I argue for the causal character of modeling in data-intensive science, contrary to widespread claims that big data is only concerned with the search for correlations. After discussing the concept of data-intensive science and introducing two examples as illustration, several algorithms are examined. It is shown how they are able to identify causal relevance on the basis of eliminative induction and a related difference-making account of causation. I then situate data-intensive modeling within a broader framework of an epistemology of scientific (...) knowledge. In particular, it is shown to lack a pronounced hierarchical, nested structure. The significance of the transition to such “horizontal” modeling is underlined by the concurrent emergence of novel inductive methodology in statistics such as non-parametric statistics. Data-intensive modeling is well equipped to deal with various aspects of causal complexity arising especially in the higher level and applied sciences. (shrink)

Recent claims, mainly from computer scientists, concerning a largely automated and model-free data-intensive science have been countered by critical reactions from a number of philosophers of science. The debate suffers from a lack of detail in two respects, regarding the actual methods used in data-intensive science and the specific ways in which these methods presuppose theoretical assumptions. I examine two widely-used algorithms, classificatory trees and non-parametric regression, and argue that these are theory-laden in an external sense, regarding the framing of (...) research questions, but not in an internal sense concerning the causal structure of the examined phenomenon. With respect to the novelty of data-intensive science, I draw an analogy to exploratory as opposed to theory-directed experimentation. (shrink)

Analogical reasoning addresses the question how evidence from various phenomena can be combined and made relevant for theory development and prediction. In the first part of my contribution, I review some influential accounts of analogical reasoning, both historical and contemporary, focusing in particular on Keynes, Carnap, Hesse, and more recently Bartha. In the second part, I sketch a general framework. To this purpose, a distinction between a predictive and a conceptual type of analogical reasoning is introduced. I then take up (...) a common intuition according to which analogical inferences hold if the differences between source and target concern only irrelevant circumstances. I attempt to make this idea more precise by addressing possible objections and in particular by specifying a notion of causal irrelevance based on difference making in homogeneous contexts. (shrink)

It is argued that in deterministic contexts evidence for causal relations states whether a boundary condition makes a difference or not to a phenomenon. In order to substantiate the analysis, I show that this difference/indifference making is the basic type of evidence required for eliminative induction in the tradition of Francis Bacon and John Stuart Mill. To this purpose, an account of eliminative induction is proposed with two distinguishing features: it includes a method to establish the causal irrelevance of boundary (...) conditions by means of indifference making, which is called strict method of agreement, and it introduces the notion of a background against which causal statements are evaluated. Causal statements thus become three-place-relations postulating the relevance or irrelevance of a circumstance C to the examined phenomenon P with respect to a background B of further conditions. To underline the importance of evidence in terms of difference/indifference making, I sketch two areas, in which eliminative induction is extensively used in natural and engineering sciences. One concerns exploratory experiments, the other engineering design methods. Given that a method is discussed that has been used for centuries, I make no claims to novelty in this paper, but hope that the combined discussion of several topics that are still somewhat underrepresented in the philosophy of science literature is of some merit. (shrink)

This book addresses controversies concerning the epistemological foundations of data science: Is it a genuine science? Or is data science merely some inferior practice that can at best contribute to the scientific enterprise, but cannot stand on its own? The author proposes a coherent conceptual framework with which these questions can be rigorously addressed. Readers will discover a defense of inductivism and consideration of the arguments against it: an epistemology of data science more or less by definition has to be (...) inductivist, given that data science starts with the data. As an alternative to enumerative approaches, the author endorses Federica Russo’s recent call for a variational rationale in inductive methodology. Chapters then address some of the key concepts of an inductivist methodology including causation, probability and analogy, before outlining an inductivist framework. The inductivist framework is shown to be adequate and useful for an analysis of the epistemological foundations of data science. The author points out that many aspects of the variational rationale are present in algorithms commonly used in data science. Introductions to algorithms and brief case studies of successful data science such as machine translation are included. Data science is located with reference to several crucial distinctions regarding different kinds of scientific practices, including between exploratory and theory-driven experimentation, and between phenomenological and theoretical science. Computer scientists, philosophers and data scientists of various disciplines will find this philosophical perspective and conceptual framework of great interest, especially as a starting point for further in-depth analysis of algorithms used in data science. (shrink)

A difference-making account of causality is proposed that is based on a counterfactual definition, but differs from traditional counterfactual approaches to causation in a number of crucial respects: it introduces a notion of causal irrelevance; it evaluates the truth-value of counterfactual statements in terms of difference-making; it renders causal statements background-dependent. On the basis of the fundamental notions 'causal relevance' and 'causal irrelevance', further causal concepts are defined including causal factors, alternative causes, and importantly inus-conditions. Problems and advantages of the (...) proposed account are discussed. Finally, it is shown how the account can shed new light on three classic problems in epistemology, the problem of induction, the logic of analogy, and the framing of eliminative induction. (shrink)

The old antagonism between the Quinean and the Duhemian view on underdetermination is reexamined. In this respect, two theses will be defended. First, it is argued that the main differences between Quine's and Duhem's versions of underdetermination derive from a different attitude towards the history of science. While Quine considered underdetermination from an ahistorical, a logical point of view, Duhem approached it as a distinguished historian of physics. On this basis, a logical and a historical version of the underdetermination thesis (...) can be distinguished. The second thesis of the article is that the main objections against underdetermination are fatal only to the logical rendering. Taken together, the two theses constitute a defence of underdetermination. (shrink)

In this article, I present a case study of underdetermination in nineteenth-century electrodynamics between a pure field theory and a formulation in terms of action at a distance. A particular focus is on the question if and how this underdetermination is eventually resolved. It turns out that after a period of overt underdetermination, during which the approaches are developed separately, the two programmes are merged. On the basis of this development, I argue that the original underdetermination survives in hidden form (...) in ontological and methodological redundancies of the subsequent particle–field electrodynamics. Implications regarding criteria for theory choice and the realism debate are briefly addressed. (shrink)

Comparing action-at-a-distance electrodynamics in the tradition of Coulomb and Ampère with electromagnetic field theory of Faraday and Maxwell provides an example for a relation between theories, that are on a par in many respects. They have a broadly overlapping domain of applicability, and both were widely successful in explanation and prediction. The relation can be understood as an inhomogeneous reduction without a clear distinction between reducing and reduced theory. It is argued in general, when a clear hierarchy between competing theories (...) cannot be determined, the plurality of standpoints should be preserved and the bridge laws carefully developed. (shrink)

Data-intensive techniques, now widely referred to as 'big data', allow for novel ways to address complexity in science. I assess their impact on the scientific method. First, big-data science is distinguished from other scientific uses of information technologies, in particular from computer simulations. Then, I sketch the complex and contextual nature of the laws established by data-intensive methods and relate them to a specific concept of causality, thereby dispelling the popular myth that big data is only concerned with correlations. The (...) modeling in data-intensive science is characterized as 'horizontal'—lacking the hierarchical, nested structure familiar from more conventional approaches. The significance of the transition from hierarchical to horizontal modeling is underlined by a concurrent paradigm shift in statistics from parametric to non-parametric methods. (shrink)

The prospects of a causal interpretation of probability are examined. Various accounts both from the history of scientific method and from recent developments in the tradition of the method of arbitrary functions, in particular by Strevens, Rosenthal, and Abrams, are briefly introduced and assessed. I then present a specific account of causal probability with the following features: First, the link between causal probability and a particular account of induction and causation is established, namely eliminative induction and the related difference-making account (...) of causation in the tradition of Bacon, Herschel, and Mill. Second, it is shown how a causal approach is useful beyond applications of the method of arbitrary functions and is able to deal with various shades of both ontic and epistemic probabilities. Furthermore, I clarify the notion of causal symmetry as a central element of an objective version of the principle of indifference and relate probabilistic independence to causal irrelevance. (shrink)

A case study is presented of a recent proposal by the major metrology institutes to redefine four of the physical base units, namely kilogram, ampere, mole, and kelvin. The episode shows a number of features that are unusual for progress in an objective science: for example, the progress is not triggered by experimental discoveries or theoretical innovations; also, the new definitions are eventually implemented by means of a voting process. In the philosophical analysis, I will first argue that the episode (...) provides considerable evidence for confirmation holism, i.e. the claim that central statements in fundamental science cannot be tested in isolation; second, that the episode satisfies many of the criteria which Kuhn requires for scientific revolutions even though one would naturally classify it as normal science. These two observations are interrelated since holism can provide within normal science a possible source of future revolutionary periods. (shrink)

Big Data and methods for analyzing large data sets such as machine learning have in recent times deeply transformed scientific practice in many fields. However, an epistemological study of these novel tools is still largely lacking. After a conceptual analysis of the notion of data and a brief introduction into the methodological dichotomy between inductivism and hypothetico-deductivism, several controversial theses regarding big data approaches are discussed. These include, whether correlation replaces causation, whether the end of theory is in sight and (...) whether big data approaches constitute entirely novel scientific methodology. In this Element, I defend an inductivist view of big data research and argue that the type of induction employed by the most successful big data algorithms is variational induction in the tradition of Mill's methods. Based on this insight, the before-mentioned epistemological issues can be systematically addressed. (shrink)

Philosophy of physics is a small but thriving research field situated at the intersection between the natural sciences and the humanities. However, what exactly distinguishes philosophy of physics from physics is rarely made explicit in much depth. We provide a detailed analysis in the form of eleven theses, delineating both the nature of the questions asked in philosophy of physics and the methodology with which they are addressed.

Brackets and tables, circles and maps, 1554-1872 -- Early botanical networks and trees, 1766-1815 -- The first evolutionary tree, 1786-1820 -- Diverse and unusual trees of the early nineteenth century, 1817-1834 -- The rule of five, 1819-1854 -- Pre-Darwinian branching diagrams, 1828-1858 -- Evolution and the trees of Charles Darwin, 1837-1868 -- The trees of Ernst Haeckel, 1866-1905 -- Post-Darwinian nonconformists, 1868-1896 -- More late-nineteenth-century trees, 1874-1897 -- Trees of the early twentieth century, 1901-1930 -- The trees of Alfred Sherwood (...) Romer, 1933-1966 -- Additional trees of the mid-twentieth century, 1931-1943 -- The trees of William King Gregory, 1938-1951 -- Hints of new approaches, 1954-1969 -- Phenograms and cladograms, 1958-1966 -- Early molecular trees, 1962-1987 -- Notable trees of the past four decades, 1970-2010 -- Primeval branches and universal trees of life, 1997-2010. (shrink)

This paper is about time preferences, the phenomenon that the very same things are usually considered the less valuable the farther in the future they are obtained. The utilities of those things are discounted at a certain rate. The paper presents a novel normative argument for exponential discount rates, whatever their empirical adequacy. It proposes to take indexical utility seriously, i.e. utilities referring to indexical propositions (that speak of ‘I’, ‘now’, etc.) as opposed to non-indexical propositions. Economic focus is only (...) on the latter, while the former are neglected. The potential ignorance of when is now generates a difference between indexical and non-indexical utility that can be exploited for a novel argument in favour of exponential discount rates. (shrink)

English Description: Plato (429/8-349-8 BCE) founded a philosophy which has greatly impacted European intellectual history. 'Platonism' was especially influential during the Roman Empire. However, a comprehensive account of the methodological, genetic, and historical aspects of its Ethics has been lacking up to this point. Stemming from an International Conference at the University of Munster, this volume fills this lacuna. Numerous experts introduced the Ethics of Platonists of the Roman Empire in chronological sequence. The themes range from questions about basic principles (...) to the intellectual classification of ethics within the philosophy (M. Bonazzi); the psychological premises (F. Drews); the action theory (M. Perkams); and the political effect of Platonic ethics (O'Meara). These and other articles represent current research in the field as well as present the sum of the ethical problems to a wider audience in a straightforward manner. German Description: Platon (429/8 - 349/8 v. Chr.) begrundete eine Philosophie, deren Nachwirkung die europaische Geistesgeschichte nachhaltig bestimmte. Der 'Platonismus' erreichte in der romischen Kaiserzeit seinen ersten Hohepunkt. Eine umfassende Darstellung seiner Ethik, in der die systematischen, genetischen und historischen Aspekte zusammengefuhrt werden, steht jedoch bisher noch aus. Dieser Band sieht hier seine Aufgabe. Er ist das Ergebnis einer internationalen Tagung an der Universitat Munster. Zahlreiche Experten stellen die Ethik des kaiserzeitlichen Platonismus in systematischer Abfolge dar. Die Themen reichen von Grundlagenfragen nach der Verortung der Ethik innerhalb der Philosophie (M. Bonazzi) und ihren psychologischen Voraussetzungen (F. Drews) uber die platonische Tugend-, Guter- und Freiheitslehre (A. Linguiti, Ch. Tornau, Ch. Pietsch) sowie die Handlungstheorie (M. Perkams) bis hin zu den politischen Wirkungen platonischer Ethik (O'Meara). Doch wenn auch diese und weitere Beitrage die aktuelle Fachforschung reprasentieren, soll zugleich durch Allgemeinverstandlichkeit auch dem wachsenden Interesse eines weiteren Publikums an ethischen Fragestellungen Rechnung getragen werden. (shrink)

Der Unterricht in Medizinethik soll Medizinstudierenden die Grundlagen dafür vermitteln, in ihrer zukünftigen ärztlichen Tätigkeit gute Entscheidungen treffen zu können. Im Rahmen einer Panelstudie wird derzeit die Entwicklung moralischer Positionen, medizinethischer Kenntnisse und Motivationen von Medizinstudierenden der Ludwig-Maximilians-Universität München über den Verlauf des Studiums untersucht. Für die Datenerhebung wurde ein Fragebogen entwickelt, der medizinethische Positionen und Kenntnisse sowie Motivationen erfasst. Im Wintersemester 2009/10 wurde die erste Querschnittsuntersuchung mit Studierenden im 1., 3. und 8. Semester sowie im Praktischen Jahr durchgeführt. Die (...) Mehrzahl der Befragten verfügte über einen geringen Kenntnisstand in verschiedenen Themenbereichen des Unterrichtsfachs GTE. Rechtliche Grundlagen und praktische Umsetzung von Therapiebegrenzungsmaßnahmen waren bis ins PJ-Semester vielen Studierenden nicht bekannt. Im Verlauf des Studiums veränderten sich die Motivationen weg von der Motivation, Menschen helfen zu wollen, hin zu Wissenserwerb und dem Ergreifen eines sicheren Berufs. Obwohl viele Befragte ein hohes Interesse an medizinethischen Fragestellungen und Unterricht im Bereich GTE angaben, zeigte sich kein nachhaltiger Zuwachs an medizinethischen Kenntnissen im Laufe des Studiums. In der Zusammenschau werfen die Ergebnisse die Frage auf, inwieweit verschiedene Ausbildungskonzepte Einfluss auf die individuelle ethische Entwicklung Medizinstudierender nehmen können. Eine Untersuchung dieser Fragestellung bleibt Gegenstand weitergehender Forschung. (shrink)

Die dritte Abteilung der Kritischen Gesamtausgabe bietet in vierzehn Bänden sämtliche erhaltenen Predigten Friedrich Schleiermachers. Band 10 enthält Texte zu 109 Predigtterminen aus den Jahren 1826 und 1827, darunter Nachschriften, die den bislang unveröffentlichten Abschluss der großen Homilienreihe zum Johannesevangelium dokumentieren.

1024x768 Normal 0 21 false false false PT-BR X-NONE X-NONE O presente estudo tem como objetivo discutir sobre o diálogo necessário entre comunidade e escola para o projeto da Educação Integral. Parte-se inicialmente da noção da jornada ampliada e a proposta da formação do sujeito, nas suas dimensões afetivas, social, política e cultural. Formação esta que transcende a sala de aula e ocupa o território, os saberes comunitários e as diversas instâncias sociais. E nas entrelinhas reflete-se de fato que ambas, (...) comunidade e escola, estão preparadas para este desafio.  . (shrink)

And this paper is an attempt to say precisely how, thus addressing a philosophical problem which is commonly taken to be a serious one. It does so, however, in quite an idiosyncratic way. It is based on the account of inductive schemes I have given in (1988) and (1990a) and on the conception of causation I have presented in (1980), (1983), and (1990b), and it intends to fill one of many gaps which have been left by these papers. Still, I (...) have tried to make this paper self-contained. Section 1 explains the philosophical question this paper is about; in more general terms it asks what might be meant by objectifying epistemic states or features of them and to which extent epistemic states can be objectified. The next sections introduce the basis I rely on with formal precision and some explanation; section 2 deals with induction and section 3 with causation. Within these confines, section 4 attempts to give an explication of the relevant sense of objectification and section 5 investigates the extent to which various features of epistemic states are objectifiable. The two most salient results are roughly that the relation "A is a reason for B" cannot be objectified at all and that the relation "A is a cause of B" can be objectified only under substantial, though reasonable restrictions. What has all of this to do with probability? A lot. The paper trades on a pervasive duality between probabilistic and deterministic epistemology, between a probabilistic representation of epistemic states together with a theory of probabilistic causation and another representation of epistemic states which I call deterministic because it lends itself, in a perfectly parallel fashion, to a theory of deterministic causation. Here I explicitly deal only with the deterministic side, but the duality should pave the way for further conclusions concerning objective probabilities and statistical laws. This outlook is briefly expanded in the final section 6. (shrink)

Concentrating upon applications that are most relevant to modern physics, this valuable book surveys variational principles and examines their relationship to dynamics and quantum theory. Stressing the history and theory of these mathematical concepts rather than the mechanics, the authors provide many insights into the development of quantum mechanics and present much hard-to-find material in a remarkably lucid, compact form. After summarizing the historical background from Pythagoras to Francis Bacon, Professors Yourgrau and Mandelstram cover Fermat's principle of least time, the (...) principle of least action of Maupertuis, development of this principle by Euler and Lagrange, and the equations of Lagrange and Hamilton. Equipped by this thorough preparation to treat variational principles in general, they proceed to derive Hamilton's principle, the Hamilton-Jacobi equation, and Hamilton's canonical equations. An investigation of electrodynamics in Hamiltonian form covers next, followed by a resume of variational principles in classical dynamics. The authors then launch into an analysis of their most significant topics: the relation between variational principles and wave mechanics, and the principles of Feynman and Schwinger in quantum mechanics. Two concluding chapters extend the discussion to hydrodynamics and natural philosophy. Professional physicists, mathematicians, and advanced students with a strong mathematical background will find this stimulating volume invaluable reading. Extremely popular in its hardcover edition, this volume will find even wider appreciation in its first fine inexpensive paperbound edition. (shrink)

The article analyzes the main directions and cases of research and reception of the creative heri- tage of Hrygorii Skovoroda in Germany. Even though Dmytro Chyzhevskyi introduced German scientists to Skovoroda’s work back in the 1930s, its actual reception, according to the author, began only in the 1980s. The article analyzes the research of three authors who carry out such a reception today. First, Elizabeth von Erdmann examines Skovoroda’s work in the context of philosophia perennis. Instead, Roland Pietsch began (...) his study of Skovoroda’s work by translating his works into German and later focused on demonstrating the unity of mysticism and metaphysics in Skovoroda’s phi- losophy, according to how this unity was ensured in his doctrine of self-knowledge. Pietsch demonstrated this unity in his interpretation of the Narcissus dialogue. Another essential aspect of Skovoroda’s work, explored by Pietsch, is the philosopher’s symbolic metaphysics. Pietsch’s latest works are devoted to another important issue — establishing Skovoroda’s place in European intel- lectual history, in particular, based on a comparative analysis of the concepts of Hrygorii Skovo- roda, Johann Georg Hamann, and Franz von Baader. Another German researcher who studies Skovoroda’s work today is Slavologist and theologian Günter Kollert, who has been engaged in the philosophy of Skovoroda and Pamfil Yurkevich for several years and has translated the works of Skovoroda and Mykhailo Kovalynskyi into German. The author of the article concludes that new interesting independent studies of Skovoroda’s work will appear in Germany, which will make it possible to more accurately define Skovoroda’s place in the historical-philosophical process, to think more profoundly and describe this process, as well as to pave the way to possible abandonings and comparisons of Ukrainian works thinker with other famous figures in the history of philosophical thought. (shrink)

Wolfgang Rudzio ist als Politikwissenschaftler bekannt, der eines der wichtigsten und erfolgreichsten Lehrbücher zur Politik in der Bundesrepublik Deutschland geschrieben hat. In seinen Erinnerungen gibt er uns einen spannenden Einblick in sein wissenschaftliches, politisches und privates Leben, seine Kindheit in Ostpreußen und seine Familie. Es waren Flucht, Nachkriegszeit, Studentenbewegung, eigenes linkes Polit-Engagement und die Herausforderung des Kommunismus, die das Leben des Autors prägten. Zeitweilig für bekannte Politiker wie Carlo Schmid und Hans Matthöfer arbeitend, entschied er sich nach Mathematik-Examen und (...) Promotion in Geschichte nicht für Politik, sondern Politikwissenschaft. Manche seiner Forschungen knüpften an Lebenserfahrungen an. (shrink)

Seit seiner Jugend kritisierte Wolfgang Harich die Philosophie Nietzsches. In den funfziger Jahren verfestigte sich dann ein dezidiert marxistisches Nietzsche-Bild, das er Zeit seines Lebens verteidigte. Nietzsche war fur ihn der Wegbereiter, ja, Begrunder der faschistischen Ideologie. Indem Harich am sozialistischen und humanistischen Erbe des originaren Marxismus festhielt, loste er in den achtziger Jahren die Nietzsche-Debatte der DDR aus, die ihn im kulturellen und wissenschaftlichen Leben der DDR endgultig isolierte. Band 12 der Reihe prasentiert Harichs letztes grosses Werk, den (...) Dialog "Nietzsche und seine Bruder", sowie zahlreiche Dokumente, darunter auch Briefe an Erich Honecker, Willy Stoph, Kurt Hager oder Stephan Hermlin. (shrink)

Seit Ende der 40er Jahre setzte sich Wolfgang Harich intensiv mit naturwissenschaftlichen und anthropologischen Fragestellungen auseinander. Dabei ging er der Frage nach, ob der Marxismus eine eigenständige Lehre vom Menschen benötige. Um 1950 entstand dann der Kontakt zu Arnold Gehlen, die Brieffreundschaft der beiden hielt bis zum Tod Gehlens. Über alle weltanschaulichen Diskrepanzen hinweg korrespondierten sie über wissenschaftliche Fragen und in zunehmendem Maße auch über Privates. Der Band enthält nach drei einleitenden Aufsätzen und Manuskripten Harichs dessen erhaltene Briefe an (...) Arnold Gehlen. Außerdem werden seine weiteren Studien zur Anthropologie präsentiert. Abschließend wird dann sein Eintreten für Paul Alsberg vorgestellt. (shrink)

Alles dreht sich um Werte. Sie werden von Politikern herbeizitiert, gerne bekennt man sich zu ihnen? in der Konsumwelt, in der politischen Aktionskunst, beim Wohnen, beim Essen und im Fitnesskult. Wolfgang Ullrich nimmt die Karriere der Werte in verschiedenen Bereichen unter die Lupe. Seine These: Sich zu Werten zu bekennen ist so beliebt, weil es dem Selbstbewusstsein schmeichelt. Man darf sich dann moralisch gut und sogar kreativ fühlen. Ullrich untersucht, wie Werte im Einzelnen in Szene gesetzt werden. Aber er (...) fragt auch, wie sich gesellschaftspolitische Debatten unter diesen Vorzeichen entwickeln. (shrink)

The Illusion of Control makes the case that people waste an inordinate amount of energy trying to control events and people that they have little or no control over.

This thought-provoking volume of essays, wide-ranging in scope and interdisciplinary in its approach, engages with questions surrounding the many meanings ascribed to death and the memorialisation of the dead. In its eight essays, it traverses whole thought-continents: from those who muse that "death has happened since the beginning of time; it is not to upset you today" to the stark presentation of a reality which erodes the human face and thus a person's individuality. What clearly emerges are the many respects (...) in which death itself has been and, indeed, remains, contested ground (both literally and metaphorically). This collection is an important contribution to the ever-expanding field of studies on Death and Dying." - Salvador Ryan - ed., Death and the Irish: a Miscellany (Dublin: Wordwell Books, 2016). (shrink)