This open access book explains how leading business organizations attempt to achieve the responsible and ethical use of artificial intelligence (AI) and other advanced information technologies. These technologies can produce tremendous insights and benefits. But they can also invade privacy, perpetuate bias, and otherwise injure people and society. To use these technologies successfully, organizations need to implement them responsibly and ethically. The question is: how to do this? Data ethics management, and this book, provide some answers. -/- The authors interviewed (...) and surveyed data ethics managers at leading companies. They asked why these experts see data ethics as important and how they seek to achieve it. This book conveys the results of that research on a concise, accessible way. -/- Much of the existing writing on data and AI ethics focuses either on macro-level ethical principles, or on micro-level product design and tooling. The interviews showed that companies need a third component: data ethics management. This third element consists of the management structures, processes, training and substantive benchmarks that companies use to operationalize their high-level ethical principles and to guide and hold accountable their developers. Data ethics management is the connective tissue makes ethical principles real. It is the focus of this book. -/- This book should be of use to organizations that wish to improve their own data ethics management efforts, legislators and policymakers who hope to build on existing management practices, scholars who study beyond compliance business behavior, and members of the public who want to understand better the threats that AI poses and how to reduce them. (shrink)

Top-down feedback does not benefit speech recognition; on the contrary, it can hinder it. No experimental data imply that feedback loops are required for speech recognition. Feedback is accordingly unnecessary and spoken word recognition is modular. To defend this thesis, we analyse lexical involvement in phonemic decision making. TRACE (McClelland & Elman 1986), a model with feedback from the lexicon to prelexical processes, is unable to account for all the available data on phonemic decision making. The modular Race model (Cutler (...) & Norris 1979) is likewise challenged by some recent results, however. We therefore present a new modular model of phonemic decision making, the Merge model. In Merge, information flows from prelexical processes to the lexicon without feedback. Because phonemic decisions are based on the merging of prelexical and lexical information, Merge correctly predicts lexical involvement in phonemic decisions in both words and nonwords. Computer simulations show how Merge is able to account for the data through a process of competition between lexical hypotheses. We discuss the issue of feedback in other areas of language processing and conclude that modular models are particularly well suited to the problems and constraints of speech recognition. Key Words: computational modeling; feedback; lexical processing; modularity; phonemic decisions; reading; speech recognition; word recognition. (shrink)

Although researchers studying human speech recognition (HSR) and automatic speech recognition (ASR) share a common interest in how information processing systems (human or machine) recognize spoken language, there is little communication between the two disciplines. We suggest that this lack of communication follows largely from the fact that research in these related fields has focused on the mechanics of how speech can be recognized. In Marr's (1982) terms, emphasis has been on the algorithmic and implementational levels rather than on the (...) computational level. In this article, we provide a computational-level analysis of the task of speech recognition, which reveals the close parallels between research concerned with HSR and ASR. We illustrate this relation by presenting a new computational model of human spoken-word recognition, built using techniques from the field of ASR that, in contrast to current existing models of HSR, recognizes words from real speech input. (shrink)

Although researchers studying human speech recognition (HSR) and automatic speech recognition (ASR) share a common interest in how information processing systems (human or machine) recognize spoken language, there is little communication between the two disciplines. We suggest that this lack of communication follows largely from the fact that research in these related fields has focused on the mechanics of how speech can be recognized. In Marr's (1982) terms, emphasis has been on the algorithmic and implementational levels rather than on the (...) computational level. In this article, we provide a computational-level analysis of the task of speech recognition, which reveals the close parallels between research concerned with HSR and ASR. We illustrate this relation by presenting a new computational model of human spoken-word recognition, built using techniques from the field of ASR that, in contrast to current existing models of HSR, recognizes words from real speech input. (shrink)

The central thesis of our target article is that feedback is never necessary in spoken word recognition. In this response we begin by clarifying some terminological issues that have led to a number of misunderstandings. We provide some new arguments that the feedforward model Merge is indeed more parsimonious than the interactive alternatives, and that it provides a more convincing account of the data than alternative models. Finally, we extend the arguments to deal with new issues raised by the commentators (...) such as infant speech perception and neural architecture. (shrink)

We agree with Frost that the variety of orthographies in the world's languages complicates the task of Frost suggests that orthographic processing must therefore differ between orthographies. We suggest that the same basic orthographic processes are applied to all languages. Where languages differ is in what the reader must do with the results of orthographic processing.

Rather than worrying about Bayesian Fundamentalists, I suggest that our real concern should be with Mechanistic Fundamentalists; that is, those who believe that concrete, but frequently untestable mechanisms, should be at the heart of all cognitive theories.

Language production and comprehension are intimately interrelated; and models of production and comprehension should, we argue, be constrained by common architectural guidelines. Levelt et al.'s target article adopts as guiding principle Ockham's razor: the best model of production is the simplest one. We recommend adoption of the same principle in comprehension, with consequent simplification of some well-known types of models.

Comparisons of indirect measures with direct measures can help elucidate the relationship between nonconscious and conscious perception. We report three experiments on masked word priming in which we observed a negative correlation between prime discriminability and priming , i.e. where priming decreased with increasing prime visibility. While such observations are rare , they may indicate a conflict between conscious and nonconscious processing when primes are shown close to the subjective visibility threshold for the priming-relevant information. For instance, such a conflict (...) could occur between nonconscious processing of a prime’s meaning and conscious perception of prime letters. Theoretical accounts that discuss similar conflicts assume that the conflict is resolved either by automatically prioritising conscious processes or by discounting the estimated confusion caused by a prime-target pair . In both cases, priming is predicted to decrease when prime visibility increases from below threshold to perithreshold levels. Therefore, we suggest that negative priming-d’ relationships are most likely observed when the d’ measure assesses prime visibility at a level of representation that is below the level of representation at which priming arises, in terms of a putative hierarchy of word processing. (shrink)

This book offers a broad-based critical survey of recent anti-realist arguments in the philosophy of science, cultural theory, hermeneutics, the sociology of knowledge and the interpretation of quantum-mechanics.

You can stand strong in the midst of shaking. Does it feel like all hell is breaking loose in the church right now? This time of shaking is actually an act of God -- a refiner's fire through which He will bring radical, glorious reformation to the church through exposure, confrontation, and cleansing. Through this upheaval, God is seeking to mold and mature His people into the supernatural community that were destined to be! In a dramatic encounter with the fear (...) of the Lord, author and pastor, Chad Norris received an assignment from God to bring fatherly training, correction, and rebuke to the Church, shaping fellow believers into powerful Kingdom representatives. In God is Shaking His Temple, Chad offers a prophetic invitation to partner with this move of God to manifest His Kingdom on earth. In this book, you will discover... Ancient truths that come with promises of blessing Discernment to distinguish between God's work and the devil's Strength to stand firm in the midst of crisis and chaos Wisdom to walk as a mature child of God, fit to move in signs, wonders and miracles Freedom from religious bondage and false views of God This season of upheaval is an invitation from the Father to incline your ear, hear the Lord's voice, and join His Kingdom army that will bring Heaven's light to this dark world. (shrink)

This chapter raises various questions with regard to philosophy's relationship to the physical sciences and the issue whether we can mount an argument for the occurrence or possibility of progress in philosophy comparable to those raised in the scientific context. It examines cases made pro and contra the progressivist view with reference to recent debates in epistemology and philosophy of science, concluding with a qualified endorsement of the argument by analogy. This places the onus of proof very squarely on the (...) skeptics, relativists, anti‐realists, social constructivists, and other progress‐deniers. (shrink)

This book represents a considerable revision and expansion of Public Choice II. Six new chapters have been added, and several chapters from the previous edition have been extensively revised. The discussion of empirical work in public choice has been greatly expanded. As in the previous editions, all of the major topics of public choice are covered. These include: why the state exists, voting rules, federalism, the theory of clubs, two-party and multiparty electoral systems, rent seeking, bureaucracy, interest groups, dictatorship, the (...) size of government, voter participation, and political business cycles. Normative issues in public choice are also examined including a normative analysis of the simple majority rule, Bergson–Samuelson social welfare functions, the Arrow and Sen impossibility theorems, Rawls's social contract theory and the constitutional political economy of Buchanan and Tullock. (shrink)

I discuss the relationship between different versions of the equivalence principle in general relativity, among them Einstein's equivalence principle, the weak equivalence principle, and the strong equivalence principle. I show that Einstein's version of the equivalence principle is intimately linked to his idea that in GR gravity and inertia are unified to a single field, quite like the electric and magnetic field had been unified in special relativistic electrodynamics. At the same time, what is now often called the strong equivalence (...) principle, related to the local validity of special relativity, can also be found in Einstein's writings, albeit by a different name and clearly separated from what he calls the equivalence principle. I discuss both the development of Einstein's thoughts on the different versions of the equivalence principle, their relationship to the relativity principle, as well as later reflections and variants proposed. (shrink)

Presents a novel interpretation of Schelling's philosophy by way of his reading and critique of Spinoza.

This collection of original essays by prominent authors contributes to current debates about democracy in powerful and provocative ways. The occasion for bringing together this notable collection of essays is the opportunity to examine the crisis in democracy and the promise of new alternative models.

Does a flourishing life involve pursuing passionate attachments? Can we choose what these passionate attachments will be? This book offers an original theory of how we can actively cultivate our passionate attachments. The author argues that not only do we have reason to view passionate attachments as susceptible to growth, change, and improvement, but we should view these entities as amenable to self-cultivation. He uses Pierre Hadot's and Michel Foucault's accounts of Hellenistic self-cultivation as vital conceptual tools to formulate a (...) theory of cultivating our passionate attachments. First, their accounts offer the conceptual resources for a philosophical theory of how we can cultivate our passionate attachments. Second, the exercises of self-cultivation they focus on allow us to outline a practical method though which we can cultivate our passionate character. Doing this brings out a significantly new dimension to the role of the passionate attachments in the flourishing life and offers theoretical and practical accounts of how we can cultivate them based on the Hellenistic conception of self-directed character change. Cultivating Our Passionate Attachments will be of interest to advanced students and scholars working in virtue ethics, moral philosophy, and ancient philosophy. (shrink)

This contributed volume is the result of a July 2010 workshop at the University of Wuppertal Interdisciplinary Centre for Science and Technology Studies which brought together world-wide experts from physics, philosophy and history, in order to address a set of questions first posed in the 1950s: How do we compare spacetime theories? How do we judge, objectively, which is the “best” theory? Is there even a unique answer to this question? -/- The goal of the workshop, and of this book, (...) is to contribute to the development of a meta-theory of spacetime theories. Such a meta-theory would reveal insights about specific spacetime theories by distilling their essential similarities and differences, deliver a framework for a class of theories that could be helpful as a blueprint to build other meta-theories, and provide a higher-level viewpoint for judging which theory most accurately describes nature. But rather than drawing a map in broad strokes, the focus is on particularly rich regions in the “space of spacetime theories.” -/- This work will be of interest to physicists, as well as philosophers and historians of science working with or interested in General Relativity and/or Space, Time and Gravitation more generally. (shrink)

Taking his cue from Wallace Steven's claim that poetry now replaces religion as “life's redemption” and Heidegger's insistence that “the distinction between ‘theoretical’ and ‘poetical’ cannot be applied to philosophical texts”, Richard Rorty celebrated the poetic potential of philosophy. In this prologue, Christopher Norris pays Rorty the compliment of taking his views on the nature and importance of poetry seriously enough to offer an engaging commentary on Rorty's work in poetic form.

William Norris Clarke, S.J., one of the leading Thomist scholars in the United States, came to the Philippines recently and delivered a series of lectures in the Ateneo de Manila University and the University of Santo Tomas on various philosophical topics inspired by the thought of St. Thomas. Fr. Clarke is now a Professor Emeritus of Philosophy in Fordham University. He was co-founder and editor (l961-85) of the International Philosophical Quarterly and is the author of some 60 articles, plus (...) the following books: The Philosophical Approach to God, The Universe as Journey, Person and Being, Explorations in Metaphysics: Being—God—Person, and The One and the Many: A Contemporary Thomistic Metaphysics (Fall, 2000).He continues to fulfill his mission of propagating the thoughts of St. Thomas—-the “creative retrieval of St. Thomas,” as he puts it—-in and out of the U.S.An brief excerpt from this interview was originally published in Budhi: A Journal of Ideas and Culture1/3, 1997. (shrink)

I have been trying to understand the moral aspect of human nature for several decades. Several years ago, after publishing The Origins of Morality, an editor from Oxford Press suggested that I write up the theory and research I reviewed in this academic book in a manner that would be accessible to people with relatively little background knowledge in the area. A few years later, I launched this project, which ended up in this book. In it, I trace the grown (...) of my understanding of morality. (shrink)

Abstract:Here I look at sundry aspects of the current controversy about Generative AI and, in particular, the implications of this new and rapidly evolving technology for poetry, the arts, and human creativity in general. My essay looks at earlier episodes in the history of thought, from Descartes on, that I take to have prefigured this latest debate around 'the human' in relation to its various physical, 'artificial,' or (presumptively) prosthetic means of extension and refinement. I also discuss its bearing on (...) literary-critical issues concerning the formal or structural aspects of poetry, the role (if any) of authorial intent, and the extent to which criticism enters into– and might lay claim to a stake in–what counts as human creativity. A central point of reference is William Empson's 1930 book, Seven Types of Ambiguity, where these issues are raised in a strikingly prescient way through his practice of close-focused textual analysis allied to great philosophical acuity. I conclude that a priori attitudinizing, pro or con, is not much use in this context, but that poets, critics, philosophers, cognitive scientists, and AI researchers need to cooperate in the reexamination of many long-standing but now highly contestable distinctions. (shrink)

The position that I seek to defend in this article is that the epistemological hegemony that is presently one of the defining characters of the relationship between Africa and the global North is a form of injustice which makes the talk of ‘global justice’ illusory. In arguing thus, I submit that denying the indigenous people of Africa an epistemology that is comparable to epistemologies from other geopolitical centres translates to questioning their humanity which is a form of injustice. I thus (...) proceed to argue that, as a precondition to an authentic discourse on the possibility of ‘global justice’; epistemic injustice must first be challenged and rejected. In so doing, I am defending the position that the acceptance and respect for the diversity of the peoples of this world and their epistemologies is imperative if genuine justice at global level is to be realised. (shrink)