Speech recognition technology has played an indispensable role in realizing human-computer intelligent interaction. However, most of the current Chinese speech recognition systems are provided online or offline models with low accuracy and poor performance. To improve the performance of offline Chinese speech recognition, we propose a hybrid acoustic model of deep convolutional neural network, long short-term memory, and deep neural network. This model utilizes DCNN to reduce frequency variation and adds a batch normalization layer after its convolutional layer to ensure (...) the stability of data distribution, and then use LSTM to effectively solve the gradient vanishing problem. Finally, the fully connected structure of DNN is utilized to efficiently map the input features into a separable space, which is helpful for data classification. Therefore, leveraging the strengths of DCNN, LSTM, and DNN by combining them into a unified architecture can effectively improve speech recognition performance. Our model was tested on the open Chinese speech database THCHS-30 released by the Center for Speech and Language Technology of Tsinghua University, and it was concluded that the DLD model with 3 layers of LSTM and 3 layers of DNN had the best performance, reaching 13.49% of words error rate. (shrink)

Totalitarianism is perhaps unanimously regarded as one of the greatest political evils of the last century and has been the grounds for much of Anglo-American political theory since. Confucianism, meanwhile, has been gaining credibility in the past decades among sympathizers of democratic theory in spite of criticisms of it being anti-democratic or authoritarian. I consider how certain key concepts in the classical Confucian texts of the Mencius and the Xunzi might or might not be appropriated for ‘legitimising’ totalitarian regimes. Under (...) an Arendtian approach to understanding totalitarianism, it is precisely an unproblematised relation to a normative History and Nature that underlies the potential compatibility or incompatibility. I argue against a longstanding prejudice that if any form of Confucianism would be totalitarian, it would have to be Xunzian. Against this, I hope to show that if any form of Confucianism would be totalitarian, it might well be a naturalistic Mencian Confucianism instead of a constructivist Xunzian one. (shrink)

Are counterfactuals with true antecedents and consequents automatically true? That is, is Conjunction Conditionalization: if (X & Y), then (X > Y) valid? Stalnaker and Lewis think so, but many others disagree. We note here that the extant arguments for Conjunction Conditionalization are unpersuasive, before presenting a family of more compelling arguments. These arguments rely on some standard theorems of the logic of counterfactuals as well as a plausible and popular semantic claim about certain semifactuals. Denying Conjunction Conditionalization, then, requires (...) rejecting other aspects of the standard logic of counterfactuals, or else our intuitive picture of semifactuals. (shrink)

Ugar and Malele write that generic machine learning (ML) technologies for mental health diagnosis would be challenging to implement in sub-Saharan Africa due to cultural specificities in how those conditions are diagnosed. For example, they say that in South Africa, the appearance of ‘schizophrenia’ might be understood as a type of spiritual possession, rather than a mental disorder caused by a brain dysfunction. Hence, a generic ML system is likely to ‘misdiagnose’ persons whose symptomatology matches that of schizophrenia in the (...) South African context. The authors thus claim that ‘a generic or universal design cannot be effective given the heterogeneity of value judgements in defining what mental health disorders are in different contexts’.1 Should we take this to mean that ML systems ‘should not be designed with a generalised perception of mental disorders,’1 as the authors suggest? On the contrary, my view is that generic ML can be useful, with the caveat that issues of cultural sensitivity may engender translational challenges in various national and cultural contexts. Yet, if it can be demonstrated that a generic ML system can reliably and accurately pick up on shared symptomatologies across cultures despite what any individual or community might believe about their actual causes, this aspect is surely the function and value of diagnostic ML which we should take to matter. Cultural gaps in aetiological understandings of mental health conditions make it all the more important to advance generic ML as a calibrating diagnostic tool. In this commentary, therefore, I will endeavour to make a case for generic ML in mental healthcare. ### Aetiological (mis)understanding across cultures The fundamental complexity to which Ugar and Malele direct our attention is the fact that mental health conditions are attributed to variable causal explanations, rather than a …. (shrink)

False consciousness requires a general explanation for why, and how, oppressed individuals believe propositions against, as opposed to aligned with, their own well-being in virtue of their oppressed status. This involves four explanatory desiderata: belief acquisition, content prevalence, limitation, and systematicity. A social constructionist approach satisfies these by understanding the concept of false consciousness as regulating social research rather than as determining the exact mechanisms for all instances: the concept attunes us to a complex of mechanisms conducing oppressed individuals to (...) mistake social understandings of themselves as natural self-understandings—the limits lie where these overlap (sometimes), or are entirely absent. (shrink)

Shun Kwong-loi argues that the distinction between first- and third-person points of view does not play as explanatory a role in our moral psychology as has been supposed by contemporary philosophical discussions. He draws insightfully from the Confucian tradition to better elucidate our everyday experiences of moral emotions, arguing that it offers an alternative and more faithful perspective on our experiences of anger and compassion. However, unlike the distinction between first- and third-person points of view, Shun’s descriptions of anger and (...) compassion leave unarticulated what would be necessary to differentiate these responses from non-moral responses. Here, I make a friendly suggestion on how this explanatory gap might be filled, providing complementary grounding for Shun’s observations by way of K. C. Bhattacharyya’s phenomenological analysis of feeling. It fills the gap by means of a gradation in the possible depth of emotional responses found in the a priori structure of a feeling experience for any subject. The payoff of such a comparison between Shun’s explication of Confucian moral psychology and Bhattacharyya’s explication of rasa theory is not only a possible phenomenological grounding for the former but also a potential way to articulate a missing ethics in Bhattacharyya’s thought. (shrink)

Dorothy Edgington’s work has been at the centre of a range of ongoing debates in philosophical logic, philosophy of mind and language, metaphysics, and epistemology. This work has focused, although by no means exclusively, on the overlapping areas of conditionals, probability, and paradox. In what follows, I briefly sketch some themes from these three areas relevant to Dorothy’s work, highlighting how some of Dorothy’s work and some of the contributions of this volume fit in to these debates.

The debate over Hypothetical Syllogism is locked in stalemate. Although putative natural language counterexamples to Hypothetical Syllogism abound, many philosophers defend Hypothetical Syllogism, arguing that the alleged counterexamples involve an illicit shift in context. The proper lesson to draw from the putative counterexamples, they argue, is that natural language conditionals are context-sensitive conditionals which obey Hypothetical Syllogism. In order to make progress on the issue, I consider and improve upon Morreau’s proof of the invalidity of Hypothetical Syllogism. The improved proof (...) relies upon the semantic claim that conditionals with antecedents irrelevant to the obtaining of an already true consequent are themselves true. Moreover, this semantic insight allows us to provide compelling counterexamples to Hypothetical Syllogism that are resistant to the usual contextualist response. (shrink)

The future is kid stuff -- Sinthom-osexuality -- Compassion's compulsion -- No future.

Many philosophers accept both of the following claims: (1) consciousness matters morally, and (2) species membership doesn’t matter morally. In other words, many reject speciesism but accept what we might call 'sentientism'. But do the reasons against speciesism yield analogous reasons against sentientism, just as the reasons against racism and sexism are thought to yield analogous reasons against speciesism? This paper argues that speciesism is disanalogous to sentientism (as well as racism and sexism). I make a case for the following (...) asymmetry: (a) some non-humans clearly have interests, but (b) no non-conscious entities clearly have interests. This asymmetry, I argue, renders sentientism resistant to the standard argument against speciesism. (shrink)

Although public law scholars have long addressed the problems of accountability generated by private decision-making and "privatization," they have largely ignored this phenomenon in the immigration context. Our ignorance is increasingly indefensible. Millions of employers - private parties - are required by law to screen their workers for unauthorized immigrants, and growing evidence suggests that they use their screening power to ignore workplace protections and to otherwise exploit these workers. This article is the first attempt to apply the insights generated (...) by the privatization literature to immigration law. It argues that our nation's employers have emerged as private immigration screeners who, like airport inspectors screening for ineligible entrants and law enforcement officers screening for criminal noncitizens, assist the Department of Homeland Security in identifying unauthorized workers for removal. More than just agents of exploitation, reframing employers as private screeners demonstrates that they are also agents of the state. Borrowing analytical concepts developing in the privatization literature, I argue that the high risk of abuse and the lack of readily available mechanisms for reducing that risk raise troubling implications over the kind of power that employers wield as private immigration screeners in the workplace. Reframing our nation's employers as private screeners gives theoretical coherence to the discretionary decision-making authority they actually wield, and explains why they have used that authority to exploit workers - as private parties carrying out public duties, they are incentivized to serve their own interests instead of verifying the immigration status of their workers in good faith. Examining the problem of private immigration screening also forces us to reconsider two aspects about immigration screening generally. First, although immigration law tends to reward unauthorized immigrants who lay low and tends to punish those who draw attention to themselves, I suggest that we ought to rethink this logic at least in the context of the workplace. Because workplace violations committed by employers are typically enforced by private parties, punishing unauthorized immigrants who attempt to assert these rights and thus draw attention to themselves, only encourages workplace violations by employers and fosters a culture of lawlessness. Second, thinking about how decision-making authority within immigration law should be allocated between the public and the private contributes to the current conversation over how similar decision-making authority should be allocated between federal entities and local entities. Although questions of accountability have lingered in the backdrop of the immigration federalism debate, I suggest that scholars would be well served to foreground these questions and answer them head-on. (shrink)

Two compelling principles, the Reasonable Range Principle and the Preservation of Irrelevant Evidence Principle, are necessary conditions that any response to peer disagreements ought to abide by. The Reasonable Range Principle maintains that a resolution to a peer disagreement should not fall outside the range of views expressed by the peers in their dispute, whereas the Preservation of Irrelevant Evidence Principle maintains that a resolution strategy should be able to preserve unanimous judgments of evidential irrelevance among the peers. No standard (...) Bayesian resolution strategy satisfies the PIE Principle, however, and we give a loss aversion argument in support of PIE and against Bayes. The theory of imprecise probability allows one to satisfy both principles, and we introduce the notion of a set-based credal judgment to frame and address a range of subtle issues that arise in peer disagreements. (shrink)

In this thesis, I present an account of the development of early Greek epistemology, according to which Protagoras' measure doctrine, and his argument from conflicting appearances, was the starting point for work on perception and knowledge by Plato in the Theaetetus, Aristotle in Metaphysics IV and Democritus. In Chapter One, I argue against the assumption that Protagoras' Aletheia contained a philosophical theory. It was probably not a treatise, but a virtuoso show-piece, with the aim of "knocking down" views according to (...) which truth is only known by gods, and, with difficulty, by privileged humans--namely, philosophers. For this, it need not have contained more than some well-chosen examples of perceptual and value beliefs, and arguments that one cannot decide which are true. In Chapter Two, I argue that Democritus should be seen as Protagoras' heir. Democritus argued Protagoras' general claim is self-refuting, but thought he was right about perceptual appearances. In Confirmations, he defended the senses, attributing to them knowledge and "power of proof." However, his theory led to an ancestor of the primary/secondary quality distinction, and this threatened to undermine the theory itself because of implications--that one can only know how things appear and not how things are by nature--which were later taken up in Pyrrhonist skepticism. In Chapter Three, I present a reading of the Secret Doctrine in Plato's Theaetetus as a defense and diagnosis of Protagoras' claim, in particular, an explanation of the global relativization which Protagoras' claim seems to recommend. This reading is meant to avoid the well-known difficulties concerning the prevailing interpretation of Protagoras' "Secret Doctrine" as a flux doctrine. I also argue that Plato developed the Secret Doctrine with Democritus in mind. In Chapter Four, I argue that Plato's "self-refutation argument" is aimed at relativism, but not relativism about truth. The latter, which Aristotle dismisses as eristical, is a position Protagoras can take, but Plato's argument works against it as well. In Chapter Five, I examine why Aristotle seems to treat Protagoras in Metaphysics IV as being committed to a denial of the principle of non-contradiction. (shrink)

Bartky draws on the experience of daily life to unmask the many disguises by which intimations of inferiority are visited upon women. She critiques both the male bias of current theory and the debilitating dominion held by notions of "proper femininity" over women and their bodies in patriarchal culture.

A thought-provoking comparative take on two seminal thinkers in Christian history In this book -- the first volume in the Kierkegaard as a Christian Thinker series -- Lee Barrett offers a novel comparative interpretation of early church father Augustine and nineteenth-century philosopher-theologian Soren Kierkegaard. Though these two intellectual giants have been paired by historians of Western culture, the exact nature of their similarities and differences has never before been probed in detail. Barrett demonstrates that on many essential theological levels Augustine (...) and Kierkegaard were more convergent than divergent. Most significantly, their parallels point to a distinctive understanding of the Christian life as a passion for self-giving love. Approaching Kierkegaard through the lens of Augustine, Barrett argues, enables the theme of desire for fulfillment in God to be seen as much more central to Kierkegaard's thought than previously imagined. (shrink)

Is a human more conscious than an octopus? In the science of consciousness, it’s oftentimes assumed that some creatures (or mental states) are more conscious than others. But in recent years, a number of philosophers have argued that the notion of degrees of consciousness is conceptually confused. This paper (1) argues that the most prominent objections to degrees of consciousness are unsustainable, (2) examines the semantics of ‘more conscious than’ expressions, (3) develops an analysis of what it is for a (...) degreed property to count as degrees of consciousness, and (4) applies the analysis to various theories of consciousness. I argue that whether consciousness comes in degrees ultimately depends on which theory of consciousness turns out to be correct. But I also argue that most theories of consciousness entail that consciousness comes in degrees. (shrink)

The Organization of Economic Co-operation and Development’s (OECD) global governance of education has been gradually increasing. Its field of interest is currently expanding from educational evaluation through the Program for International Student Assessment (PISA) to curriculum reform through the Education 2030 project. Here, it is interesting to note that the nature of the terms the OECD has been creating reveals a ‘humanistic turn’. This shows up well in the frequent occurrence of terms such as ‘well-being’, ‘attitudes and values’, ‘inclusiveness’, ‘responsibility’, (...) and ‘sustainability’ in the ongoing Education 2030 project. Perhaps this new humanistic discourse increases the likelihood of the smooth adoption of the OECD’s proposed curriculum redesign in more countries. If the OECD’s new discourse captures and transforms contemporary people’s ways of thought and practice about education, then this is related to the problem of colonialism in our era. It is also worth noting that language plays a vital role in colonization. In particular, the need for translation between different languages serves as a useful means for colonization. Conversely, it is also seen as having a potential decolonizing power. In this context, I would like to examine the new language the OECD has adopted, specifically regarding student experience and the nature of knowing. Next, I shall attempt to criticize the underlying educational assumptions in the OECD’s pronouncements. Following this, I shall explore how the OECD’s new discourse has been translated in South Korea, taking this as an example of wider experience in the East Asian context and possibly elsewhere. Finally, I shall conclude by considering the direction of curriculum decolonization in terms of translation. (shrink)

At a time when the analytic/continental split dominates contemporary philosophy, this ambitious work offers a careful and clear-minded way to bridge that divide. Combining conceptual rigor and clarity of prose with historical erudition, A Thing of This World shows how one of the standard issues of analytic philosophy—realism and anti-realism—has also been at the heart of continental philosophy. Using a framework derived from prominent analytic thinkers, Lee Braver traces the roots of anti-realism to Kant's idea that the mind actively organizes (...) experience. He then shows in depth and in detail how this idea evolves through the works of Hegel, Nietzsche, Heidegger, Foucault, and Derrida. This narrative presents an illuminating account of the history of continental philosophy by explaining how these thinkers build on each other's attempts to develop new concepts of reality and truth in the wake of the rejection of realism. Braver demonstrates that the analytic and continental traditions have been discussing the same issues, albeit with different vocabularies, interests, and approaches. By developing a commensurate vocabulary, his book promotes a dialogue between the two branches of philosophy in which each can begin to learn from the other. (shrink)

This paper develops a theory of analog representation. We first argue that the mark of the analog is to be found in the nature of a representational system’s interpretation function, rather than in its vehicles or contents alone. We then develop the rulebound structure theory of analog representation, according to which analog systems are those that use interpretive rules to map syntactic structural features onto semantic structural features. The theory involves three degree-theoretic measures that capture three independent ways in which (...) a system can be more or less analog. We explain how our theory improves upon prior accounts of analog representation, provides plausible diagnoses for novel challenge cases, extends to hybrid systems that are partially analog and partially symbolic, and accounts for some of the advantages and disadvantages of representing analogically versus symbolically. (shrink)

Is A & C sufficient for the truth of ‘if A were the case, C would be the case’? Jonathan Bennett thinks not, although the counterexample he gives is inconsistent with his own account of counterfactuals. In any case, I argue that anyone who accepts the case of Morgenbesser's coin, as Bennett does, should reject Bennett’s counterexample. Moreover, I show that the principle underlying his counterexample is unmotivated and indeed false. More generally, I argue that Morgenbesser’s coin commits us to (...) the sufficiency of A & C for the truth of the corresponding counterfactual. (shrink)

What is post-truth? -- Science denial as a road map for understanding post-truth -- The roots of cognitive bias -- The decline of traditional media -- The rise of social media and the problem of fake news -- Did post-modernism lead to post-truth? -- Fighting post-truth.

Ludwig Wittgenstein and Martin Heidegger are two of the most important--and two of the most difficult--philosophers of the twentieth century, indelibly influencing the course of continental and analytic philosophy, respectively. In _ Groundless Grounds_, Lee Braver argues that the views of both thinkers emerge from a fundamental attempt to create a philosophy that has dispensed with everything transcendent so that we may be satisfied with the human. Examining the central topics of their thought in detail, Braver finds that Wittgenstein and (...) Heidegger construct a philosophy based on _original_ _finitude_--finitude without the contrast of the infinite. In Braver's elegant analysis, these two difficult bodies of work offer mutual illumination rather than compounded obscurity. Moreover, bringing the most influential thinkers in continental and analytic philosophy into dialogue with each other may enable broader conversations between these two divergent branches of philosophy. Braver's meticulously researched and strongly argued account shows that both Wittgenstein and Heidegger strive to construct a new conception of reason, free of the illusions of the past and appropriate to the kind of beings that we are. Readers interested in either philosopher, or concerned more generally with the history of twentieth-century philosophy as well as questions of the nature of reason, will find _Groundless Grounds _of interest. (shrink)

I present and discuss a counterexample to Kendall Walton's necessary condition for fictionality that arises from considering serial fictions. I argue that although Walton has not in fact provided a necessary condition for fictionality, a more complex version of Walton's condition is immune from the counterexample.

This research note analyzes the relationship between indicators of corporate social and financial performance within a comprehensive theoretical framework. The results, based on data for 67 large U.S. corporations for 1982-1992, reveal no significant negative social-financial performance relationships and strong positive correlations in both contemporaneous and lead-lag formulations.

Rae Langton and Caroline West famously argued that pornography operates like a language game, in that it introduces certain views about women into the common ground via presupposition accommodation. While this pragmatic model explains how pornography has the potential to change its viewers’ beliefs, it leaves open how pornography changes people’s desires. Our aim in this paper is to show how Langton and West’s discourse theoretic account of pornography can be refined to close this lacuna. Using tools from recent developments (...) in discourse theory, we propose that pornography issues implicit directives, and thereby introduces bouletic components into the discourse. (shrink)

I defend Braun's gappy proposition view from two objections.

This paper examines the idea of "objective phenomenology," or a way of understanding the phenomenal character of conscious experiences that doesn’t require one to have had the kinds of experiences under consideration. My central thesis is that structural facts about experience—facts that characterize purely how conscious experiences are structured—are objective phenomenal facts. I begin by precisifying the idea of objective phenomenology and diagnosing what makes any given phenomenal fact subjective. Then I defend the view that structural facts about experience are (...) objective. I also argue that structural facts about experience, despite being objective, nevertheless still give rise to an explanatory gap. (shrink)

In _Democracy and Education_, John Dewey devotes a chapter to geography and history. McBride reveals that, until recently, he had not thought much about this chapter; geography and history were compulsory topics to be taught to children. In recent years, having read Katherine McKittrick’s _Demonic Grounds: Black Women and the Cartographies of Struggle_, McBride has been compelled to think more about geographies of dominance; the ways place, terrain, and geography are imbued with racialized and gendered and hierarchal values, which conspire (...) to create boundaries and exclusions. According to Dewey, learning about the geographies of place and histories of groups of people can enrich our connections to this place and its ecology, make the goals of our people more meaningful, and it can boost our inefficaciousness in our immediate surroundings. Failing this, the knowledge we gain from our elders becomes increasingly detached and meaningless. McBride suggests that Dewey suffered from a form of this estrangement (regarding the tacit racially-white Eurodescended coloniality of North America). McBride suggests that the vast majority of our society can conceive of no future world that is not dominated by Eurodescended peoples and thoroughly infused with their techno-industrial norms and values. If our accounts of the social milieu skirt past the dispossession of the first peoples or the enslavement of Afrodescended peoples or the debilitating effects of heteropatriarchy, then it would appear that we are not terribly critical about our past or our connection to place. It would suggest that we are resigned to (or comfortable within) the Eurodescended norms of this place, unable to see any viable alternatives. In the end, McBride suggests that we accept the Deweyan insight but supplement it with the critical study of geographies of domination and cartographies of struggle. (shrink)

Critical realism provides an alternative to positivism and interpretivism. It foregrounds ontology and an evaluative approach to knowledge, while promoting eclectic reasoning, transdisciplinarity, and ethical research across the quantitative/qualitative, macro/micro and other divides. Health researchers have usefully employed critical realism, though it has also been dismissed as strange, a source of self-deception and hubris. Furthermore, it has been accused of dehumanizing many people. Responding to these charges, this article makes the case for carefully employing critical realism within and beyond social (...) studies of health. It first outlines some basic critical realist tenets before summarizing two exemplars within the sociology of health, illness and medical work. The discussion section, observing the principle of hermeticism, engages with some criticisms before offering a prolegomenon to research on the COVID-19 pandemic response. In conclusion, a ‘radical’ proposal is ventured for possible transformative action so that society is less hierarchical, more equal and salutogenic. (shrink)

A festschrift for Dorothy Edgington, containing contributions from Cleo Condoravdi, Dorothy Edgington, Kit Fine, Alan Hájek, John Hawthorne, Sabine Iatridou, Nick Jones, Rosanna Keefe, Angelika Kratzer, David Over, Daniel Rothschild, Robert Stalnaker, Scott Sturgeon, and Timothy Williamson.

Conscious experiences are characterized by mental qualities, such as those involved in seeing red, feeling pain, or smelling cinnamon. The standard framework for modeling mental qualities represents them via points in geometrical spaces, where distances between points inversely correspond to degrees of phenomenal similarity. This paper argues that the standard framework is structurally inadequate and develops a new framework that is more powerful and flexible. The core problem for the standard framework is that it cannot capture precision structure: for example, (...) consider the phenomenal contrast between seeing an object as crimson in foveal vision versus merely as red in peripheral vision. The solution I favor is to model mental qualities using regions, rather than points. I explain how this seemingly simple formal innovation not only provides a natural way of modeling precision, but also yields a variety of further theoretical fruits: it enables us to formulate novel hypotheses about the space and structures of mental qualities, formally differentiate two dimensions of phenomenal similarity, generate a quantitative model of the phenomenal sorites, and define a measure of discriminatory grain. A noteworthy consequence is that the structure of the mental qualities of conscious experiences is fundamentally different from the structure of the perceptible qualities of external objects. (shrink)

Some philosophers think that life is worth living not merely because of the goods and the bads within it, but also because life itself is good. I explain how this idea can be formalized by associating each version of such of a view with a function from length of life to the value generated by life itself. Then I argue that every version of the view that life itself is good faces some version of the following dilemma: either (1) good (...) human lives are worse than very long lives wholly devoid of pleasure, desire-satisfaction, knowledge, or any other goods, or (2) very short lives containing nothing but suffering are worth living. Since neither result is plausible, we ought to reject the view that life itself is good. On the view I favor, any given life may be worth living because of the goods that it contains, but life itself is neutral. (shrink)

Originally published in 1936, this book presents the ancient Greek text of the paraphrases and quotations of Zeno's philosophical arguments, together with a facing-page English translation and editorial commentary. Detailed notes are incorporated throughout and a bibliography is also included. This book will be of value to anyone with an interest in Zeno and ancient philosophy.

I reply to Ahmed’s rejection (2011) of my argument (Walters 2009) that all counterfactuals with true antecedents and consequents are themselves true.

We argue that all human beings have a special type of dignity which is the basis for (1) the obligation all of us have not to kill them, (2) the obligation to take their well-being into account when we act, and (3) even the obligation to treat them as we would have them treat us, and indeed, that all human beings are equal in fundamental dignity. We give reasons to oppose the position that only some human beings, because of their (...) possession of certain characteristics in addition to their humanity (for example, an immediately exercisable capacity for self-consciousness, or for rational deliberation), have full moral worth. What distinguishes human beings from other animals, what makes human beings persons rather than things, is their rational nature, and human beings are rational creatures by virtue of possessing natural capacities for conceptual thought, deliberation, and free choice, that is, the natural capacity to shape their own lives. (shrink)

Purpose The online economy has not resolved the issue of racial bias in its applications. While algorithms are procedures that facilitate automated decision-making, or a sequence of unambiguous instructions, bias is a byproduct of these computations, bringing harm to historically disadvantaged populations. This paper argues that algorithmic biases explicitly and implicitly harm racial groups and lead to forms of discrimination. Relying upon sociological and technical research, the paper offers commentary on the need for more workplace diversity within high-tech industries and (...) public policies that can detect or reduce the likelihood of racial bias in algorithmic design and execution. Design/methodology/approach The paper shares examples in the US where algorithmic biases have been reported and the strategies for explaining and addressing them. Findings The findings of the paper suggest that explicit racial bias in algorithms can be mitigated by existing laws, including those governing housing, employment, and the extension of credit. Implicit, or unconscious, biases are harder to redress without more diverse workplaces and public policies that have an approach to bias detection and mitigation. Research limitations/implications The major implication of this research is that further research needs to be done. Increasing the scholarly research in this area will be a major contribution in understanding how emerging technologies are creating disparate and unfair treatment for certain populations. Practical implications The practical implications of the work point to areas within industries and the government that can tackle the question of algorithmic bias, fairness and accountability, especially African-Americans. Social implications The social implications are that emerging technologies are not devoid of societal influences that constantly define positions of power, values, and norms. Originality/value The paper joins a scarcity of existing research, especially in the area that intersects race and algorithmic development. (shrink)

Mental toughness (MT) is a key psychological variable related to achievement in performance domains and perseverance in challenging circumstances. We sought to understand the lived experiences of mentally tough high-altitude mountaineers, focusing primarily upon decisions to persevere or abort summit attempts. Phenomenological interviews were conducted with 14 mountaineers including guides, expedition leaders, and doctors (Mage = 44 years). A content analysis was employed to identify key themes in the data. Participants emphasized the importance of MT in extreme environments and described (...) rational, flexible, and vigilant decision-making. Turning around without summiting was the toughest decision reported, with recognition of the thin line between persevering and overstretching. In contrast to much MT literature, mountaineers accepted limits, demonstrated restraint, and sacrificed personal goals to aid others. Costly perseverance was also reported with some mountaineers described as “too tough”: overcompetitive, goal-obsessed, and biased decision-makers. These findings revealed both benefits and dangers of MT in mountaineering. (shrink)