Artificial Neural Networks have reached “grandmaster” and even “super-human” performance across a variety of games, from those involving perfect information, such as Go, to those involving imperfect information, such as “Starcraft”. Such technological developments from artificial intelligence (AI) labs have ushered concomitant applications across the world of business, where an “AI” brand-tag is quickly becoming ubiquitous. A corollary of such widespread commercial deployment is that when AI gets things wrong—an autonomous vehicle crashes, a chatbot exhibits “racist” behavior, automated credit-scoring processes (...) “discriminate” on gender, etc.—there are often significant financial, legal, and brand consequences, and the incident becomes major news. As Judea Pearl sees it, the underlying reason for such mistakes is that “... all the impressive achievements of deep learning amount to just curve fitting.” The key, as Pearl suggests, is to replace “reasoning by association” with “causal reasoning” —the ability to infer causes from observed phenomena. It is a point that was echoed by Gary Marcus and Ernest Davis in a recent piece for theNew York Times: “we need to stop building computer systems that merely get better and better at detecting statistical patterns in data sets—often using an approach known as ‘Deep Learning’—and start building computer systems that from the moment of their assembly innately grasp three basic concepts: time, space, and causality.” In this paper, foregrounding what in 1949 Gilbert Ryle termed “a category mistake”, I will offer an alternative explanation for AI errors; it is not so much that AI machinery cannot “grasp” causality, but that AI machinery (qua computation) cannot understand anything at all. (shrink)

In the fourteenth chapter of The Philosophy of Information, Luciano Floridi puts forth a criticism of ‘digital ontology’ as a step toward the articulation of an ‘informational structural realism’. Based on the claims made in the chapter, the present paper seeks to evaluate the distinctly Kantian scope of the chapter from a rather unconventional viewpoint: while in sympathy with the author’s doubts ‘against’ digital philosophy, we follow a different route. We turn our attention to the concept of construction as used (...) in the book with the hope of raising some additional questions that might contribute to a better understanding of what is at stake in Floridi’s experimental epistemological response to digital ontology. (shrink)

Of Goals and Goods and Floundering About: A Dissensus Report on Clinical Ethics Consultation Content Type Journal Article Pages 275-291 DOI 10.1007/s10730-009-9101-1 Authors Jeffrey P. Bishop, Vanderbilt University Center for Biomedical Ethics and Society 2525 West End Avenue, Suite 400 Nashville Tennessee 37203 USA Joseph B. Fanning, Vanderbilt University Center for Biomedical Ethics and Society 2525 West End Avenue, Suite 400 Nashville Tennessee 37203 USA Mark J. Bliton, Vanderbilt University Center for Biomedical Ethics and Society 2525 West End (...) Avenue, Suite 400 Nashville Tennessee 37203 USA Journal HEC Forum Online ISSN 1572-8498 Print ISSN 0956-2737 Journal Volume Volume 21 Journal Issue Volume 21, Number 3. (shrink)

Guiding our response in this essay is our view that current efforts to demarcate the role of the clinical ethicist risk reducing its complex network of authorizations to sites of power and payment. In turn, the role becomes susceptible to various ideologies—individualisms, proceduralisms, secularisms—that further divide the body from the web of significances that matter to that body, where only she, the patient, is located. The security of policy, standards, and employment will pull against and eventually sever the authorization secured (...) by authentic moral inquiry. Instead of asking “What do I need to know?”, the question animating the drive to standardize will be “What is the policy or standard?” The claims of the authors in this issue of HEC Forum confirm these suspicions. (shrink)

Erratum to: Echo Calling Narcissus: What Exceeds the Gaze of Clinical Ethics Consultation? Content Type Journal Article Pages 171-171 DOI 10.1007/s10730-010-9132-7 Authors Jeffrey P. Bishop, Saint Louis University Tenet Chair of Health Care Ethics, Albert Gnaegi Center for Health Care Ethics Salus Center, Room 527, 3545 Lafayette Ave St. Louis MO 63104-1314 USA Joseph B. Fanning, Vanderbilt University Center for Biomedical Ethics and Society 2525 West End Ave., 4th Floor, Suite 400 Nashville TN 37203 USA Mark J. Bliton, (...) Vanderbilt University Center for Biomedical Ethics and Society 2525 West End Ave., 4th Floor, Suite 400 Nashville TN 37203 USA Journal HEC Forum Online ISSN 1572-8498 Print ISSN 0956-2737 Journal Volume Volume 22 Journal Issue Volume 22, Number 2. (shrink)

This chapter examines two ways in which liberal thinkers have appealed to claims about disagreement in order to defend a principle of free speech. One argument, from Mill, says that free speech is a necessary condition for healthy disagreement, and that healthy disagreement is conducive to human flourishing. The other argument says that in a community of people who disagree about questions of value, free speech is a necessary condition of legitimate democratic government. We argue that both of these arguments, (...) in their standard guises, are premised upon contestable views about the realpolitik of disagreement in a liberal society. (shrink)

John Searle’s Chinese Room Argument purports to demonstrate that syntax is not sufficient for semantics, and, hence, because computation cannot yield understanding, the computational theory of mind, which equates the mind to an information processing system based on formal computations, fails. In this paper, we use the CRA, and the debate that emerged from it, to develop a philosophical critique of recent advances in robotics and neuroscience. We describe results from a body of work that contributes to blurring the divide (...) between biological and artificial systems; so-called animats, autonomous robots that are controlled by biological neural tissue and what may be described as remote-controlled rodents, living animals endowed with augmented abilities provided by external controllers. We argue that, even though at first sight, these chimeric systems may seem to escape the CRA, on closer analysis, they do not. We conclude by discussing the role of the body–brain dynamics in the processes that give rise to genuine understanding of the world, in line with recent proposals from enactive cognitive science. (shrink)

The most famous challenge to computational cognitive science and artificial intelligence is the philosopher John Searle's "Chinese Room" argument.

Michael Bishop and J.D.Trout have recently argued that analytic epistemology is incapable of incorporating insights from experimental psychology, and that while an acceptable epistemology should be normative, analytic epistemology lacks normativity. For these reasons, they urge that analytic epistemology should be replaced by what they call “ameliorative psychology”: a view that draws on empirical findings in psychology in order to help people become better reasoners. In this paper, I argue that analytic epistemology does not need to be replaced, as (...) it is indeed normative, and is quite capable of incorporating the insights of ameliorative psychology. (shrink)

Psychiatric diagnosis and prognosis is fraught with important philosophical and conceptual problems. This chapter focuses on some epistemological issues and moral issues that arise in contemporary psychiatric practice. It examines various clinical and actuarial techniques for psychiatric diagnosis, ordered very loosely in terms of how "structured" or "automated" they are. The chapter makes the case for assessing psychiatric treatments with controlled experiments, raises several epistemological dangers that arise from relying on uncontrolled investigations, and considers some of the unique methodological and (...) ethical issues that arise when trying to assess talk therapy. (shrink)

Open peer commentary on the article “Exploration of the Functional Properties of Interaction: Computer Models and Pointers for Theory” by Etienne B. Roesch, Matthew Spencer, Slawomir J. Nasuto, Thomas Tanay & J. Mark Bishop. Upshot: We challenge the authors’ claim in the target article that “departing from cognitivism requires the development of a new functional framework that will support causal, powerful and goal-directed behavior in the context of the interaction between the organism and the environment.” We argue that (...) rather than a departure from cognitivism, the indicated goal is a natural complement or extension of the classical understanding of cognitivism. In order to reach such a goal, no new functional framework has to be developed right from scratch: there are many insights in related areas of research that can serve such a purpose well and can become an integral part of constructive cognitivism. We welcome the idea to build constructive foundations of cognitivism. (shrink)

Economists and legal scholars routinely posit an implicit contract between Japanese firms and their principal lender. Under this arrangement, the bank implicitly agrees to rescue the firm when times turn bad. Out of court, it rescues the firm from insolvency. Not only does it save the investments specific to the troubled firm, it lowers the use of costly bankruptcy proceedings and cuts the costs of those bankruptcy procedures firms do occasionally invoke. Given the creditor-shareholder conflicts of interest that arise as (...) firms approach insolvency, such arrangements would seem unstable. Yet according to a long sociological tradition, conflicts of interest matter less in Japan than in the West. According to the emerging economic and legal tradition, Japanese economic actors do face those conflicts, but keep them in check through reputational concerns, close-knit ties, and government supervision. Using two datasets of troubled firms from the 1970s and 1980s, we ask whether Japanese main banks in fact rescue distressed borrowers. We find no evidence that they do: large Japanese firms fail; when large firms approach insolvency, main banks do not increase the share of the firm’s debt they bear; stronger ties between distressed firms and their main bank do not facilitate loans; and troubled firms do not try to preserve their main bank relationship. All told, the claim that Japanese banks ever implicitly agreed to rescue firms is sheer myth. That Japanese banks let troubled firms fail is no recent development; it has been thus for decades. Conflicts of interest do indeed matter in Japan and long have. They matter enough to prevent precisely the incentive-incompatible rescue deals that scholars in the field so routinely posit. (shrink)

On March 11, 2011, a magnitude 9.0 earthquake and thirty-eightmeter high tsunami destroyed Tokyo Electric’s Fukushima nuclear power complex. The disaster was not a high-damage, low-probability event. It was a high-damage, high-probability event. Massive earthquakes and tsunamis assault the coast every century. Tokyo Electric built its reactors as it did because it would not pay the full cost of a meltdown anyway. Given the limited liability at the heart of corporate law, it could externalize the cost of running reactors. In (...) most industries, firms rarely risk tort damages so enormous they cannot pay them. In nuclear power, “unpayable” potential liability is routine. Privately owned companies bear the costs of an accident only up to the fire-sale value of their net assets. Beyond that, they pay nothing — and the damages from a nuclear disaster easily soar past that point. Government ownership could eliminate this moral hazard — but it would replace it with problems of its own. Unfortunately, the electoral dynamics in wealthy modern democracies combine to replicate nearly perfectly the moral hazard inherent in private ownership. Private firms will build reactors on fault lines — but so will governments. (shrink)