Engineers use neural networks to control systems too complex for conventional engineering solutions. To examine the behavior of individual hidden units would defeat the purpose of this approach because it would be largely uninterpretable. Yet neurophysiologists spend their careers doing just that! Hidden units contain bits and scraps of signals that yield only arcane hints about network function and no information about how its individual units process signals. Most literature on single-unit recordings attests to this grim fact. On the other (...) hand, knowing a system's function and describing it with elegant mathematics tell one very little about what to expect of interneuronal behavior. Examples of simple networks based on neurophysiology are taken from the oculomotor literature to suggest how single-unit interpretability might decrease with increasing task complexity. It is argued that trying to explain how any real neural network works on a cell-by-cell, reductionist basis is futile and we may have to be content with trying to understand the brain at higher levels of organization. (shrink)

In an extensive revision of this important book, first published by Plenum in 1980, a distinguished roster of contributors reconsider this much heralded ...

In Emerson and the Conduct of Life, David M. Robinson describes Ralph Waldo Emerson's evolution from mystic to pragmatist, stressing the importance of Emerson's undervalued later writing. Emerson's reputation has rested on the addresses and essays of the 1830s and 1840s, in which he propounded a version of transcendental idealism, and memorably portrayed moments of mystical insight. But Emerson's later writings suggest an increasing concern over the elusiveness of mysticism, and an increasing stress on ethical choice and practical power. These (...) works reveal Emerson as an ethical philosopher who stressed the spiritual value of human relations, work and social action. (shrink)

Entrepreneurs typically live with the ever-present threat of business failure arising from limited financial resources and aggressive competition in the marketplace. Under these circumstances, conflicting priorities arise and the entrepreneur is thus faced with certain dilemmas. In seeking to resolve these, entrepreneurs must often rely on their own judgment to determine “what is right”. There is thus a need for a technique to assist them decide on a course of action when no precedent or obvious solution exists. This research paper (...) examines how entrepreneurs experience and deal with these dilemmas. The research is based on interviews with seven entrepreneurs in established service-oriented ventures, which gave rise to 26 dilemmas. These dilemmas were analyzed by making use of the Synergy Star technique, which is introduced here as a tool that is useful in defining any dilemma, isolating the ethical component, and resolving the dilemma in a way that is congruent with the entrepreneur’s personal world-view. (shrink)

In editing Plato's Sophist for the new OCT vol. I, ed. E. A. Duke, W. F. Hicken, W. S. M. Nicoll, D. B. Robinson, and J. C. G. Strachan , there was less chance of giving novel information about W = Vind. Supp. Gr. 7 for this dialogue than for others in the volume, since Apelt's edition of 1897 was used by Burnet in 1900 and was based on Apelt's own collation of W. The result was better than the somewhat (...) confused information printed by Burnet, even in his 1905 reprint, for W for the other dialogues in vol. I. But in the Sophist as elsewhere in vol. I collations largely due to Dr W. S. M. Nicoll added new facts about all of BDTWP and their correctors, and the search for testimonia largely carried out by Dr E. A. Duke added new facts in that area. A reviewer counts 66 changes in our text of the Sophist, which may perhaps be a slight over-estimate. Classification of changes as substantive or as falling into different groups is sometimes difficult, but I think plausible figures are as follows. We have in 25 places made a different choice of readings from the primary mss. and testimonia. We have printed conjectures where Burnet kept a ms. reading in 17 places, but conversely we have reverted to a ms. reading where Burnet had a conjecture in 8 places. We have printed alternative conjectures to conjectures adopted by Burnet in 6 places. So we have actually departed from the primary sources on at most 9 more occasions overall than Burnet. What must be noted is that Burnet had already printed conjectures on something like 87 occasions , so our percentage addition to Burnet's departures from the primary sources is modest. Moreover Burnet printed about 25 readings from testimonia; we have followed him in 20 or so of these cases, and this in turn implies that the primary mss. are in error at these further 20 places. It needs to be underlined that though Burnet undoubtedly deserved to be regarded as a safe and cautious editor, nevertheless he departed from the primary mss. on average about twice per Stephanus page in this dialogue. Sometimes, of course, testimonia showed him right to do this, but testimonia cover only a quite small part of this dialogue. Otherwise Burnet accepted almost 90 conjectures. For the Politicus the figures are fairly similar; Burnet accepted 22 Byzantine conjectures and 35–40 more modern ones. The new OCT there adds 15 or so more conjectures. (shrink)

This article looks at three historical efforts to coordinate the scientific study of biological and cultural aspects of human consciousness into a single comprehensive theory of human development that includes the evolution of the human body, cultural evolution and personal development: specifically, the research programs of Wilhelm Wundt, Lev Vygotsky and Albert Bandura. The lack of historical relations between these similar efforts is striking, and suggests that the effort to promote cultural and personal sources of consciousness arises as a natural (...) foil to an overemphasis on the biological basis of consciousness, sometimes associated with biological determinism. (shrink)

U.S. researchers and scholars often point to two legal factors as significant obstacles to the inclusion of pregnant women in clinical research: the Department of Health and Human Services’ regulatory limitations specific to pregnant women's research participation and the fear of liability for potential harm to children born following a pregnant woman's research participation. This article offers a more nuanced view of the potential legal complexities that can impede research with pregnant women than has previously been reflected in the literature. (...) It reveals new insights into the role of legal professionals throughout the research pathway, from product conception to market, and it highlights a variety of legal factors influencing decision-making that may slow or halt research involving pregnant women. Our conclusion is that closing the evidence gap created by the underrepresentation and exclusion of pregnant women in research will require targeted attention to the role of legal professionals and the legal factors that influence their decisions. (shrink)

Sophocles' Philoctetes is deservedly a much-studied play, and only sparse gleanings seem likely to remain for those who seek to propose total novelties in interpreting it. Much of the time, in these notes, I am attempting to restate or remarshal arguments for well-known positions; even the arguments are often old; I can only hope the redeployment of some of them will occasionally seem to sharpen them. It will be obvious how much I am indebted to the editions by Campbell and (...) Jebb, and to recent interpretative studies by Linforth, Kitto, and Knox. Some old arguments I have probably recapitulated far too briefly, others I have perhaps reiterated at tedious length. My excuse for writing at all must perhaps be that the excellences of this play seem to be peculiarly in need of defence against critics who approach Greek tragedies with a conventional stereotype in mind, especially those who incline to think that Greek drama must in various ways have been undramatic. (shrink)

This reissue of Richard Robinson's classic volume on Aristotle's Politics contains his clear and accurate translation of, and commentary on, books III and IV, brought up to date by a supplementary essay and new bibliography by David Keyt. This is the ideal companion to study these important books of a classic text in the history of political philosophy.

Back cover: How is God revealed through the life of a human community? Dietrich Bonhoeffer's theological ethics begins from the claim to 'Christ existing as community', which David Robinson presents as one of several critical and politically astute variations on G.W.F. Hegel's philosophy of religion.