A lot of research has been done on the detection of mental workload using various bio-signals. Recently, deep learning has allowed for novel methods and results. A plethora of measurement modalities have proven to be valuable in this task, yet studies currently often only use a single modality to classify MWL. The goal of this research was to classify perceived mental workload using a deep neural network that flexibly makes use of multiple modalities, in order to allow for feature sharing (...) between modalities. To achieve this goal, an experiment was conducted in which MWL was simulated with the help of verbal logic puzzles. The puzzles came in five levels of difficulty and were presented in a random order. Participants had 1 h to solve as many puzzles as they could. Between puzzles, they gave a difficulty rating between 1 and 7, seven being the highest difficulty. Galvanic skin response, photoplethysmograms, functional near-infrared spectrograms and eye movements were collected simultaneously using LabStreamingLayer. Marker information from the puzzles was also streamed on LSL. We designed and evaluated a novel intermediate fusion multimodal DNN for the classification of PMWL using the aforementioned four modalities. Two main criteria that guided the design and implementation of our DNN are modularity and generalisability. We were able to classify PMWL within-level accurate on a seven-level workload scale using the aforementioned modalities. The model architecture allows for easy addition and removal of modalities without major structural implications because of the modular nature of the design. Furthermore, we showed that our neural network performed better when using multiple modalities, as opposed to a single modality. The dataset and code used in this paper are openly available. (shrink)

C. S. Lewis' article addresses a critically important issue on which Howard Ahmanson comments. Professor Oliver O'Donovan addresses the same issue in a sermon in Christ Church Oxford on Trinity Sunday 1997. We publish the three articles together in the year of the fiftieth anniversary of the independence of India and Pakistan and invite correspondence on the issues at stake. Eds.

The Battle of Drepana in 249 b.c. marks the most significant defeat of Roman naval forces at the hands of their Carthaginian opponents during the First Punic War. Attempting to take the Punic fleet in the harbour of Drepana by surprise, the consul P. Claudius Pulcher sailed with his ships from Lilybaeum about midnight, and reached Drepana at dawn. Yet, owing to swift and level-headed counter-measures taken by the Punic commander, Adherbal, the unfolding fight – partly in the harbour, mostly (...) off the shore – turned into a fiasco for the Romans. The consul got away; he returned to Rome, where the Senate instructed him to appoint a dictator. How soon he returned, and by what route, is the question. (shrink)

A critical and detailed introduction to Kant's philosophy, with particular reference to the Critique of Pure Reason. Since Broad's death there have been many publications on Kant but Broad's 1978 book still finds a definite place between the very general surveys and the more specialised commentaries. He offers a characteristically clear, judicious and direct account of Kant's work; his criticisms are acute and sympathetic, reminding us forcefully that 'Kant's mistakes are usually more important than other people's correctitudes'. C.D. Broad was (...) Knightsbridge Professor of Moral Philosophy at Cambridge from 1933 to 1953, and this book is based on his undergraduate lectures on Kant. Broad died in 1971 and Dr Lewy has since edited the book for publication. (shrink)

This essay argues that retrieving insights from the ancient Stoic philosophers for Christian ethics is much more difficult than is often assumed and, further, that the "ethics of retrieval" is itself something worth prolonged reflection. The central problem is that in their ancient sense both Christianity and Stoicism are practically dense patterns of reasoning and mutually incompatible forms of life. Coming to see this clearly requires the realization that the encounter between Stoicism and Christianity is a conflict of lived traditions. (...) Precisely because we cannot simply extract Stoic insights from the lives in which they belong, the task of determining how Stoicism is useful for Christianity is exceptionally challenging. Indeed, doing justice to the Stoics has more to do with facing an alternative to Christianity than it does with appropriating insights for our own use. These points are developed in conversation with Elizabeth Agnew Cochran's recent article on the Stoic influence upon Jonathan Edwards. This essay is a response to C. Kavin Rowe's critique of my 2011 argument that certain dimensions of Roman Stoic ethics are at work in Jonathan Edwards's moral thought. Rowe raises questions about the act of selectively retrieving ideas from a philosophical tradition to support constructive work in another tradition. I argue for the importance of acknowledging how Christian thought has been shaped by what Jeffrey Stout describes as moral bricolage, the selective retrieval of ideas from various traditions, and I contend that this bricolage can continue to be a fruitful means through which Christian ethics engages external traditions. Moreover, the importance of Stoicism's retrieval in early modern philosophy makes the work of eighteenth-century theologians such as Edwards a particularly valuable resource for exploring the plausibility of Christian engagement with the Stoics. (shrink)

A coordinate-free formulation is established for (semi) classical particle-field interactions. The exterior language of spacetime chains and De-Rham currents enables the description to include extended strings and membranes besides point particles. Treating physical fields in terms of sections of particular bundles, a unified account of interactions is presented in terms of an intrinsic action principle on a bundle of jets over spacetime. The theory is illustrated by considering the specific model of point particles with intrinsic spin covariantly coupled to theU(1) (...) andSL(2, C) connections describing the electromagnetic and gravitational fields, respectively. The notion of dual spin is examined in this context and coupled equations for this particle-field system are explicitly derived in a local chart. Attention is drawn to the global implications of the theory. (shrink)

There is a long tradition in the philosophy of the social sciences that emphasizes the meaningfulness of human action. This tradition doubts or even negates the possibility of causal explanations of human action precisely on the basis that human actions have meaning. This paper provides an argument in favour of methodological naturalism in the social sciences. It grants the main argument of the Interpretivists, i.e. that human actions are meaningful, but it shows how a transformation of a “nexus of meaning” (...) into a “causal nexus” can take place, proposing the “successful transformation argument”. Based on previous work presented in my Naturalistic Hermeneutics, Cambridge University Press, 2005 the paper discusses four approaches that describe the “nexus of meaning” connected with a human action based on the motives, the intentions, the reasons, and the rationality of the action respectively. From the standpoint of eachapproach a causal nexus can arise, namely, if the respective motives, intentions, reasons, or the human rationality that are manifest in the different nexuses of meaning exhibit certain invariances. These approaches can be formulated as theories, which explain human action every time that the nexuses of meaning – described with the diverse conceptual apparatuses – can be transformed into causal nexuses. It is shown that explanations based on motives, intentions, reasons, or rationality are possible, as are explanations of human action based on, at least in principle, an unlimited number of other theories. (shrink)

Recent interest in ethical pluralism derives from Isaiah Berlin's reflections on the writings of Vico and Herder and their opposition to the views of the Enlightenment. I begin with two quotations from Berlin: It is not relativism. Members of one culture can, by the force of imaginative insight, understand … the values, the ideals, the forms of life of another culture or society, even those remote in time or space. They may find these values unacceptable, but if they open their (...) minds sufficiently they can grasp how one might be a full human being, with whom one could communicate, and at the same time live in the light of values widely different from one's own, but which nevertheless one can see to be values, ends of life, by the realisation of which men could be fulfilled. (shrink)

A biblically informed guidebook for Christians facing difficult health care decisions, from the making of life (infertility, organ donation, cloning) and taking of life (abortion, euthanasia) to the technologically driven faking of life (genetic engineering, etc.).

The 65th year of a scholar who has devoted 40 years to editing and elucidating Robert Grosseteste provides us with a collection of essays. Not surprisingly, they emanate from colleagues and former students of Richard Dales and reflect his interest, among other concerns, in Grosseteste's aspectus et affectus - range of vision and disposition of mind - those twin peaks with which the 13th century thinker helped to get Christian thought through Aristotle without mutual destruction.