Data science, and the related field of big data, is an emerging discipline involving the analysis of data to solve problems and develop insights. This rapidly growing domain promises many benefits to both consumers and businesses. However, the use of big data analytics can also introduce many ethical concerns, stemming from, for example, the possible loss of privacy or the harming of a sub-category of the population via a classification algorithm. To help address these potential ethical challenges, this paper maps (...) and describes the main ethical themes that were identified via systematic literature review. It then identifies a possible structure to integrate these themes within a data science project, thus helping to provide some structure in the on-going debate with respect to the possible ethical situations that can arise when using data science analytics. (shrink)

Deep neural networks (DNNs) have had extraordinary successes in classifying photographic images of objects and are often described as the best models of biological vision. This conclusion is largely based on three sets of findings: (1) DNNs are more accurate than any other model in classifying images taken from various datasets, (2) DNNs do the best job in predicting the pattern of human errors in classifying objects taken from various behavioral datasets, and (3) DNNs do the best job in predicting (...) brain signals in response to images taken from various brain datasets (e.g., single cell responses or fMRI data). However, these behavioral and brain datasets do not test hypotheses regarding what features are contributing to good predictions and we show that the predictions may be mediated by DNNs that share little overlap with biological vision. More problematically, we show that DNNs account for almost no results from psychological research. This contradicts the common claim that DNNs are good, let alone the best, models of human object recognition. We argue that theorists interested in developing biologically plausible models of human vision need to direct their attention to explaining psychological findings. More generally, theorists need to build models that explain the results of experiments that manipulate independent variables designed to test hypotheses rather than compete on making the best predictions. We conclude by briefly summarizing various promising modeling approaches that focus on psychological data. (shrink)

The Securities and Exchange Commission requires publicly held US corporations to disclose all information, whether it is positive or negative, that might be relevant to an investor's decision to buy, sell, or hold a company's securities. The decisions made by corporate managers to disclose such information can significantly affect the judgments and decisions of investors. This paper examines academic accounting research on corporate managers' voluntary disclosures of earnings forecasts and non-GAAP earnings measures. Much of the evidence from this research indicates (...) that some managers engage in opportunistic disclosure behavior that often benefits one group (managers and shareholders) at the expense of other groups (often other investors). The paper concludes by discussing the ethical implications of this behavior. (shrink)

Entropy and information are both emerging as currencies of interdisciplinary dialogue, most recently in evolutionary theory. If this dialogue is to be fruitful, there must be general agreement about the meaning of these terms. That this is not presently the case owes principally to the supposition of many information theorists that information theory has succeeded in generalizing the entropy concept. The present paper will consider the merits of the generalization thesis, and make some suggestions for restricting both entropy and information (...) to specific arenas of discourse. (shrink)

The aim of this paper is to examine the usefulness of the Machamer, Darden, and Craver (2000) mechanism approach to gaining an understanding of explanation in cognitive neuroscience. We argue that although the mechanism approach can capture many aspects of explanation in cognitive neuroscience, it cannot capture everything. In particular, it cannot completely capture all aspects of the content and significance of mental representations or the evaluative features constitutive of psychopathology.

While classical schools today typically exhibit a carefully considered approach to the linguistic arts of the trivium, the equally important mathematical arts of the quadrivium have received relatively little consideration. This being so, mathematics is often approached in ways that are not distinctly classical. This article seeks to establish the importance of the quadrivial arts as a means of ascending from lower to higher things. Though most know Plato’s comparison of a lack of education to being imprisoned in a cave, (...) relatively few are familiar with the role the quadrivial arts play in ascending from the cave. Because the mathematical arts cultivate and direct the imagination, they enable students to move beyond sensible particulars to the formation of forms and figures by the mind. Thus, the mathematical arts help free us from an undue preoccupation with lower things and direct us toward the pursuit of knowledge and what truly is. (shrink)

Part of the accepted scholarly lore about Kierkegaard is that he holds that “existence”—human existence—and “the System” are mutually incompatible. For Kierkegaard, human being cannot be understood in terms of a nice, neat, complete systematic package; he shows, on this view, that the Hegelian attempt to grasp all of reality in terms of a philosophical system will always fail to grasp the reality of at least one thing: the concrete, living, existing individual human being.

© The Author 2018. Published by Oxford University Press on behalf of The Analysis Trust. All rights reserved. For Permissions, please email: [email protected] article is published and distributed under the terms of the Oxford University Press, Standard Journals Publication Model...Philosophy of law was until recently dominated by abstract investigation into the nature of law, a pursuit known as ‘general jurisprudence’. In this way, it resembled a branch of metaphysics or mid-twentieth century philosophy of mind, seeking to uncover the essential properties (...) of a general and multiply realizable phenomenon. Today, philosophers study law with a sharper focus, and with a more specialized lens – that of ethicists, for example, or epistemologists, or philosophers of action.That is not to say there has been a drop in groundbreaking work in general jurisprudence (see, for... (shrink)

The cerebellum has been hypothesized to play a role in a variety of movement timing tasks that involve the processing of temporal information on a variety of timescales. Braitenberg, Heck & Sultan propose a new theory of cerebellar function that is able to account for movement timing on the order of a couple of hundred milliseconds. However, this theory does not account for the rôle the cerebellum plays in the acquisition and retention of adaptively timed discrete movements that are on (...) the order of 200 to 1000 milliseconds, and therefore does not account for the entire temporal range of cerebellar dependent processing. (shrink)

Understanding a patient’s story is integral to providing ethically supportable and practical recommendations that can improve patient care. Important skills include how to elicit an individual’s story, how to weave different narrative threads together, and how to assist the care team, patients, and caregivers to resolve difficult decisions or moral dilemmas. Narrative approaches to ethics consultation deepen dialogue and stakeholders’ engagement to reveal important values, preferences, and beliefs that may prove critical in resolving care challenges. Recognizing barriers to narrative inquiry, (...) such as patients who are unable or refuse to share their story, is also important. In this article we offer specific steps and guidelines that ethicists can follow to systematically elicit and construct patients’ stories. We provide a case example to illustrate how a narrative approach to ethics consultation illuminates salient ethical issues that may otherwise go unnoticed. We argue that this approach should be part of every consultant’s tool kit. (shrink)

Recent perspectives on community investments suggest that they are opportunities for firms to create value for shareholders and other stakeholders. However, many corporate managers are still influenced by a widely held belief that such investments erode profits and are therefore unjustifiable from an agency perspective. In this paper, we refine and test theory regarding countervailing forces that influence community-based firm performance. We hypothesize that high levels of available slack will be associated with higher community-based performance, but that this relationship will (...) be moderated by three important governance variables: board independence, investment fund ownership, and CEO ownership. We find support for our hypotheses in longitudinal study of a large sample of U.S. corporations. (shrink)

Certain commissive speech acts, such as “I forgive you,” “I’m in favor,” “Thank you” and “Sorry,” are often characterized as “expressives,” utterances whose primary function is to express a psychological state. In contrast, I argue here that such utterances are stance-takings: speech acts that commit the speaker to behave towards others in light of a normative position she accepts. I argue that stance-taking, as developed here, makes better sense of these utterances than the standard expressivist account, in terms of their (...) meaning and the norms that govern their use. It also better accounts for how non-personal institutions – corporations, countries and courts, for example – can perform these utterances sincerely. (shrink)

The formal beginning of comedy is firmly dated to the Dionysia of 486 B.C.E.1 For what preceded it there were at least three ancient candidates: phallic processions, Doric comedy and Susarion. Each is supported by visual evidence of the sixth century B.C.E., each explains certain features of Old Comedy, but all have some anomalies as well. Striking is how many forms of performance attested in the sixth century contained comic elements. All these other forms ceased with the introduction of comedies (...) to the Dionysia in 486 B.C.E., which coincides with the ascendancy of the demos; yet it was not until forty years later that comedy becomes unabashedly political. (shrink)

Volume 19, Issue 11, November 2019, Page 85-87.

Sibley et al. (2008) report a recurrent neural network model designed to learn wordform representations suitable for written and spoken word identification. The authors claim that their sequence encoder network overcomes a key limitation associated with models that code letters by position (e.g., CAT might be coded as C‐in‐position‐1, A‐in‐position‐2, T‐in‐position‐3). The problem with coding letters by position (slot‐coding) is that it is difficult to generalize knowledge across positions; for example, the overlap between CAT and TOMCAT is lost. Although we (...) agree this is a critical problem with many slot‐coding schemes, we question whether the sequence encoder model addresses this limitation, and we highlight another deficiency of the model. We conclude that alternative theories are more promising. (shrink)

While discovery of error provides personal gain for the entrepreneur, does this process automatically allocate value equitably among all stakeholders? We argue that the entrepreneurial process can be used to generate or maintain an entrepreneur’s personal wealth through the exploitation of a stakeholder group. Thus entrepreneurship can be both an equilibrating and a disequilibrating process and that both the visible hand of government and the decisions of an entrepreneur can speed or slow our movement toward value equilibrium. Speed toward value (...) equilibrium is likely to be important to a victimized stakeholder group and deserves further scholarly attention. (shrink)

This paper considers the problem of causal explanation in classical and statistical thermodynamics. It is argued that the irreversibility of macroscopic processes is explained in both formulations of thermodynamics in a teleological way that appeals to entropic or probabilistic consequences rather than to efficient-causal, antecedental conditions. This explanatory structure of thermodynamics is not taken to imply a teleological orientation to macroscopic processes themselves, but to reflect simply the epistemological limitations of this science, wherein consequences of heat-work asymmetries are either macroscopically (...) measurable (entropy) or calculable (probabilities), while efficient-causal relationships are obscure or indeterminable. (shrink)

In this article, we discuss a hypothesis to explain the preferential synthesis of the superoxide sensitive form of aconitase in mitochondria and the phenotype observed in manganese superoxide dismutase mutant mice, which show a gross over accumulation of stored fat in liver. The model proposes that intermediary metabolism is redox regulated by mitochondrial superoxide generated during mitochondrial respiration. This regulates the level of reducing equivalents (NADH) entering the electron transport chain (ETC) through the reversible inactivation of mitochondrial aconitase. This control (...) mechanism has a dual function; firstly, it regulates levels of superoxide generated by the ETC and, secondly, it fine‐tunes metabolism by channeling citrate either for the production of NADH for energy metabolism or diverting it for the synthesis of fats. In this setting, the mitochondrial redox state influences metabolic decisions via a superoxide–aconitase rheostat. BioEssays 26:894–900, 2004. © 2004 Wiley Periodicals, Inc. (shrink)

This paper argues that the notion of value has been overly simplified and narrowed to focus on economic returns. Stakeholder theory provides an appropriate lens for considering a more complex perspective of the value that stakeholders seek as well as new ways to measure it. We develop a four-factor perspective for defining value that includes, but extends beyond, the economic value stakeholders seek. To highlight its distinctiveness, we compare this perspective to three other popular performance perspectives. Recommendations are made regarding (...) performance measurement for both academic researchers and practitioners. The stakeholder perspective on value offered in this paper draws attention to those factors that are most closely associated with building more value for stakeholders, and in so doing, allows academics to better measure it and enhances managerial ability to create it. (shrink)