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Induction Algorithmic Learning Theory And Philosophy
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Book Synopsis Induction, Algorithmic Learning Theory, and Philosophy by : Michèle Friend
Download or read book Induction, Algorithmic Learning Theory, and Philosophy written by Michèle Friend and published by Springer Science & Business Media. This book was released on 2007-08-21 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first book to collect essays from philosophers, mathematicians and computer scientists working at the exciting interface of algorithmic learning theory and the epistemology of science and inductive inference. Readable, introductory essays provide engaging surveys of different, complementary, and mutually inspiring approaches to the topic, both from a philosophical and a mathematical viewpoint.
Book Synopsis Pluralism in Mathematics: A New Position in Philosophy of Mathematics by : Michèle Friend
Download or read book Pluralism in Mathematics: A New Position in Philosophy of Mathematics written by Michèle Friend and published by Springer Science & Business Media. This book was released on 2013-11-20 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about philosophy, mathematics and logic, giving a philosophical account of Pluralism which is a family of positions in the philosophy of mathematics. There are four parts to this book, beginning with a look at motivations for Pluralism by way of Realism, Maddy’s Naturalism, Shapiro’s Structuralism and Formalism. In the second part of this book the author covers: the philosophical presentation of Pluralism; using a formal theory of logic metaphorically; rigour and proof for the Pluralist; and mathematical fixtures. In the third part the author goes on to focus on the transcendental presentation of Pluralism, and in part four looks at applications of Pluralism, such as a Pluralist approach to proof in mathematics and how Pluralism works in regard to together-inconsistent philosophies of mathematics. The book finishes with suggestions for further Pluralist enquiry. In this work the author takes a deeply radical approach in developing a new position that will either convert readers, or act as a strong warning to treat the word ‘pluralism’ with care.
Book Synopsis Philosophy of Computing by : Björn Lundgren
Download or read book Philosophy of Computing written by Björn Lundgren and published by Springer Nature. This book was released on 2022-05-04 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book features a unique selection of works presented at the 2019 annual international conference of the International Association for Computing and Philosophy (IACAP). Every contribution has been peer-reviewed, revised, and extended. The included chapters are thematically diverse; topics include epistemology, dynamic epistemic logic, topology, philosophy of science and computation, game theory and abductive inferences, automated reasoning and mathematical proofs, computer simulations, scientific modelling, applied ethics, pedagogy, human-robot interactions, and big data, algorithms, and artificial intelligence. The volume is a testament to the value of interdisciplinary approaches to the computational and informational turn. We live in a time of tremendous development, which requires rigorous reflection on the philosophical nature of these technologies and how they are changing the world. How can we understand these technologies? How do these technologies change our understanding of the world? And how do these technologies affect our place as humans in the world? These questions, and more, are addressed in this volume which is of interest to philosophers, engineers, and computer scientists alike.
Book Synopsis Algorithmic Learning Theory by : Kamalika Chaudhuri
Download or read book Algorithmic Learning Theory written by Kamalika Chaudhuri and published by Springer. This book was released on 2015-10-04 with total page 405 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 26th International Conference on Algorithmic Learning Theory, ALT 2015, held in Banff, AB, Canada, in October 2015, and co-located with the 18th International Conference on Discovery Science, DS 2015. The 23 full papers presented in this volume were carefully reviewed and selected from 44 submissions. In addition the book contains 2 full papers summarizing the invited talks and 2 abstracts of invited talks. The papers are organized in topical sections named: inductive inference; learning from queries, teaching complexity; computational learning theory and algorithms; statistical learning theory and sample complexity; online learning, stochastic optimization; and Kolmogorov complexity, algorithmic information theory.
Book Synopsis Hume's Problem Solved by : Gerhard Schurz
Download or read book Hume's Problem Solved written by Gerhard Schurz and published by MIT Press. This book was released on 2019-05-07 with total page 401 pages. Available in PDF, EPUB and Kindle. Book excerpt: A new approach to Hume's problem of induction that justifies the optimality of induction at the level of meta-induction. Hume's problem of justifying induction has been among epistemology's greatest challenges for centuries. In this book, Gerhard Schurz proposes a new approach to Hume's problem. Acknowledging the force of Hume's arguments against the possibility of a noncircular justification of the reliability of induction, Schurz demonstrates instead the possibility of a noncircular justification of the optimality of induction, or, more precisely, of meta-induction (the application of induction to competing prediction models). Drawing on discoveries in computational learning theory, Schurz demonstrates that a regret-based learning strategy, attractivity-weighted meta-induction, is predictively optimal in all possible worlds among all prediction methods accessible to the epistemic agent. Moreover, the a priori justification of meta-induction generates a noncircular a posteriori justification of object induction. Taken together, these two results provide a noncircular solution to Hume's problem. Schurz discusses the philosophical debate on the problem of induction, addressing all major attempts at a solution to Hume's problem and describing their shortcomings; presents a series of theorems, accompanied by a description of computer simulations illustrating the content of these theorems (with proofs presented in a mathematical appendix); and defends, refines, and applies core insights regarding the optimality of meta-induction, explaining applications in neighboring disciplines including forecasting sciences, cognitive science, social epistemology, and generalized evolution theory. Finally, Schurz generalizes the method of optimality-based justification to a new strategy of justification in epistemology, arguing that optimality justifications can avoid the problems of justificatory circularity and regress.
Book Synopsis Intelligence and Spirit by : Reza Negarestani
Download or read book Intelligence and Spirit written by Reza Negarestani and published by MIT Press. This book was released on 2019-02-12 with total page 591 pages. Available in PDF, EPUB and Kindle. Book excerpt: A critique of both classical humanism and dominant trends in posthumanism that formulates the ultimate form of intelligence as a theoretical and practical thought unfettered by the temporal order of things. In Intelligence and Spirit Reza Negarestani formulates the ultimate form of intelligence as a theoretical and practical thought unfettered by the temporal order of things, a real movement capable of overcoming any state of affairs that, from the perspective of the present, may appear to be the complete totality of history. Intelligence pierces through what seems to be the totality or the inevitable outcome of its history, be it the manifest portrait of the human or technocapitalism as the alleged pilot of history. Building on Hegel's account of Geist as a multiagent conception of mind and on Kant's transcendental psychology as a functional analysis of the conditions of possibility of mind, Negarestani provides a critique of both classical humanism and dominant trends in posthumanism. The assumptions of the former are exposed by way of a critique of the transcendental structure of experience as a tissue of subjective or psychological dogmas; the claims of the latter regarding the ubiquity of mind or the inevitable advent of an unconstrained superintelligence are challenged as no more than ideological fixations which do not stand the test of systematic scrutiny. This remarkable fusion of continental philosophy in the form of a renewal of the speculative ambitions of German Idealism and analytic philosophy in the form of extended thought-experiments and a philosophy of artificial languages opens up new perspectives on the meaning of human intelligence and explores the real potential of posthuman intelligence and what it means for us to live in its prehistory.
Book Synopsis Virtue Epistemology Naturalized by : Abrol Fairweather
Download or read book Virtue Epistemology Naturalized written by Abrol Fairweather and published by Springer. This book was released on 2014-05-27 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents four bridges connecting work in virtue epistemology and work in philosophy of science (broadly construed) that may serve as catalysts for the further development of naturalized virtue epistemology. These bridges are: empirically informed theories of epistemic virtue; virtue theoretic solutions to under determination; epistemic virtues in the history of science; and the value of understanding. Virtue epistemology has opened many new areas of inquiry in contemporary epistemology including: epistemic agency, the role of motivations and emotions in epistemology, the nature of abilities, skills and competences, wisdom and curiosity. Value driven epistemic inquiry has become quite complex and there is a need for a responsible and rigorous process of constructing naturalized theories of epistemic virtue. This volume makes the involvement of the sciences more explicit and looks at the empirical aspect of virtue epistemology. Concerns about virtue epistemology are considered in the essays contained here, including the question: can any virtue epistemology meet both the normativity constraint and the empirical constraint? The volume suggests that these worries should not be seen as impediments but rather as useful constraints and desiderata to guide the construction of naturalized theories of epistemic virtue.
Book Synopsis Science, Technology, and Virtues by : Emanuele Ratti
Download or read book Science, Technology, and Virtues written by Emanuele Ratti and published by Oxford University Press. This book was released on 2021 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: Virtues have become a valuable and relevant resource for understanding modern science and technology. Scientific practice requires not only following prescribed rules but also cultivating judgment, building mental habits, and developing proper emotional responses. The rich philosophical traditions around virtue can provide key insights into scientific research, including understanding how daily practice shapes scientists themselves and how ethical dilemmas created by modern scientific research and technology should be navigated. Science, Technology, and Virtues gathers both new and eminent scholars to show how concepts of virtue can help us better understand, construct, and use the products of modern science and technology. Contributors draw from examples across philosophy, history, sociology, political science, and engineering to explore how virtue theory can help orient science and technology towards the pursuit of the good life. Split into four major sections, this volume covers virtues in science, technology, epistemology, and research ethics, with individual chapters discussing applications of virtues to scientific practice, the influence of virtue ethics on socially responsible research, and the concept of failing well within the scientific community. Rather than offer easy solutions, the essays in this volume instead illustrate how virtue concepts can provide a productive and illuminating perspective on two phenomena at the core of modern life. Fresh and thought-provoking, Science, Technology, and Virtues presents a pluralistic set of scholarship to show how virtue concepts can enrich our understanding of scientific research, guide the design and use of new technologies, and shape how we envision future scientists, engineers, consumers, and citizens.
Book Synopsis Encyclopedia of Philosophy and the Social Sciences by : Byron Kaldis
Download or read book Encyclopedia of Philosophy and the Social Sciences written by Byron Kaldis and published by SAGE Publications. This book was released on 2013-03-07 with total page 1195 pages. Available in PDF, EPUB and Kindle. Book excerpt: This encyclopedia, magnificently edited by Byron Kaldis, will become a valuable source both of reference and inspiration for all those who are interested in the interrelation between philosophy and the many facets of the social sciences. A must read for every student of the humanities.--Wulf Gaertner, University of Osnabrueck, Germany "Byron Kaldis′ Encyclopedia of Philosophy and the Social Sciences is a triumph. The entries are consistently good, the coverage is amazing, and he has managed to involve the whole scholarly community in this field. It shows off the field very well, and will be a magnificent resource for students and others." -- Stephen Turner, USF, USA " Like all good works of reference this Encyclopedia of Philosophy and the Social Sciences is not to be treated passively: it provides clear and sometimes controversial material for constructive confrontation. It is a rich resource for critical engagement. The Encyclopedia conceived and edited by Byron Kaldis is a work of impressive scope and I am delighted to have it on my bookshelf."-- David Bloor, Edinburgh, UK "This splendid and possibly unique work steers a skilful course between narrower conceptions of philosophy and the social sciences. It will be an invaluable resource for students and researchers in either or both fields, and to anyone working on the interrelations between them." -- William Outhwaite, Newcastle, UK "A work of vast scope and widely gathered expertise, the Encyclopedia of Philosophy and the Social Sciences is a splendid resource for anyone interested in the interface between philosophy and the social sciences." --Nicholas Rescher, Pittsburgh This encyclopedia is the first of its kind in bringing together philosophy and the social sciences. It is not only about the philosophy of the social sciences but, going beyond that, it is also about the relationship between philosophy and the social sciences. The subject of this encyclopedia is purposefully multi- and inter-disciplinary. Knowledge boundaries are both delineated and crossed over. The goal is to convey a clear sense of how philosophy looks at the social sciences and to mark out a detailed picture of how the two are interrelated: interwoven at certain times but also differentiated and contrasted at others. The Entries cover topics of central significance but also those that are both controversial and on the cutting-edge, underlining the unique mark of this Encyclopedia: the interrelationship between philosophy and the social sciences, especially as it is found in fresh ideas and unprecedented hybrid disciplinary areas. The Encyclopedia serves a further dual purpose: it contributes to the renewal of the philosophy of the social sciences and helps to promote novel modes of thinking about some of its classic problems. "The Encyclopedia of Philosophy and the Social Sciences edited by Byron Kaldis, provides a unique, needed, and invaluable resource for researchers at every level. Unique because nothing else offers the breadth of coverage found in this work; needed because it permits researchers to find longer but also relatively brief, clear, but nonetheless expert articles introducing important topics; and invaluable because of the guidance offered to both related topics and further study. It should be the place that any interested person looks first when seeking to learn about philosophy and the social sciences." Paul Roth, UC Santa Cruz, USA "The Encyclopedia of Philosophy and the Social Sciences edited by Byron Kaldis covers an enormous range of topics in philosophy and the social sciences and the entries are compact overviews of the essential issues" Harold Kincaid, University of Alabama at Birmingham, USA
Download or read book Discovery Science written by João Gama and published by Springer. This book was released on 2009-10-07 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the twelfth International Conference, on Discovery Science, DS 2009, held in Porto, Portugal, in October 2009. The 35 revised full papers presented were carefully selected from 92 papers. The scope of the conference includes the development and analysis of methods for automatic scientific knowledge discovery, machine learning, intelligent data analysis, theory of learning, as well as their applications.
Book Synopsis Algorithmic Learning Theory by : Setsuo Arikawa
Download or read book Algorithmic Learning Theory written by Setsuo Arikawa and published by Springer Science & Business Media. This book was released on 1994-09-28 with total page 600 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents the proceedings of the Fourth International Workshop on Analogical and Inductive Inference (AII '94) and the Fifth International Workshop on Algorithmic Learning Theory (ALT '94), held jointly at Reinhardsbrunn Castle, Germany in October 1994. (In future the AII and ALT workshops will be amalgamated and held under the single title of Algorithmic Learning Theory.) The book contains revised versions of 45 papers on all current aspects of computational learning theory; in particular, algorithmic learning, machine learning, analogical inference, inductive logic, case-based reasoning, and formal language learning are addressed.
Download or read book Inductive Logic written by Dov M. Gabbay and published by Elsevier. This book was released on 2011-05-27 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: Inductive Logic is number ten in the 11-volume Handbook of the History of Logic. While there are many examples were a science split from philosophy and became autonomous (such as physics with Newton and biology with Darwin), and while there are, perhaps, topics that are of exclusively philosophical interest, inductive logic — as this handbook attests — is a research field where philosophers and scientists fruitfully and constructively interact. This handbook covers the rich history of scientific turning points in Inductive Logic, including probability theory and decision theory. Written by leading researchers in the field, both this volume and the Handbook as a whole are definitive reference tools for senior undergraduates, graduate students and researchers in the history of logic, the history of philosophy, and any discipline, such as mathematics, computer science, cognitive psychology, and artificial intelligence, for whom the historical background of his or her work is a salient consideration. - Chapter on the Port Royal contributions to probability theory and decision theory - Serves as a singular contribution to the intellectual history of the 20th century - Contains the latest scholarly discoveries and interpretative insights
Book Synopsis Algorithmic Learning Theory by : Klaus P. Jantke
Download or read book Algorithmic Learning Theory written by Klaus P. Jantke and published by Springer Science & Business Media. This book was released on 1993-10-20 with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt: Annotation This volume contains the papers that were presented at theThird Workshop onAlgorithmic Learning Theory, held in Tokyoin October 1992. In addition to 3invited papers, the volumecontains 19 papers accepted for presentation, selected from29 submitted extended abstracts. The ALT workshops have beenheld annually since 1990 and are organized and sponsored bythe Japanese Society for Artificial Intelligence. The mainobjective of these workshops is to provide an open forum fordiscussions and exchanges of ideasbetween researchers fromvarious backgrounds in this emerging, interdisciplinaryfield of learning theory. The volume is organized into partson learning via query, neural networks, inductive inference, analogical reasoning, and approximate learning.
Book Synopsis The Routledge Companion to Philosophy of Psychology by : Sarah Robins
Download or read book The Routledge Companion to Philosophy of Psychology written by Sarah Robins and published by Routledge. This book was released on 2019-10-08 with total page 890 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Routledge Companion to Philosophy of Psychology, Second Edition is an invaluable guide and major reference source to the key topics, problems, concepts, and debates in philosophy of psychology and is the first companion of its kind. A team of renowned international contributors provide forty-eight chapters, organized into six clear parts: Historical background to philosophy of psychology Psychological explanation Cognition and representation The biological basis of psychology Perceptual experience Personhood. The Companion covers key topics, such as the origins of experimental psychology; folk psychology; behaviorism and functionalism; philosophy, psychology and neuroscience; the language of thought, modularity, nativism, and representational theories of mind; consciousness and the senses; dreams, emotion, and temporality; personal identity; and the philosophy of psychopathology. For the second edition, six new chapters have been added to address the following important topics: belief and representation in nonhuman animals; prediction error minimization; contemporary neuroscience; plant neurobiology; epistemic judgment; and group cognition. Essential reading for all students of philosophy of mind, science, and psychology, The Routledge Companion to Philosophy of Psychology will also be of interest to anyone studying psychology and its related disciplines.
Book Synopsis Privacy, Due Process and the Computational Turn by : Mireille Hildebrandt
Download or read book Privacy, Due Process and the Computational Turn written by Mireille Hildebrandt and published by Routledge. This book was released on 2013-06-03 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: Privacy, Due process and the Computational Turn: The Philosophy of Law Meets the Philosophy of Technology engages with the rapidly developing computational aspects of our world including data mining, behavioural advertising, iGovernment, profiling for intelligence, customer relationship management, smart search engines, personalized news feeds, and so on in order to consider their implications for the assumptions on which our legal framework has been built. The contributions to this volume focus on the issue of privacy, which is often equated with data privacy and data security, location privacy, anonymity, pseudonymity, unobservability, and unlinkability. Here, however, the extent to which predictive and other types of data analytics operate in ways that may or may not violate privacy is rigorously taken up, both technologically and legally, in order to open up new possibilities for considering, and contesting, how we are increasingly being correlated and categorizedin relationship with due process – the right to contest how the profiling systems are categorizing and deciding about us.
Book Synopsis Algorithmic Probability and Friends. Bayesian Prediction and Artificial Intelligence by : David L. Dowe
Download or read book Algorithmic Probability and Friends. Bayesian Prediction and Artificial Intelligence written by David L. Dowe and published by Springer. This book was released on 2013-10-22 with total page 457 pages. Available in PDF, EPUB and Kindle. Book excerpt: Algorithmic probability and friends: Proceedings of the Ray Solomonoff 85th memorial conference is a collection of original work and surveys. The Solomonoff 85th memorial conference was held at Monash University's Clayton campus in Melbourne, Australia as a tribute to pioneer, Ray Solomonoff (1926-2009), honouring his various pioneering works - most particularly, his revolutionary insight in the early 1960s that the universality of Universal Turing Machines (UTMs) could be used for universal Bayesian prediction and artificial intelligence (machine learning). This work continues to increasingly influence and under-pin statistics, econometrics, machine learning, data mining, inductive inference, search algorithms, data compression, theories of (general) intelligence and philosophy of science - and applications of these areas. Ray not only envisioned this as the path to genuine artificial intelligence, but also, still in the 1960s, anticipated stages of progress in machine intelligence which would ultimately lead to machines surpassing human intelligence. Ray warned of the need to anticipate and discuss the potential consequences - and dangers - sooner rather than later. Possibly foremostly, Ray Solomonoff was a fine, happy, frugal and adventurous human being of gentle resolve who managed to fund himself while electing to conduct so much of his paradigm-changing research outside of the university system. The volume contains 35 papers pertaining to the abovementioned topics in tribute to Ray Solomonoff and his legacy.
Book Synopsis Worldviews, Science And Us: Philosophy And Complexity by : Carlos Gershenson
Download or read book Worldviews, Science And Us: Philosophy And Complexity written by Carlos Gershenson and published by World Scientific. This book was released on 2007-02-27 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: Scientific, technological, and cultural changes have always had an impact upon philosophy. They can force a change in the way we perceive the world, reveal new kinds of phenomena to be understood, and provide new ways of understanding phenomena. Complexity science, immersed in a culture of information, is having a diverse but particularly significant impact upon philosophy. Previous ideas do not necessarily sit comfortably with the new paradigm, resulting in new ideas or new interpretations of old ideas.In this unprecedented interdisciplinary volume, researchers from different backgrounds join efforts to update thinking upon philosophical questions with developments in the scientific study of complex systems. The contributions focus on a wide range of topics, but share the common goal of increasing our understanding and improving our descriptions of our complex world. This revolutionary debate includes contributions from leading experts, as well as young researchers proposing fresh ideas.
