Download or read book On Science Inference Information and Decision Making written by A. Szaniawski and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: There are two competing pictures of science. One considers science as a system of inferences, whereas another looks at science as a system of actions. The essays included in this collection offer a view which intends to combine both pictures. This compromise is well illustrated by Szaniawski's analysis of statistical inferences. It is shown that traditional approaches to the foundations of statistics do not need to be regarded as conflicting with each other. Thus, statistical rules can be treated as rules of behaviour as well as rules of inference. Szaniawski's uniform approach relies on the concept of rationality, analyzed from the point of view of decision theory. Applications of formal tools to the problem of justice and division of goods shows that the concept of rationality has a wider significance. Audience: The book will be of interest to philosophers of science, logicians, ethicists and mathematicians.

Download or read book The Philosophy of Information written by Luciano Floridi and published by Oxford University Press. This book was released on 2011-01-27 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: Examines the conceptual nature and basic principles of information.

Download or read book Statistical Inference as Severe Testing written by Deborah G. Mayo and published by Cambridge University Press. This book was released on 2018-09-20 with total page 503 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mounting failures of replication in social and biological sciences give a new urgency to critically appraising proposed reforms. This book pulls back the cover on disagreements between experts charged with restoring integrity to science. It denies two pervasive views of the role of probability in inference: to assign degrees of belief, and to control error rates in a long run. If statistical consumers are unaware of assumptions behind rival evidence reforms, they can't scrutinize the consequences that affect them (in personalized medicine, psychology, etc.). The book sets sail with a simple tool: if little has been done to rule out flaws in inferring a claim, then it has not passed a severe test. Many methods advocated by data experts do not stand up to severe scrutiny and are in tension with successful strategies for blocking or accounting for cherry picking and selective reporting. Through a series of excursions and exhibits, the philosophy and history of inductive inference come alive. Philosophical tools are put to work to solve problems about science and pseudoscience, induction and falsification.

Download or read book Exploring Education for Digital Librarians written by Sue Myburgh and published by Elsevier. This book was released on 2013-04-17 with total page 335 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exploring Education for Digital Librarians provides a refreshing perspective on the discipline and profession of Library and Information Science (LIS), with a focus on preparing students for careers as librarians who can deal with present and future digital information environments. A re-examination of the knowledge base of the field, combined with a proposed theoretical structure for LIS, provide the basis for this work, which also examines competencies for practice as well as some of the international changes in the nature of higher education. The authors finally suggest a model that could be used internationally to educate librarians for their new roles and social responsibilities in a digitised, networked world.The twelve chapters of this book cover key issues in education for digital librarians, including: the necessity of regenerating the profession; current contexts; previous research on education for digital librarians; understanding the dimensions of the discipline and profession of librarianship, and the distinctions between them; the social purpose of librarianship as a profession and the theoretical framework which supports the practice of the profession; a brief analysis of curriculum design, pedagogies and teaching methods, and a glimpse of the proactive and important future role of librarianship in society. - Considers the ubiquitous misunderstanding that technology can replace libraries and librarians - Provides a theoretical view of the field which can contribute awareness of dimensions of the dilemmas which the discipline/profession currently faces - Presents a broad international perspective which provides a basis for a new model for LIS education

Download or read book Knowledge Based Intelligent System Advancements Systemic and Cybernetic Approaches written by Jozefczyk, Jerzy and published by IGI Global. This book was released on 2010-08-31 with total page 506 pages. Available in PDF, EPUB and Kindle. Book excerpt: Knowledge-Based Intelligent System Advancements: Systemic and Cybernetic Approaches presents selected new AI–based ideas and methods for analysis and decision making in intelligent information systems derived using systemic and cybernetic approaches. This book is useful for researchers, practitioners and students interested intelligent information retrieval and processing, machine learning and adaptation, knowledge discovery, applications of fuzzy based methods and neural networks.

Download or read book The Western Devaluation of Knowledge written by Charles B. Osburn and published by Rowman & Littlefield. This book was released on 2013-12-05 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Western Devaluation of Knowledge is an exploration of the causes and effects of Western cultural changes that have evolved during the past half millennium of industrialization to diminish the value of knowledge as process. Western culture has developed a conceptualization and valuation of knowledge that reverses the traditional knowledge continuum that connects data (information) to understanding. As a result, we displace the subjective and human features of knowledge with automated systems that conforms with information and devalues the knowledge process. This book explains this change as a result of the industrial influences that began to gain strength in the 15th century and continued on that path through today’s economic and cultural globalization. The author shows that science and technology, while bringing good on many fronts have also: Weakened or replaced traditional sources of cultural authority, Advanced a materialistic outlook; Hastened the broad spread of capitalist values, principles, and strategies; Fostered a pervasive dependence on technological innovation; and Nurtured an extreme rationality. Osburn shows that while any one of the above cultural currently would have been sufficient to cause deep and generalized change, their confluence was the deciding inspiration for a different epistemology, one that has altered the generally accepted meaning and valuation of knowledge.

Download or read book Statistical and Inductive Inference by Minimum Message Length written by C.S. Wallace and published by Springer Science & Business Media. This book was released on 2005-05-26 with total page 456 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Minimum Message Length (MML) Principle is an information-theoretic approach to induction, hypothesis testing, model selection, and statistical inference. MML, which provides a formal specification for the implementation of Occam's Razor, asserts that the ‘best’ explanation of observed data is the shortest. Further, an explanation is acceptable (i.e. the induction is justified) only if the explanation is shorter than the original data. This book gives a sound introduction to the Minimum Message Length Principle and its applications, provides the theoretical arguments for the adoption of the principle, and shows the development of certain approximations that assist its practical application. MML appears also to provide both a normative and a descriptive basis for inductive reasoning generally, and scientific induction in particular. The book describes this basis and aims to show its relevance to the Philosophy of Science. Statistical and Inductive Inference by Minimum Message Length will be of special interest to graduate students and researchers in Machine Learning and Data Mining, scientists and analysts in various disciplines wishing to make use of computer techniques for hypothesis discovery, statisticians and econometricians interested in the underlying theory of their discipline, and persons interested in the Philosophy of Science. The book could also be used in a graduate-level course in Machine Learning and Estimation and Model-selection, Econometrics and Data Mining. C.S. Wallace was appointed Foundation Chair of Computer Science at Monash University in 1968, at the age of 35, where he worked until his death in 2004. He received an ACM Fellowship in 1995, and was appointed Professor Emeritus in 1996. Professor Wallace made numerous significant contributions to diverse areas of Computer Science, such as Computer Architecture, Simulation and Machine Learning. His final research focused primarily on the Minimum Message Length Principle.

Download or read book Blameworthy Belief written by Nikolaj Nottelmann and published by Springer Science & Business Media. This book was released on 2007-07-18 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: Believing the wrong thing can have drastic consequences. The question of when a person is not only ill-guided, but genuinely at fault for holding a particular belief goes to the root of our understanding of such notions as criminal negligence and moral responsibility. This book explores the conditions under which someone may be deemed blameworthy for holding a particular belief, drawing on contemporary epistemology, ethics and legal scholarship.

Download or read book The Lvov Warsaw School written by and published by BRILL. This book was released on 2016-08-01 with total page 508 pages. Available in PDF, EPUB and Kindle. Book excerpt: “The influence of [Kazimierz] Twardowski on modern philosophy in Poland is all-pervasive. Twardowski instilled in his students a passion for clarity [...] and seriousness. He taught them to regard philosophy as a collaborative effort, a matter of disciplined discussion and argument, and he encouraged them to train themselves thoroughly in at least one extra-philosophical discipline and to work together with scientists from other fields, both inside Poland and internationally. This led above all [...] to collaborations with mathematicians, so that the Lvov school of philosophy would gradually evolve into the Warsaw school of logic [...]. Twardowski taught his students, too, to respect and to pursue serious research in the history of philosophy, an aspect of the tradition of philosophy on Polish territory which is illustrated in such disparate works as [Jan] Łukasiewicz’s ground-breaking monograph on the law of non-contradiction in Aristotle and [Władysław] Tatarkiewicz’s highly influential multi-volume histories of philosophy and aesthetics [...] The term ‘Polish philosophy’ is a misnomer [...] for Polish philosophy is philosophy per se; it is part and parcel of the mainstream of world philosophy – simply because [...] it meets international standards of training, rigour, professionalism and specialization.” – Barry Smith (from: “Why Polish Philosophy does Not Exist”)

Download or read book Decision Making and Modelling in Cognitive Science written by Sisir Roy and published by Springer. This book was released on 2016-10-26 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses the paradigm of quantum ontology as an appropriate model for measuring cognitive processes. It clearly shows the inadequacy of the application of classical probability theory in modelling the human cognitive domain. The chapters investigate the context dependence and neuronal basis of cognition in a coherent manner. According to this framework, epistemological issues related to decision making and state of mind are seen to be similar to issues related to equanimity and neutral mind, as discussed in Buddhist perspective. The author states that quantum ontology as a modelling tool will help scientists create new methodologies of modelling in other streams of science as well.

Download or read book Information Theory Inference and Learning Algorithms written by David J. C. MacKay and published by Cambridge University Press. This book was released on 2003-09-25 with total page 694 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics and cryptography. The book introduces theory in tandem with applications. Information theory is taught alongside practical communication systems such as arithmetic coding for data compression and sparse-graph codes for error-correction. Inference techniques, including message-passing algorithms, Monte Carlo methods and variational approximations, are developed alongside applications to clustering, convolutional codes, independent component analysis, and neural networks. Uniquely, the book covers state-of-the-art error-correcting codes, including low-density-parity-check codes, turbo codes, and digital fountain codes - the twenty-first-century standards for satellite communications, disk drives, and data broadcast. Richly illustrated, filled with worked examples and over 400 exercises, some with detailed solutions, the book is ideal for self-learning, and for undergraduate or graduate courses. It also provides an unparalleled entry point for professionals in areas as diverse as computational biology, financial engineering and machine learning.

Download or read book Theory of Questions written by Anna Brożek and published by Rodopi. This book was released on 2015-06-29 with total page 422 pages. Available in PDF, EPUB and Kindle. Book excerpt: Preliminary material /Editors Theory of Questions -- INTRODUCTION /Editors Theory of Questions -- ONTOLOGICAL AND EPISTEMOLOGICAL PRELIMINARIES /Editors Theory of Questions -- SEMANTICS AND PRAGMATICS /Editors Theory of Questions -- SENTENCES AND PICTURES OF SITUATIONS /Editors Theory of Questions -- SEMANTICO-CATEGORIAL ANALYSIS /Editors Theory of Questions -- THE COMMUNICATIVE FUNCTION OF QUESTIONS /Editors Theory of Questions -- THE STRUCTURE OF NATURAL-LANGUAGE QUESTIONS /Editors Theory of Questions -- SEMANTICO-CATEGORIAL DESCRIPTION OF QUESTIONS /Editors Theory of Questions -- COGNITIVE CONTENT AND COGNITIVE CONTEXT OF QUESTIONS /Editors Theory of Questions -- ANSWERS /Editors Theory of Questions -- EMBEDDED QUESTIONS /Editors Theory of Questions -- THE ANALYSIS OF EROTETIC SITUATION /Editors Theory of Questions -- QUESTIONS IN SCIENCE /Editors Theory of Questions -- EROTETIC REASONING /Editors Theory of Questions -- PSYCHOLOGICAL ANALYSIS OF QUESTIONS /Editors Theory of Questions -- QUESTIONS IN SURVEYS /Editors Theory of Questions -- QUESTIONS IN DIDACTIC TESTS /Editors Theory of Questions -- QUESTIONS IN LEGAL PROCEEDINGS /Editors Theory of Questions -- PHILOSOPHICAL QUESTIONS /Editors Theory of Questions -- CONCLUSIONS /Editors Theory of Questions -- FROM THE HISTORY OF EROTETICS IN POLAND IN THE 20TH CENTURY144 /Editors Theory of Questions -- REFERENCES /Editors Theory of Questions -- NAME INDEX /Editors Theory of Questions.

Download or read book Decision Making for the Environment written by National Research Council and published by National Academies Press. This book was released on 2005-07-01 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the growing number, complexity, and importance of environmental problems come demands to include a full range of intellectual disciplines and scholarly traditions to help define and eventually manage such problems more effectively. Decision Making for the Environment: Social and Behavioral Science Research Priorities is the result of a 2-year effort by 12 social and behavioral scientists, scholars, and practitioners. The report sets research priorities for the social and behavioral sciences as they relate to several different kinds of environmental problems.

Download or read book The Significance Test Controversy Revisited written by Bruno Lecoutre and published by Springer Nature. This book was released on 2022-10-13 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explains the misuses and abuses of Null Hypothesis Significance Tests, which are reconsidered in light of Jeffreys’ Bayesian concept of the role of statistical inference, in experimental investigations. Minimizing the technical aspects, the studies focuses mainly on methodological contributions. The first part of the book gives an overview of the major approaches to statistical testing and an enlightening discussion of the philosophies of Fisher, Neyman-Pearson and Jeffrey. The conceptual and methodological implications of current practices of reporting effect sizes and confidence intervals are also examined and challenged. This sheds new light on the "significance testing controversy" and provides an appropriate Bayesian framework for a comprehensive approach to the analysis and interpretation of experimental data. The second part of the book provides concrete Bayesian routine procedures that bypass common misuses of significance testing and are readily applicable in a wide range of real applications. This approach addresses the need for objective reporting of experimental data, that is acceptable to the scientific community. This is emphasized by the name fiducial (from the Latin fiducia = confidence). The fiducial Bayesian procedures provide the reader with a real opportunity to think sensibly about problems of statistical inference. This book prepares students and researchers to critically read statistical analyses reported in the literature and equips them with an appropriate alternative to the use of significance testing.

Download or read book The Role of Science in Regulatory Reform written by United States. Congress. House. Committee on Science and Technology. Subcommittee on Investigations and Oversight and published by . This book was released on 2009 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Data Science for Decision Makers written by Jon Howells and published by Packt Publishing Ltd. This book was released on 2024-07-26 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bridge the gap between business and data science by learning how to interpret machine learning and AI models, manage data teams, and achieve impactful results Key Features Master the concepts of statistics and ML to interpret models and guide decisions Identify valuable AI use cases and manage data science projects from start to finish Empower top data science teams to solve complex problems and build AI products Purchase of the print Kindle book includes a free PDF eBook Book DescriptionAs data science and artificial intelligence (AI) become prevalent across industries, executives without formal education in statistics and machine learning, as well as data scientists moving into leadership roles, must learn how to make informed decisions about complex models and manage data teams. This book will elevate your leadership skills by guiding you through the core concepts of data science and AI. This comprehensive guide is designed to bridge the gap between business needs and technical solutions, empowering you to make informed decisions and drive measurable value within your organization. Through practical examples and clear explanations, you'll learn how to collect and analyze structured and unstructured data, build a strong foundation in statistics and machine learning, and evaluate models confidently. By recognizing common pitfalls and valuable use cases, you'll plan data science projects effectively, from the ground up to completion. Beyond technical aspects, this book provides tools to recruit top talent, manage high-performing teams, and stay up to date with industry advancements. By the end of this book, you’ll be able to characterize the data within your organization and frame business problems as data science problems.What you will learn Discover how to interpret common statistical quantities and make data-driven decisions Explore ML concepts as well as techniques in supervised, unsupervised, and reinforcement learning Find out how to evaluate statistical and machine learning models Understand the data science lifecycle, from development to monitoring of models in production Know when to use ML, statistical modeling, or traditional BI methods Manage data teams and data science projects effectively Who this book is for This book is designed for executives who want to understand and apply data science methods to enhance decision-making. It is also for individuals who work with or manage data scientists and machine learning engineers, such as chief data officers (CDOs), data science managers, and technical project managers.

Download or read book The Significance Test Controversy written by Ramon E. Henkel and published by Routledge. This book was released on 2017-07-28 with total page 347 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tests of significance have been a key tool in the research kit of behavioral scientists for nearly fifty years, but their widespread and uncritical use has recently led to a rising volume of controversy about their usefulness. This book gathers the central papers in this continuing debate, brings the issues into clear focus, points out practical problems and philosophical pitfalls involved in using the tests, and provides a benchmark from which further analysis can proceed.The papers deal with some of the basic philosophy of science, mathematical and statistical assumptions connected with significance tests and the problems of the interpretation of test results, but the work is essentially non-technical in its emphasis. The collection succeeds in raising a variety of questions about the value of the tests; taken together, the questions present a strong case for vital reform in test use, if not for their total abandonment in research.The book is designed for practicing researchers-those not extensively trained in mathematics and statistics that must nevertheless regularly decide if and how tests of significance are to be used-and for those training for research. While controversy has been centered in sociology and psychology, and the book will be especially useful to researchers and students in those fields, its importance is great across the spectrum of the scientific disciplines in which statistical procedures are essential-notably political science, economics, and the other social sciences, education, and many biological fields as well.Denton E. Morrison is professor, Department of Sociology, Michigan State University.Ramon E. Henkel is associate professor emeritus, Department of Sociology University of Maryland. He teaches as part of the graduate faculty.