Machine learning algorithms pervade contemporary society. They are integral to social institutions, inform processes of governance, and animate the mundane technologies of daily life. Consistently, the outcomes of machine learning reflect, reproduce, and amplify structural inequalities. The field of fair machine learning has emerged in response, developing mathematical techniques that increase fairness based on anti-classification, classification parity, and calibration standards. In practice, these computational correctives invariably fall short, operating from an algorithmic idealism that does not, and cannot, address systemic, Intersectional (...) stratifications. Taking present fair machine learning methods as our point of departure, we suggest instead the notion and practice of algorithmic reparation. Rooted in theories of Intersectionality, reparative algorithms name, unmask, and undo allocative and representational harms as they materialize in sociotechnical form. We propose algorithmic reparation as a foundation for building, evaluating, adjusting, and when necessary, omitting and eradicating machine learning systems. (shrink)

In this dissertation, I provide the logical foundation for a solution to the mind-body problem, a solution which is directly based upon Wilfrid Sellars' analogical theory of thought and sensation. Chapters I-IV are devoted to an interpretation, analysis, and constructive criticism of Sellars' notions of the inner thought episode and the sensing state. My analysis is offered in support of three general contentions: I argue that the postulation of inner thought episodes and sensing states is necessary for adequate explanations of (...) agent behavior; I hope to show how the analogical theory of inner thought episodes and sensing states actually generates a legitimate problem concerning the relationship between the mental and the physical; and I demonstrate the importance of the notion of analogy in philosophical theory construction. I suggest that the role of analogy provides the key for the solution to the mind-body problem. ;Chapter One is essentially introductory in nature. I offer an interpretation and reconstruction of Sellars' illustrative story entitled "The Jonesean Myth" . The "Myth" provides a suitable representation of Sellars' overall philosophy of mind. But perhaps more importantly, the "Myth" is a paradigm example of what I shall call the analogical method of inquiry, a method employed for the introduction of the notions of inner thought episodes and sensing states. In brief, I want to show how the "Myth" provides the logical basis for a theory adequate for explanations of the mental activity of agents. ;Chapters II and III are closely related. In Chapter II, I present a theory of linguistic representation which will serve as the analogical base for the introduction and characterization of the inner thought episode. In Chapter III, I develop the notion of the inner thought episode , and I examine its nature and status as a theoretical construct. Chapters II and III are thus related by the Sellarsian thesis that the concept of mental representation is to be understood in terms which apply, primarily, to characterizations of the features of the linguistic framework presented in Chapter II. ;In Chapter IV, I argue, again following Sellars' lead, that the explication of the notion of the perceptual thought episode requires the introduction of a second distinct sort of inner episode, namely, that of the sense experience or sensing state. The argument offered in Chapter IV is designed to show that sensing states are theoretical constructs, the reference to which is essential for explanations concerning the occurrence and nature of perceptual representations. Sensing states are introduced and characterized by an analogical extension of families of predicates which are suitable for the identification and description of ordinary physical objects . ;In Chapter V, I propose a solution to the mind-body problem, as the latter is generated by the analysis given to the thought episode and the sensing state . In general terms, I argue that any purported solution to the mind-body problem must provide an explanatory basis for agent behavior, and it is for this reason that I reject "reductionistic" theories of mind of the kind represented by logical behaviorism, type-identity physicalism, and Turing Machine functionalism. My solution, instead, involves a commitment to what I shall call token physicalism, a thesis which is contingent upon the development of a theory of neurophysiology which is rich enough to capture, in an analogical sense, both the intentional features of the thought episode, and the occurrent-like qualities which are exemplified by the sensing state. (shrink)

The Philosophy of Rhetoric is widely regarded as the most important work of a theory of rhetoric produced in the 18th century. Campbell's work engages such themes in an attempt to formulate a universal theory of human communication. Campbell attempts to develop his theory by discovering deep principles in human nature that account for all instances and kinds of human communication. He seeks to derive all communication principles and processes empirically. In addition, all statements in discourse that have to do (...) with matters of fact and human affairs are likewise to be empirically derived. Thus, his theory of rhetoric is vastly wider than, and different from, such classical theories as those proposed by Aristotle, Cicero, and Quintilian, whose theories focused on discourse related to civic affairs. By attempting to elaborate a general theory of rhetoric through empirical procedures, Campbell's project reveals the limitations of his method. He cannot ground all statements empirically and it is at this point that his theological position comes into play. Inspection of his religious views shows that God's design of human nature, and God's revelations to humankind, make moral and spiritual truths known and quite secure to human beings, although not empirically. (shrink)

Significant research has been devoted to detecting people in images and videos. In this paper we describe a human de- tection method that augments widely used edge-based fea- tures with texture and color information, providing us with a much richer descriptor set. This augmentation results in an extremely high-dimensional feature space (more than 170,000 dimensions). In such high-dimensional spaces, classical machine learning algorithms such as SVMs are nearly intractable with respect to training. Furthermore, the number of training samples is much (...) smaller than the dimensionality of the feature space, by at least an order of magnitude. Finally, the extraction of features from a densely sampled grid structure leads to a high degree of multicollinearity. To circumvent these data characteristics, we employ Partial Least Squares (PLS) analysis, an effi- cient dimensionality reduction technique, one which pre- serves significant discriminative information, to project the data onto a much lower dimensional subspace (20 dimen- sions, reduced from the original 170,000). Our human de- tection system, employing PLS analysis over the enriched descriptor set, is shown to outperform state-of-the-art tech- niques on three varied datasets including the popular INRIA pedestrian dataset, the low-resolution gray-scale Daim- lerChrysler pedestrian dataset, and the ETHZ pedestrian dataset consisting of full-length videos of crowded scenes. (shrink)

Alienation and Connection addresses social constructs that perpetuate alienation through suffering. The contributors discuss how alienation through suffering in a variety of contexts can be transformed into connection and reconnection: human relationship with the environment, economic and social systems that disconnect and reconnect, cultural constructs that divide or can heal, encountered difference that brings opportunity, and various manifestations of personal pain that can be survived and even overcome.

Consciousness is, perhaps, the aspect of our mental lives that is the most perplexing for both psychologists and philosophers. Daniel Dennett has described it as 'both the most obvious and the most mysterious feature of our minds' and attempts at definition often seem to move in circles. Thomas Nagel famously remarked that 'without consciousness the mind-body problem would be much less interesting. With consciousness it seems hopeless.'. These observations might suggest that consciousness - indefinable and mysterious - falls outside the (...) scope of rational enquiry, defying both scientific and philosophical investigation. In reality, however, the topic has been a focus of psychological investigation since William James and is increasingly vital in philosophical research. This book illustrates the various, interdisciplinary approaches to the problem, providing both pointers to a solution and a summary of the key positions. (shrink)

This paper is about the work of a long forgotten philosopher and his views which have surprising relevance to discussions in present-day philosophy of mind and cognitive science. I argue that, far from being a traditional idealist, Mitchell advanced a very subtle position best seen as marking a transition from idealist views and later materialist accounts, the latter popularly attributed to Australian philosophers in the second half of the 20th century.

The subject of this book is the work of Scottish-born Sir William Mitchell, the Hughes Professor of Philosophy and Vice Chancellor at the University of Adelaide, and the first major philosopher who lived in South Australia. Mitchell worked at Adelaide University during the years 1895-1940 and died in 1962. Mitchell is a major, yet long forgotten, historical figure and intellectual, and an important figure in the history of Scottish and Australian philosophy. He was a part of Scottish schools of (...) thought that influenced early Australian intellectual and cultural life. (The same influence is behind the work of the more famous figure, John Anderson, former Professor of Philosophy at Sydney University.) Anderson’s work recently underwent a revival due to the publication of a recent biography (A Passion to Oppose: John Anderson, Philosopher, by Brian Kennedy, Melbourne University Press, 1995). However, there has never been a serious scholarly appraisal of the work of William Mitchell. At the time of preparation of this book there was no recent published material on Mitchell’s life, work or influence. -/- This book fills this need. I argue that Mitchell’s work is surprisingly relevant to current concerns among cognitive scientists and philosophers of mind. He wrote on issues that are only today being discussed by philosophers and psychologists under the auspices of ‘cognitive science’. His major work: Structure and Growth of the Mind (MacMillan, 1907) is a major treatise on philosophical psychology. The topics that concerned Mitchell are only now being revisited in the form of contemporary debates. -/- The specific aims of the book are as follows: • To assess the impact of late nineteenth/early twentieth century science (especially neurology, psychology and physics) on Mitchell’s philosophical work and trends in philosophical psychology during that period. • To demonstrate the importance of Mitchell’s philosophical work in the context of contemporary theories of mind and content, cognitive science, and the philosophy of science and perception. • To make clear the extent of Mitchell’s philosophical influence on others at the time • To locate Mitchell’s work in relation to other influences on philosophy in Australia. (shrink)

The honour of being the first to teach philosophy in Australia belongs to the Congregationalist minister Barzillai Quaife (1798–1873), in the 1850s, but teaching philosophy did not formally begin until the 1880s, with the establishment of universities (Grave 1984). -/- Two approaches have dominated Western philosophy in Australia: Idealism and materialism. Idealism was prevalent between the 1880s and the 1930s, but dissipated thereafter. It was particularly associated with the work of the first professional philosophers in Australia, such as Henry Laurie (...) (1837–1922), Francis Anderson (1858–1941), William Mitchell (1861–1962) (who rejected the label) and a second generation including W. R. Boyce Gibson (1869–1935). Idealism in Australia often reflected Kantian themes, together with the British, particularly Scottish, revival of interest in Hegel through the work of the ‘Absolute Idealists’ T. H. Green (1836–1882), F. H. Bradley (1846–1924) and Henry Jones (1852–1922), the latter of whom conducted a popular lecture tour of Australia (Boucher 1990). -/- A number of the early New Zealand philosophers, including Duncan MacGregor (1843–1906), William Salmond (1835–1917), and Francis W. Dunlop (1874–1932) were educated in the Idealist tradition and were influential in their communities, but produced relatively little. William Anderson (1889–1955), at Auckland, brother of John at Sydney, was the only New Zealand philosopher that seemed to retain Idealist views. -/- In Australia, materialism gained prominence through the work of John Anderson, who arrived in Australia in 1927, and continues to be influential. John Anderson had been a student of Henry Jones, who can be said to have influenced both strands of Australian philosophical thought. (shrink)

Book reviewed in this article: In Search of History: Historiography in the Ancient World and the Origins of Biblical History. By John Van Seters. The Hidden God: The Hiding of the Face of God in the Old Testament. By Samuel E. Balentine. Theodicy in the Old Testament. Edited by James L. Crenshaw. Ce Dieu censé aimer la Souffrance. By François Varone. Evil and Evolution, A Theodicy. By Richard W. Kropf. ‘Poet and Peasant’ and ‘Through Peasant Eyes’: A Literary‐Cultural Approach to (...) the Parable in Luke. By Kenneth Bailey. The Biblical Foundations for Mission. By Donald Senior and Carroll Stuhlmueller. New Testament Foundations of Ministry. By Colin Kruse. Church, Ministry and Unity. By James E. Griffiss. Theology of Ministry. By Thomas Franklin O'Meara. Yesterday and Today: A Study of Continuities in Christology. By Colin E. Gunton. I believe in the Holy Spirit. By Yves Congar. Between Jesus and Paul. By Martin Hengel. From Nicaea to Chalcedon: A Guide to the Literature and its Background. By Frances Young. Alan of Lille: The Frontiers of Theology in the Later Twelfth Century. By G.R. Evans. Mystic and Pilgrim: The Book and the World of Margery Kempe. By Clarissa W. Atkinson. Church, Politics and Society: Scotland 1408–1929. Edited by N. Macdougall. Renaissance and Reform: The Italian Contribution. Collected Essays, Volume II. By Frances A. Yates. Seven‐Headed Luther: Essays in Commemoration of a Quincentury, 1483–1983. Edited by Peter Newman Brooks. Ökumenische Erschliessung Martin Luthers. Edited by Peter Manns and Harding Meyer. Luther's Ecumenical Significance, An Interconfessional Consultation. Edited by Peter Manns and Harding Meyer, in collaboration with Carter Lindberg and Harry McSorley. States of Mind: A Study of Anglo‐Irish Conflict 1780 to 1980. By Oliver MacDonagh. The Parish Clergy in Nineteenth‐Century Russia: Crisis, Reform, Counter Reform. By Gregory L. Freeze. Pusey Rediscovered. Edited by Perry Butler. Between Two Worlds: George Tyrrell's Relationship to the Thought of Matthew Arnold. By Nicholas Sagovsky. The Concept of Glaubenslehre. By Walter E. Wyman, Jr. The Existence and Nature of God. Edited by Alfred J. Freddoso. Faith and Reason. By Anthony Kenny. Logic and The Nature of God. By Stephen T. Davis. Personal Responsibility and Christian Morality. By Josef Fuchs. Morality and Conflict. By Stuart Hampshire. Realism and Imagination in Ethics. By Sabina Lovibond. Intentionality. By John R. Searle. Philosophical Papers, I: Practical Reason. By G.H. von Wright. Philosophical Papers, II: Philosophical Logic. By G.H. von Wright. A Model of Making: Literary Criticism and its Theology. By Ruth Etchells. The Return of the Goddess: Femininity, Aggression and the Modern Grail Quest. By Edward Whitmont. The Power of the Poor in History. By Gustavo Gutierrez, translated by Robert R. Barr. The God of the Xhosa. By Janet Hodgson. Our Hymn Tunes: Their Choice and Performance. By Donald Webster. The Almighty Wall: The Architecture of Henry Vaughan. By William Morgan. An Introduction to Plato's Laws. By R.E. Stalley. Plato's Late Ontology: A Riddle Resolved. By Kenneth M. Sayre. Plato's ‘Parmenides’: Translation and Analysis. By R.E. Allen. Politics in the Ancient World. By M.I. Finley. (shrink)

Defends confrontational modes of citizenship as a means to reinvigorate democratic participation and regime accountability. A growing number of people are enraged about the quality and direction of public life, despise politicians, and are desperate for real political change. How can the contemporary neoliberal global political order be challenged and rebuilt in an egalitarian and humanitarian manner? What type of political agency and new political institutions are needed for this? In order to answer these questions, Confrontational Citizenship draws on a (...) broad base of perspectives to articulate the concept of confrontational citizenship. William W. Sokoloff defends extra-institutional and confrontational modes of political activity along with new ways of conceiving political institutions as a way to create political orders accountable to the people. In contrast to many forms of democratic theory, Sokoloff argues that confrontational modes of citizenship (e.g., protest) are good because they increase the accountability of a regime to the people, increase the legitimacy of regimes, lead to improvements in a political order, and serve as a means to vent frustration. The goal is to make the word citizen relevant and dangerous to the settled and closed practices that structure our political world and to provide a hopeful vision of what it means to be politically progressive today. William W. Sokoloff is Associate Professor of Political Science at the University of Texas, Rio Grande Valley. (shrink)