyond the needs of the situation through an increasingly hypertrophic apparatus of security; and ways in which political authorities have not aligned with medical or philosophical authorities of their times, for opportunistic reasons that benefited their own social, religious, or racial group. (shrink)

Since its first delivery in 1993, J.L. Schellenberg’s atheistic argument from divine hiddenness keeps generating lively debate in various quarters in the philosophy of religion. Over time, the author has responded to many criticisms of his argument, both in its original evidentialist version and in its subsequent conceptualist version. One central problem that has gone undetected in these exchanges to date, we argue, is how Schellenberg’s explicit-recognition criterion for revelation contains discriminatory tendencies against mentally handicapped persons. Viewed from this (...) angle, our present critique imparts Schellenberg’s position with a philosophical dilemma: (1) endorsing divine discrimination to the effect that God does not love ‘cognitive-affective outsiders’ or (2) giving up on explicit recognition. Either way, the hiddenness argument does not succeed. (shrink)

An Acquaintance of mine decided, in the late 1950s, to become an officer in the U.S. Navy, until he discovered a Navy regulation stating that ugly men would not be accepted as officer candidates. Surely there is something suspicious about such a policy. Yet, in a time when people are so conscious of the many forms of discrimination — race, colour, sex, age, religion — it is somewhat surprising that little serious attention is given to the practice of (...) what I shall call ‘aesthetic discrimination against persons’, discrimination on the basis of appearance or looks. It is true that, in recent years, some social scientists have conducted research leading them to the conclusion that human beings prefer and esteem good looking people over plain or ugly ones. A few of these researchers have even been willing to venture moral opinions on the subject. (shrink)

The UNESCO Statements on Race of the early 1950s are understood to have marked a consensus amongst natural scientists and social scientists that ‘race’ is a social construct. Human biological diversity was shown to be predominantly clinal, or gradual, not discreet, and clustered, as racial naturalism implied. From the seventies social constructionists added that the vast majority of human genetic diversity resides within any given racialised group. While social constructionism about race became the majority consensus view on the topic, social (...) constructionism has always had its critics. Sesardic (2010) has compiled these criticisms into one of the strongest defences of racial naturalism in recent times. In this paper I argue that Sesardic equivocates between two versions of racial naturalism: a weak version and a strong version. As I shall argue, the strong version is not supported by the relevant science. The weak version, on the other hand, does not contrast properly with what social constructionists think about ‘race’. By leaning on this weak view Sesardic’s racial naturalism intermittently gains an appearance of plausibility, but this view is too weak to revive racial naturalism. As Sesardic demonstrates, there are new arguments for racial naturalism post-Human Genome Diversity Project. The positive message behind my critique is how to be a social constructionist about race in the post-genomic era. (shrink)

_Behavioral and Brain Sciences_ , 15, 183-247, 1992. Reprinted in _The Philosopher's Annual_ , Grim, Mar and Williams, eds., vol. XV-1992, 1994, pp. 23-68; Noel Sheehy and Tony Chapman, eds., _Cognitive Science_ , Vol. I, Elgar, 1995, pp.210-274.

Abstract.Reliable Darwinian theory shows that pure altruism cannot persist and expand over time. All higher organisms show inheritable patterns of caring and discrimination. The principal forms of discriminating altruisms among human beings are individualism (different from egoism), familialism, cronyism, tribalism, and patriotism. The promiscuous altruism called “universalism” cannot endure in the face of inescapable competition. Information can be promiscuously shared, but not so matter and energy without evoking the tragedy of the commons. Universalism is not recommendable even as (...) an ideal. Survival now requires the creation of an intellectual base for a new patriotism. (shrink)

This is an important time to focus on the question of insurance discrimination based on health status. The nation once again is poised to embark on a major health care reform debate. Even as the number of uninsured stands at some 45 million persons, millions more may be poised to lose coverage during the worst economic downturn in generations. In addition, a large number of persons may be seriously under-insured, with coverage falling significantly below the cost of necessary (...) health care. In recent years, the proportion of insured persons who are underinsured has grown by 60% since 2003, reaching an estimated 25 million persons in 2007. Health care costs experienced by insured persons now account for more than 75% of all personal bankruptcies related to medical care. Underlying these figures is a national approach to health care financing for the non-elderly that effectively increases the odds that those who are in poor health status will be uninsured or underinsured. (shrink)