We apply an online optimization process based on machine learning to the production of Bose-Einstein condensates. BEC is typically created with an exponential evaporation ramp that is optimal for ergodic dynamics with two-body s-wave interactions and no other loss rates, but likely sub-optimal for real experiments. Through repeated machine-controlled scientific experimentation and observations our ’learner’ discovers an optimal evaporation ramp for BEC production. In contrast to previous work, our learner uses a Gaussian process to develop a statistical model of the (...) relationship between the parameters it controls and the quality of the BEC produced. We demonstrate that the Gaussian process machine learner is able to discover a ramp that produces high quality BECs in 10 times fewer iterations than a previously used online optimization technique. Furthermore, we show the internal model developed can be used to determine which parameters are essential in BEC creation and which are unimportant, providing insight into the optimization process of the system. (shrink)

Early versions of satellite and radiosonde datasets suggested that the tropical surface had warmed more than the troposphere, while climate models consistently showed tropospheric amplification of surface warming in response to human-caused increases in greenhouse gases. We revisit such comparisons here using new observational estimates of surface and tropospheric temperature changes. We find that there is no longer a serious discrepancy between modeled and observed trends in the tropics. Our results contradict a recent claim that all simulated temperature trends in (...) the tropical troposphere are inconsistent with observations. This claim was based on the use of older radiosonde and satellite datasets and on two methodological errors: the neglect of observational trend uncertainties introduced by interannual climate variability and application of an inappropriate statistical “consistency test”.This emerging reconciliation of models and observations has two primary explanations. First, because of changes in the treatment of buoy and satellite information, new surface temperature datasets yield slightly reduced tropical warming relative to earlier versions. Second, recently developed satellite and radiosonde datasets now show larger warming of the tropical lower troposphere. In the case of a new satellite dataset from remote sensing systems, enhancedRSS warming is due to an improved procedure of adjusting for inter-satellite biases. When the RSS-derived tropospheric temperature trend is compared with four different observed estimates of surface temperature change, the surface warming is invariably amplified in the tropical troposphere, consistent with model results. Even if we use data from a second satellite dataset with smaller tropospheric warming than in remote sensing systems RSS, observed tropical lapse rates are not significantly different from those in all model simulations.Our results contradict a recent claim that all simulated temperature trends in the tropical troposphere and in tropical lapse rates are inconsistent with observations. This claim was based on the use of older radiosonde and satellite datasets and on two methodological errors: the neglect of observational trend uncertainties introduced by interannual climate variability and application of an inappropriate statistical “consistency test”. (shrink)

The book deals with the notion of Downward Causation from a wide array of perspectives, including physics, biology, psychology, social science, communication studies, text theory, and philosophy. The book includes proponents as well as opponents discussing the validity of the notion.

Central to Thomas Sprat's History of the Royal Society was the description and justification of the method adopted and advocated by the Fellows of the Society, for it was thought that it was their method which distinguished them from ancients, dogmatists, sceptics, and contemporary natural philosophers such as Descartes. The Fellows saw themselves as furthering primarily a novel method, rather than a system, of philosophy, and the History gave expression to this corporate self-perception. However, the History's description of their method (...) was not necessarily accurate. Rather, as will be argued below, by a combination of subtle misrepresentation and selective exposition, Sprat portrayed a method which would further the aims of social and ecclesiastical stability and material prosperity, essential for the Royal Society since its continued existence depended upon the creation of a social basis for the institutionalized pursuit of natural philosophy. Some link had to be forged between the activities of the Society and the intellectual and social aspirations of the Restoration. To understand the intent and meaning of Sprat's History and the method there portrayed, we must therefore look to the institutional needs which it fulfilled. (shrink)

P. B. Downing; VII.—Subjunctive Conditionals, Time Order, and Causation, Proceedings of the Aristotelian Society, Volume 59, Issue 1, 1 June 1959, Pages 125–140.

Dit boek is een inleiding in het denken over recht en staat met een zwaar accent op de vraag hoe de staat om moet gaan met religie. 0Paul Cliteur en Afshin Ellian zijn hoogleraar encyclopedie van de rechtswetenschap aan de universiteit van Leiden.

Social and political scientists, historians and others, have put forward a number of widely differing views concerning the ‘character’ of Islamic millenarian and/or Mahdist movements in Africa. The same is true of course with regard to the opinions ofscholars concerning the transformative capacity of Islam as an ideology. In this paper I want to look at one aspect only of Islamic millenarianism in the West African context, viz. its allegedly revolutionary character.

In those twenty or so pages of section xi of Part Two of the Philosophical Investigations in which Wittgenstein discusses the concept of noticing an aspect and its place among the concepts of experience, there are three passages which are explicitly concerned with the relations between seeing and interpreting in the experience of noticing an aspect.

Originally published in 1969. This book explains what is wrong with the traditional methodology of "inductive" reasoning and shows that the alternative scheme of reasoning associated with Whewell, Pierce and Popper can give the scientist a useful insight into the way he thinks.

Questions of political identity and citizenship, raised by the creation of the `new Europe', pose new questions that political theorists need to consider. Reflection upon the circumstances of the new Europe could help them in their task of delineating conceptual structures and investigating the character of political argument.Does it make sense to use concepts as `citizenship' and `identity' beyond the borders of the nation-state? What does it mean when we speak about `European Citizenship' and `European Identity'? It is argued that (...) the pluralism that has led theorists to offer a conception of citizenship based upon principles of right, rather that the common good, applies even more strongly at the level of the European political order. Developing a contractarian theory of federation, an account of the basis of a European citizenship will be offered in which federalism emerges out of an overlapping consensus of European citizens on the terms of their political association. `European Citizenship' and `European Identity' are discussed in the context of the so-called `European Union', and not in the wider context of Europe `as a whole', or for that matter on an even broader `cosmopolitan' scale. However, the gist of the article is that arguments for concepts of `citizenship' and `identity' that go beyond borders of nation-states and that are applied to the `European Union', could have implications for an even wider application.Finally, and in conclusion, the context will be elaborated in which the normative concept of shared liberal citizenship identity should be realized on a pan-national, European level. (shrink)

Originally published in 1960, The Future of Man is a chronicle of Professor Medwar's Reith lectures of 1959. The book outlines his predictions about the future estate of man, with the 'process of foretelling, rather than with what is actually foretold'. He asks, can we predict the future size of populations? What is the evidence and theoretical background for the belief that human intelligence is declining? Could human beings become uniformly excellent or is inborn diversity and inequality a necessary part (...) of the texture of human populations? The lectures tried to answer these questions and attempts to end with a definition of the biological standing of man. This book will be of interest to anthropologists, biologists and natural historians. (shrink)