It is well-established that algorithms can be instruments of injustice. It is less frequently discussed, however, how current modes of AI deployment often make the very discovery of injustice difficult, if not impossible. In this article, we focus on the effects of algorithmic profiling on epistemic agency. We show how algorithmic profiling can give rise to epistemic injustice through the depletion of epistemic resources that are needed to interpret and evaluate certain experiences. By doing so, we not only demonstrate how (...) the philosophical conceptual framework of epistemic injustice can help pinpoint potential, systematic harms from algorithmic profiling, but we also identify a novel source of hermeneutical injustice that to date has received little attention in the relevant literature: epistemic fragmentation. Epistemic fragmentation is a structural characteristic of algorithmically-mediated environments that isolate individuals, making it more difficult to develop, uptake and apply new epistemic resources. This, in turn, can impede the identification and conceptualisation of emerging harms in these environments. We trace the occurrence of hermeneutical injustice back to the fragmentation of the epistemic experiences of individuals, who are left more vulnerable by the inability to share, compare, and learn from shared experiences. (shrink)

The Sleeping Beauty problem has attracted considerable attention in the literature as a paradigmatic example of how self-locating uncertainty creates problems for the Bayesian principles of Conditionalization and Reflection. Furthermore, it is also thought to raise serious issues for diachronic Dutch Book arguments. I show that, contrary to what is commonly accepted, it is possible to represent the Sleeping Beauty problem within a standard Bayesian framework. Once the problem is correctly represented, the ‘thirder’ solution satisfies standard rationality principles, vindicating why (...) it is not vulnerable to diachronic Dutch Book arguments. Moreover, the diachronic Dutch Books against the ‘halfer’ solutions fail to undermine the standard arguments for Conditionalization. The main upshot that emerges from my discussion is that the disagreement between different solutions does not challenge the applicability of Bayesian reasoning to centered settings, nor the commitment to Conditionalization, but is instead an instance of the familiar problem of choosing the priors. (shrink)

This article presents the first, systematic analysis of the ethical challenges posed by recommender systems through a literature review. The article identifies six areas of concern, and maps them onto a proposed taxonomy of different kinds of ethical impact. The analysis uncovers a gap in the literature: currently user-centred approaches do not consider the interests of a variety of other stakeholders—as opposed to just the receivers of a recommendation—in assessing the ethical impacts of a recommender system.

Online targeting isolates individual consumers, causing what we call epistemic fragmentation. This phenomenon amplifies the harms of advertising and inflicts structural damage to the public forum. The two natural strategies to tackle the problem of regulating online targeted advertising, increasing consumer awareness and extending proactive monitoring, fail because even sophisticated individual consumers are vulnerable in isolation, and the contextual knowledge needed for effective proactive monitoring remains largely inaccessible to platforms and external regulators. The limitations of both consumer awareness and of (...) proactive monitoring strategies can be attributed to their failure to address epistemic fragmentation. We call attention to a third possibility that we call a civic model of governance for online targeted advertising, which overcomes this problem, and describe four possible pathways to implement this model. (shrink)

Development of ontology development tools and ontology-enhanced software applications requires thorough understanding of ontology languages in order to implement them according to their specification. We present a formal specification of the ontologies part of the Web Services Modeling Language WSML documentation as a conceptual model in ORM2. Such an approach abstracts the semantics about ontological constructs, axioms, and properties from their implementation in arbitrary formats, thereby making the model easily understandable and reusable. This formal model in ORM2, which is understandable (...) by both logician and software developer, can be used as any other conceptual model to develop applications, thereby ensuring smooth transition from theory to implementations that are faithful to the theory. (shrink)

This article analyses the ethical aspects of multistakeholder recommendation systems (RSs). Following the most common approach in the literature, we assume a consequentialist framework to introduce the main concepts of multistakeholder recommendation. We then consider three research questions: who are the stakeholders in a RS? How are their interests taken into account when formulating a recommendation? And, what is the scientific paradigm underlying RSs? Our main finding is that multistakeholder RSs (MRSs) are designed and theorised, methodologically, according to neoclassical welfare (...) economics. We consider and reply to some methodological objections to MRSs on this basis, concluding that the multistakeholder approach offers the resources to understand the normative social dimension of RSs. (shrink)

What I intend to do in the following pages is to focus on what might be termed the most important turn in the very dimension of ideality throughout the history of Western culture: the introduction of the notion of ideal drawn from Plato’s notion of idea, and especially its singular contemporary destiny. In the first part of the article, I am going to analyze Kant’s introduction of the notion of ideal and Hegel’s reading of it, and I am going to (...) argue that the former affirms a dualistic relationship which the latter negates. In the second part of the article, I am going to reason on the actual effects of both the affirmation and the negation of the dualism between the ideal and the real, especially focusing on the forms of totalitarianism and anarchism which characterized the twentieth-century history of Western culture. This will lead me to argue that we should try to avoid both the bad uses of the ideal and the death of the ideal in order to work on a notion of ideal which could be an exceedingly promising tool for us to change and improve the real. This change and improvement can be achieved through the affirmation of the dualistic relationship between the ideal and the real, and more specifically through what I will call an evolutionary notion of ideal versus a revolutionary notion of ideal. (shrink)

What kind of thing do you believe when you believe that you are in a certain place, that it is a certain time, and that you are a certain individual? What happens if you get lost, or lose track of the time? Can you ever be unsure of your own identity? These are the kind of questions considered in my thesis. Beliefs about where, when and who you are are what are called in the literature de se, or self-locating beliefs. (...) This thesis examines how we can represent de se beliefs, and how we can reason about de se uncertainty. In the first part of the thesis, I present and motivate a specific account of the content of de se belief, based on the one given by David Lewis. On this account, the content of de se beliefs are centred propositions. I defend this view against a rival account, put forward by Robert Stalnaker, according to whom the content of de se beliefs are ordinary propositions. In the second part of the thesis, I explore how we can reason probabilistically about de se uncertainty. I start by defining probabilities over centred propositions, and investigate what probabilities mean in this context. As it turns out, all the main interpretations of probability can be extended to centred propositions. The only trouble seems to arise for the Bayesian principle of updating via conditionalization. After giving a diagnosis of the problem, I offer a solution by formulating a natural extension of conditionalization, which I argue preserves the essential features of Bayesian reasoning. In the final chapter, I apply my view and show that it leads to a natural resolution of a puzzle that is generally taken to be a test case for any account of centred updating. (shrink)

In this paper we explore the absentminded driver problem using two different scenarios. In the first scenario we assume that the driver is capable of reasoning about his degree of absentmindedness before he hits the highway. This leads to a Savage-style model where the states are mutually exclusive and the act-state independence is in place. In the second we employ centred possibilities, by modelling the states (i.e. the events about which the driver is uncertain) as the possible final destinations indexed (...) by a time period. The optimal probability we find for continuing at an exit is different from almost all papers in the literature. In this scenario, act-state independence is still violated, but states are mutually exclusive and the driver arrives at his optimal choice probability via Bayesian updating. We show that our solution is the only one guaranteeing immunity from sure loss via a Dutch strategy, and that – despite initial appearances – it is time consistent. This raises important implications for the rationality of commitment in such scenarios. (shrink)

This article examines capacity development for collective action and institutional change through the implementation of Corporate Social Responsibility (CSR) initiatives. We integrate Hargrave and Van de Ven’s (2006, Academy of Management Review31(4), 864–888) Collective Action Model with capacity development literature to develop a framework that can be used to clarify the nature of CSR involvement in capacity development, help identify alternative CSR response options, consider expected impacts of these options on stakeholders, and highlight trade-offs across alternative CSR investments. Our framework (...) encompasses CSR program investments in the capacities of individuals, organizations, and collaborations, as also their impact on the larger enabling environment. We then use this framework to provide descriptive evidence of two implementations: (1) The PhD Project, whose mission is to increase the diversity of corporate America by increasing the diversity of business school faculty, and (2) Involve, the community involvement program at KPMG, one of the Big Four Accounting firms. We discuss implications of our framework for managerial practice and future research. (shrink)

This article examines capacity development for collective action and institutional change through the implementation of Corporate Social Responsibility initiatives. We integrate Hargrave and Van de Ven's, 864-888) Collective Action Model with capacity development literature to develop a framework that can be used to clarify the nature of CSR involvement in capacity development, help identify alternative CSR response options, consider expected impacts of these options on stakeholders, and highlight trade-offs across alternative CSR investments. Our framework encompasses CSR program investments in the (...) capacities of individuals, organizations, and collaborations, as also their impact on the larger enabling environment. We then use this framework to provide descriptive evidence of two implementations: The PhD Project, whose mission is to increase the diversity of corporate America by increasing the diversity of business school faculty, and Involve, the community involvement program at KPMG, one of the Big Four Accounting firms. We discuss implications of our framework for managerial practice and future research. (shrink)

Autism is a neurodevelopmental disorder typically assessed and diagnosed through observational analysis of behavior. Assessment exclusively based on behavioral observation sessions requires a lot of time for the diagnosis. In recent years, there is a growing need to make assessment processes more motivating and capable to provide objective measures of the disorder. New evidence showed that motor abnormalities may underpin the disorder and provide a computational marker to enhance assessment and diagnostic processes. Thus, a measure of motor patterns could provide (...) a means to assess young children with autism and a new starting point for rehabilitation treatments. In this study, we propose to use a software tool that through a smart tablet device and touch screen sensor technologies could be able to capture detailed information about children’s motor patterns. We compared movement trajectories of autistic children and typically developing children, with the aim to identify autism motor signatures analyzing their coordinates of movements. We used a smart tablet device to record coordinates of dragging movements carried out by 60 children during a cognitive task. Machine learning analysis of children’s motor patterns identified autism with 93% accuracy, demonstrating that autism can be computationally identified. The analysis of the features that most affect the prediction reveals and describes the differences between the groups, confirming that motor abnormalities are a core feature of autism. (shrink)

What I intend to do in the following pages is to focus on what might be termed the most important turn in the very dimension of ideality throughout the history of Western culture: the introduction of the notion of ideal drawn from Plato’s notion of idea, and especially its singular contemporary destiny. In the first part of the article, I am going to analyze Kant’s introduction of the notion of ideal and Hegel’s reading of it, and I am going to (...) argue that the former affirms a dualistic relationship which the latter negates. In the second part of the article, I am going to reason on the actual effects of both the affirmation and the negation of the dualism between the ideal and the real, especially focusing on the forms of totalitarianism and anarchism which characterized the twentieth-century history of Western culture. This will lead me to argue that we should try to avoid both the bad uses of the ideal and the death of the ideal in order to work on a notion of ideal which could be an exceedingly promising tool for us to change and improve the real. This change and improvement can be achieved through the affirmation of the dualistic relationship between the ideal and the real, and more specifically through what I will call an evolutionary notion of ideal versus a revolutionary notion of ideal. (shrink)

Edition of newly discovered 'Ruoli' of Public Schools (scuole del Broletto, later called 'Scuole Palatine) in the XVIth c. Milan.

Obiettivo del contributo è delineare l’attività editoriale di Umberto Notari, poco studiata dalla critica, analizzando alcune riviste fondate a Milano tra 1903 e 1917: il «Verde e Azzurro», «La Giovane Italia», «Gli Avvenimenti» e «Le Industrie Italiane Illustrate». Oltre a rintracciare le collaborazioni con i membri del Futurismo e del gruppo di Novecento, l’analisi di questi periodici mostra in che misura Notari si sia servito delle sue riviste per elaborare pionieristiche strategie pubblicitarie, di comunicazione di massa e di organizzazione (...) del consenso, che hanno avuto molti riflessi nella cultura visiva a lui contemporanea. (shrink)