Recent extensions of mechanistic explanation into psychology suggest that cognitive models are only explanatory insofar as they map neatly onto, and serve as scaffolding for more detailed neural models. Filling in those neural details is what these accounts take the integration of cognitive psychology and neuroscience to mean, and they take this process to be seamless. Critics of this view have given up on cognitive models possibly explaining mechanistically in the course of arguing for cognitive models having explanatory value independent (...) of how well they align with neural mechanisms. We can have things both ways, however. The problem with seamless integration accounts is their seamlessness, not that they take cognitive models to be mechanistic. A non-componential view of mechanisms allows for cognitive and neural models that cross cut one another, and for cognitive models that don’t decompose into parts. I illustrate the inadequacy of seamless accounts of integration by contrasting how “filter” models of attention in psychology and of sodium channels in neuroscience developed; by questioning whether the mappings generated by neuroimaging subtraction studies achieve integration; and by reinterpreting the evidence for cognitive models of memory having been successfully integrated with neural models. I argue that the integrations we can realistically expect are more partial, patchy, and full of loose threads than the mosaic unity Craver describes. (shrink)

There is a vast literature within philosophy of mind that focuses on artificial intelligence, but hardly mentions methodological questions. There is also a growing body of work in philosophy of science about modeling methodology that hardly mentions examples from cognitive science. Here these discussions are connected. Insights developed in the philosophy of science literature about the importance of idealization provide a way of understanding the neural implausibility of connectionist networks. Insights from neurocognitive science illuminate how relevant similarities between models and (...) targets are picked out, how modeling inferences are justified, and the metaphysical status of models. (shrink)

Diversity is often announced as a solution to ethical problems in artificial intelligence (AI), but what exactly is meant by diversity and how it can solve those problems is seldom spelled out. This lack of clarity is one hurdle to motivating diversity in AI. Another hurdle is that while the most common perceptions about what diversity is are too weak to do the work set out for them, stronger notions of diversity are often defended on normative grounds that fail to (...) connect to the values that are important to decision-makers in AI. However, there is a long history of research in feminist philosophy of science and a recent body of work in social epistemology that taken together provide the foundation for a notion of diversity that is both strong enough to do the work demanded of it, and can be defended on epistemic grounds that connect with the values that are important to decision-makers in AI. We clarify and defend that notion here by introducing emergent expertise as a network phenomenon wherein groups of workers with expertise of different types can gain knowledge not available to any individual alone, as long as they have ways of communicating across types of expertise. We illustrate the connected epistemic and ethical benefits of designing technology with diverse groups of workers using the examples of an infamous racist soap dispenser, and the millimeter wave scanners used in US airport security. (shrink)

Discussions of psychiatric nosology focus on a few popular examples of disorders, and on the validity of diagnostic criteria. Looking at Anorexia Nervosa, an example rarely mentioned in this literature, reveals a new problem: the DSM has a strict taxonomic structure, which assumes that disorders can only be located on one branch. This taxonomic assumption fails to fit the domain of psychopathology, resulting in obfuscation of cross-category connections. Poor outcomes for treatment of Anorexia may be due to it being pigeonholed (...) as an Eating Disorder, when a disturbance of body perception may be a more central symptom than food restriction. This paper explores the possibility of restructuring the DSM taxonomy to allow for a pluralist classification of disorders. This change could improve treatment and research without requiring any changes to diagnostic criteria. (shrink)

When Artificial Intelligence (AI) is applied in decision-making that affects people’s lives, it is now well established that the outcomes can be biased or discriminatory. The question of whether algorithms themselves can be among the sources of bias has been the subject of recent debate among Artificial Intelligence researchers, and scholars who study the social impact of technology. There has been a tendency to focus on examples, where the data set used to train the AI is biased, and denial on (...) the part of some researchers that algorithms can also be biased. Here we illustrate the point that algorithms themselves can be the source of bias with the example of collaborative filtering algorithms for recommendation and search. These algorithms are known to suffer from cold-start, popularity, and homogenizing biases, among others. While these are typically described as statistical biases rather than biases of moral import; in this paper we show that these statistical biases can lead directly to discriminatory outcomes. The intuitive idea is that data points on the margins of distributions of human data tend to correspond to marginalized people. The statistical biases described here have the effect of further marginalizing the already marginal. Biased algorithms for applications such as media recommendations can have significant impact on individuals’ and communities’ access to information and culturally-relevant resources. This source of bias warrants serious attention given the ubiquity of algorithmic decision-making. (shrink)

This chapter explores the epistemic roles played by connectionist models of cognition, and offers a formal analysis of how connectionist models explain. It looks at how other types of computational models explain. Classical artificial intelligence (AI) programs explain using abductive reasoning, or inference to the best explanation; they begin with the phenomena to be explained, and devise rules that can produce the right outcome. The chapter also looks at several examples of connectionist models of cognition, observing what sorts of constraints (...) are used in their design, and how their results are evaluated. It argues that the point of implementing networks roughly analogous to neural structures is to discover and explores the generic mechanisms at work in the brain, not to deduce the precise activities of specific structures. The chapter explores a formal analysis of the explanations offered, which interprets connectionist models and the cognitive theories they represent as sharing membership in a type of mechanism. (shrink)

This chapter explores some of the ways that mechanisms are invoked in neuroscience and looks at a selection of the philosophical problems that arise when trying to understand mechanistic explanations. It introduces a series of historical case studies that illustrate how neuroscientists have depended on mechanistic metaphors in their efforts to understand the mind and brain, and how their mechanistic explanations have developed over time. The chapter highlights what contemporary philosophers have identified as the fundamental features of mechanisms and mechanistic (...) explanation. It considers some of the methodological issues that arise in neuroscience including how to integrate psychological with neural models, how to generalize findings in model organisms like the sea slug Aplysia to human learning and memory, and whether to favor top-down or bottom-up methods. Constructing multi-level mechanistic explanations involves intensive collaboration across different branches of science, and involves many challenges, both pragmatic and methodological. (shrink)

Mechanism schemata are one of the least understood parts of MDC’s account of mechanistic explanation. Relatedly, there is a common misconception that there is no place for abstraction in MDC mechanisms. These two problems can be remedied by looking more carefully at what MDC say both in their 2000 paper and elsewhere about schemata and abstraction, and by following up on a comment of Machamer’s indicating that Piaget was the inspiration for schemata. Darden’s work on mechanism discovery reveals an important (...) role for abstract mechanism schemata, not only as concise representations of known mechanisms, but also as hypotheses for how unknown mechanisms might work. Piaget’s schemata likewise both capture the developing child’s current state of knowledge, and serve as templates into which new experiences are fit. If we assume that mechanistic explanations should pick out real difference-makers, and that what makes a difference needn’t always be fine-grained details, we open up an explanatory role for abstract schemata to play. Schemata represent the coarser-grained features of mechanisms that are often among the most important difference-makers. In many contexts they might need to be supplemented with finer grained details in order to give an adequate explanation, but independent of those details, schemata remain explanatory in virtue of being part of the explanation. Detailed accounts of real difference-makers need not be seen as in competition with abstract models or generalizations. They can be combined in mechanistic explanations. (shrink)

William James presaged, and Alan Allport voiced criticisms of cause theories of executive attention for involving a homunculus who directs attention. I review discussions of this problem, and argue that existing philosophical denials of the problem depend on equivocations between different senses of “Cartesian error”. Another sort of denial tries to get around the problem by offering empirical evidence that such an executive attention director exists in prefrontal cortex. I argue that the evidence does not warrant the conclusion that an (...) executive director can be localized in prefrontal cortex unless dubious assumptions are made, and that computational models purporting to support these assumptions either beg the question, or fail to model executive attention in terms of cause theories. (shrink)

Design and analysis of algorithms can be a difficult subject for students due to its sometimes-abstract nature and its use of a wide variety of mathematical tools. Here the author, an experienced and successful textbook writer, makes the subject as straightforward as possible in an up-to-date textbook incorporating various new developments appropriate for an introductory course. This text presents the main techniques of algorithm design, namely, divide-and-conquer algorithms, greedy algorithms, dynamic programming algorithms, and backtracking. Graph algorithms are studied in detail, (...) and a careful treatment of the theory of NP-completeness is presented. In addition, the text includes useful introductory material on mathematical background including order notation, algorithm analysis and reductions, and basic data structures. This will serve as a useful review and reference for students who have covered this material in a previous course. Features The first three chapters provide a mathematical review, basic algorithm analysis, and data structures. Detailed pseudocode descriptions of the algorithms along with illustrative algorithms are included. Proofs of correctness of algorithms are included when appropriate. The book presents a suitable amount of mathematical rigor. After reading and understanding the material in this book, students will be able to apply the basic design principles to various real-world problems that they may encounter in their future professional careers. (shrink)

Although pragmatism and phenomenology have both contributed significantly to the genealogy of so-called “4E” – embodied, embedded, enactive and extended – cognition, there is benefit to be had from a systematic comparative study of these roots. As existing 4E cognition literature has tended to emphasise one or the other tradition, issues remain to be addressed concerning their commonalities – and possible incompatibilities. We begin by exploring pragmatism and phenomenology’s shared focus on contesting intellectualism, and its key assumption of mindedness as (...) representation. We then outline distinctive insights from both traditions regarding the nature and role of habits, in order to put forward a habit-based epistemology as an alternative to the Cartesian idea-based epistemology that has dominated modern philosophy. We pay particular attention to the work of classical pragmatist C.S. Peirce, arguing that his semiotics, which analyses sign-use as habit, shows how theorists of embodied cognition can break a certain false dichotomy between embodiment and logical or intellectual structure which has prevented them from fully theorising propositional knowledge. In this way, our work both augments and challenges the Dewey/Merleau-Ponty connection that has been much more extensively explored by the field. (shrink)

This paper argues that we can acknowledge the existence of moral truths and moral progress without being committed to moral realism. Rather than defending this claim through the more familiar route of the attempted analysis of the ontological commitments of moral claims, I show how moral belief change for the better shares certain features with theoretical progress in the natural sciences. Proponents of the better theory are able to convince their peers that it is formally and empirically superior to its (...) rivals, and the better theory may be promoted to the status of the truth. Yet there is no 'decision-procedure' for ethics any more than there is for molecular biology. The betterness of true theories can be grasped through what I term 'undirectional narratives' of progress. And while there are true moral claims and perhaps numerous moral truths yet to be discovered, we should reject currently popular forms of moral realism with bivalence. Some moral claims lend themselves to the construction of fully reversible, bi-directional narratives and are likely neither true nor false. (shrink)

In this chapter, it is described and assessed how political scientists use rational choice theories to offer causal explanations. We observe that the ways in which rational choice theories are considered to be successful in political science differs, depending on the explanandum in question. Political scientists use empirical variants of rational choice theories to explain the political behavior of individual agents and analytical variants to explain the behavior of collective actors. Both variants are used for distinct explananda, which ask for (...) different modes of explanation that raise in turn different explanatory demands toward rational choice theories. We argue that when political scientists discuss the explanatory usefulness of rational choice theories, they should assess them in light of the demands they are supposed to meet. This would enable a more nuanced and problem-oriented appraisal of rational choice theories in political science. (shrink)

I argue that trustworthiness is an epistemic desideratum. It does not reduce to justified or reliable true belief, but figures in the reason why justified or reliable true beliefs are often valuable. Such beliefs can be precarious. If a belief's being justified requires that the evidence be just as we take it to be, then if we are off even by a little, the belief is unwarranted. Similarly for reliability. Although it satisfies the definition of knowledge, such a belief is (...) not trustworthy. We ought not use it as a basis for inference or action and ought not give others to believe it. The trustworthiness of a belief, I urge, depends on its being backed by reasons—considerations that other members of the appropriate epistemic community cannot reasonably reject. Trustworthiness is intersubjective. It both depends on and contributes to the evolving cognitive values of an epistemic community. (shrink)

This chapter contains sections titled: Catherine Malabou : “Unbind Me” Judith Butler : What Kind of Shape Is Hegel's Body in? Catherine Malabou : What Is Shaping the Body? Judith Butler : A Chiasm between Us, but No Chasm.

This paper contrasts the scholastic realisms of David Armstrong and Charles Peirce. It is argued that the so-called 'problem of universals' is not a problem in pure ontology (concerning whether universals exist) as Armstrong construes it. Rather, it pertains to which predicates should be applied where, issues which Armstrong sets aside under the label of 'semantics', and which from a Peircean perspective encompass even fundamentals of scientific methodology. It is argued that Peirce's scholastic realism not only presents a more nuanced (...) ontology (distinguishing existence and reality) but also illuminates why scholastic realism is a position worth fighting for. (shrink)

Metaethics from a First Person Standpoint addresses in a novel format the major topics and themes of contemporary metaethics, the study of the analysis of moral thought and judgement. Metathetics is less concerned with what practices are right or wrong than with what we mean by 'right' and 'wrong.' Looking at a wide spectrum of topics including moral language, realism and anti-realism, reasons and motives, relativism, and moral progress, this book engages students and general readers in order to enhance their (...) understanding of morality and moral discourse as cultural practices. Catherine Wilson innovatively employs a first-person narrator to report step-by-step an individual's reflections, beginning from a position of radical scepticism, on the possibility of objective moral knowledge. The reader is invited to follow along with this reasoning, and to challenge or agree with each major point. Incrementally, the narrator is led to certain definite conclusions about 'oughts' and norms in connection with self-interest, prudence, social norms, and finally morality. Scepticism is overcome, and the narrator arrives at a good understanding of how moral knowledge and moral progress are possible, though frequently long in coming. Accessibly written, Metaethics from a First Person Standpoint presupposes no prior training in philosophy and is a must-read for philosophers, students and general readers interested in gaining a better understanding of morality as a personal philosophical quest."--Publisher's website. (shrink)

This paper addresses some apparent philosophical tensions between realism and enactivism by means of Charles Peirce’s pragmatism. Enactivism’s Mind-Life Continuity thesis has been taken to commit it to some form of anti-realist ‘world-construction’ which has been considered controversial. Accordingly, a new realist enactivism is proposed by Zahidi (_Phenomenology and the Cognitive Sciences,_ _13_(3), 461–475, 2014 ), drawing on Ian Hacking’s ‘entity realism’, which places subjects in worlds comprised of the things that they can successfully manipulate. We review this attempt, and (...) argue that whilst Zahidi rightly urges enactivists towards ‘internal realism’, he cannot sustain a non-negotiable aspect of realism that is crucial for scientific progress – the claim that multiple subjects inhabit _the same world_. We explore Peirce’s pragmatism as an alternative solution, foregrounding his distinction between existence and reality, and his inquiry-based account of cognition. These theoretical innovations, we argue, fruitfully generalize Zahidi’s _manipulation-based_ enactivist realism to a richer, _inquiry-based_ enactivist realism. We explore how this realism’s pan-species monism about truth encourages and supports the investigation of non-human animal cognition, and conclude by considering some implications of our discussion for long-standing realism debates within pragmatism. (shrink)

Virtues and Virtue Education in Theory and Practice explores questions about the locality versus the universality of virtues from a number of theoretical and practical perspectives. Written by leading international scholars in the field, it considers the relevance of these debates for the practice of virtue and character education. This volume brings together experts from education, philosophy, and psychology to consider how different disciplines might learn from each other and how insights from theory and practice can be integrated. It shows (...) that questions about virtue relativity or universality have not only theoretical significance but also important practical ramifications. The chapters explore different complexities of virtue ethics and different approaches to nurturing virtue and beyond, questioning how well virtues travel across geographical and cultural borders. By examining the philosophical literature and making links between theory and practice in an original way, the book offers scholarly research-informed suggestions for practice. It will be of great interest to researchers and academics and students in educational philosophy, character education, ethics, and psychology. (shrink)

Théologiens et philosophes chrétiens ont souvent minimisé, voire occulté, la dimension d'amour du judaïsme en l'assimilant à un pur légalisme. Cette thèse imprègne encore les mentalités modernes, fussent-elles déchristianisées. Ce livre n'est toutefois pas apologétique ; il se propose d'aborder la gravité de l'amour dans la philosophie et la spiritualité juives sans s'adapter au cadre théorique chrétien. Les penseurs juifs ont en effet profondément médité eux-mêmes la complexité théologique, spirituelle, morale et émotionnelle de l'amour. Le choix des questions abordées relève (...) de leur caractère impérieux face aux simplifications outrancières qui s'imposent de nos jours en matière de religion. La référence à des philosophes de périodes historiques différentes et à de grands commentateurs spirituels permet de poursuivre le dialogue avec eux et non de le clore. Il ne s'agit pas d'élaborer une thèse définitive sur l'amour de Dieu et du prochain dans le judaïsme, mais de se demander ce que sa gravité – son poids, son centre – signifie pour ceux qui désirent en témoigner. (shrink)

"Articulating a fresh vision for teaching, one that focuses on ensuring justice, believing people, and believing in people, this how-to offers evidence-based insights and draws from the author's own rich experiences as a professor to provide practical tips for reshaping syllabi, assessing student performance, and creating trust and belonging in the classroom"-Provided by publisher.

Modern scholars hold Bacon's philosophical works, Novum Organum, Advancement of Learning, and The New Atlantis, as his greatest achievements. Bowen's story reveals a man whose genius it was not to immerse himself in the rigor of scientific experimentation, but to realize what questions science should ask, and thereby reach beyond the status quo and appeal to the wider imagination of his generation. In his writings, Bacon challenged established social and religious orders, raised questions about the mind/body relation and the role (...) of dreams, and foresaw the development of the modern research university. It is Bacon's legacy to have gone beyond his age and, out of pure intuition, anticipate the concerns of future generations. (shrink)

Comment parler des deux bords d'une vie humaine, d'une vie unique par sa naissance et par sa mort? La clarté fragile de cette vie provient-elle du néant avant d'y retourner? Ou bien, pour ceux qui lui prêtent attention, se laisse-t-elle percevoir et penser comme la trace furtive d'une autre lumière? Les sociétés modernes éludent ces questions, voire les caricaturent, alors même que la mort violente, donnée en spectacle intrusif et quotidien, sidère la pensée à leur propos. Réfléchir à la naissance (...) et à la mort, en suivant divers fils - surtout ceux tissés par la tradition hébraïque - fait pourtant découvrir une nouvelle urgence dans l'amour de la vie. Certains y pressentent leur vérité intime et ultime. (shrink)

Quelle est l'intention de Platon lorsqu'il fait de Socrate un virtuose de l'étymologie dans le Cratyle? Préciser les rapports entre la " science des lettres " qui se constitue en son siècle et la nouvelle théorie des Idées qu'il élabore. Socrate s'entretient avec le jeune Hermogène puis avec l'énigmatique Cratyle des rapports entre les mots et les choses. La rectitude des noms est-elle affaire de convention, ainsi que le soutient Hermogène? Ou s'agit-il d'un accord " naturel ", comme le prétend (...) Cratyle? Découvre-t-on cet accord par science ou par inspiration? Au terme du débat, après avoir mis à l'épreuve toutes les ressources de la " science des lettres ", Socrate propose une nouvelle théorie du nom, instrument faillible construit pour faire voir la réalité en la minant. Il dessine aussi un ordre des priorités : il faut d'abord connaître les êtres, puis les noms. " Savoir comment il faut apprendre ou découvrir les êtres, peut-être est-ce là trop lourde tâche pour toi et moi! C'est déjà beau de reconnaître qu'il ne faut pas partir des noms. ". (shrink)

Experimental philosophers advocate expansion of philosophical methods to include empirical investigation into the concepts used by ordinary people in reasoning and action. We propose also including methods of qualitative social science, which we argue serve both moral and epistemic goals. Philosophical analytical tools applied to interdisciplinary research designs can provide ways to extract rich contextual information from subjects. We argue that this approach has important implications for bioethics; it provides both epistemic and moral reasons to use the experiences and perspectives (...) of diverse populations to better identify underlying concepts as well as to develop effective interventions within particular communities. (shrink)

This paper argues that social contexts of inequality are crucial to understanding the ethics of gestational harm and responsibility. Recent debates on gestational harm have largely ignored the social context of gestators, including contexts of inequality and injustice. This can reinforce existing social injustices arising from colonialism, socio‐economic inequality and racism, for example, through increased regulation of maternal behaviour. To demonstrate this, I focus on the related notions of the ‘future child’ and an obligation of easy rescue, which have been (...) used to discuss the ethics of gestational harm in the context of alcohol consumption during gestation and foetal alcohol spectrum disorder (FASD). I use a feminist perspective to evaluate these ideas and conclude that anyone concerned with remediation of social injustice has good reason to be suspicious of the notion of the future child in the context of gestational harm. (shrink)