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The Naive Approach
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Book Synopsis Forecasting: principles and practice by : Rob J Hyndman
Download or read book Forecasting: principles and practice written by Rob J Hyndman and published by OTexts. This book was released on 2018-05-08 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: Forecasting is required in many situations. Stocking an inventory may require forecasts of demand months in advance. Telecommunication routing requires traffic forecasts a few minutes ahead. Whatever the circumstances or time horizons involved, forecasting is an important aid in effective and efficient planning. This textbook provides a comprehensive introduction to forecasting methods and presents enough information about each method for readers to use them sensibly.
Book Synopsis Budgeting Basics and Beyond by : Jae K. Shim
Download or read book Budgeting Basics and Beyond written by Jae K. Shim and published by John Wiley & Sons. This book was released on 2008-12-03 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt: If the very thought of budgets pushes your sanity over the limit, then this practical, easy-to-use guide is just what you need. Budgeting Basics and Beyond, Third Edition equips you with an all-in-one resource guaranteed to make the budgeting process easier, less stressful, and more effective. Written by Jae Shim and Joel Siegel, the new edition covers Balanced Scorecard, budgeting for nonprofit organizations, business simulations for executive and management training, and much more!
Book Synopsis Naive Lie Theory by : John Stillwell
Download or read book Naive Lie Theory written by John Stillwell and published by Springer Science & Business Media. This book was released on 2008-12-15 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this new textbook, acclaimed author John Stillwell presents a lucid introduction to Lie theory suitable for junior and senior level undergraduates. In order to achieve this, he focuses on the so-called "classical groups'' that capture the symmetries of real, complex, and quaternion spaces. These symmetry groups may be represented by matrices, which allows them to be studied by elementary methods from calculus and linear algebra. This naive approach to Lie theory is originally due to von Neumann, and it is now possible to streamline it by using standard results of undergraduate mathematics. To compensate for the limitations of the naive approach, end of chapter discussions introduce important results beyond those proved in the book, as part of an informal sketch of Lie theory and its history. John Stillwell is Professor of Mathematics at the University of San Francisco. He is the author of several highly regarded books published by Springer, including The Four Pillars of Geometry (2005), Elements of Number Theory (2003), Mathematics and Its History (Second Edition, 2002), Numbers and Geometry (1998) and Elements of Algebra (1994).
Book Synopsis Distributed Applications and Interoperable Systems by : Márk Jelasity
Download or read book Distributed Applications and Interoperable Systems written by Márk Jelasity and published by Springer. This book was released on 2016-05-23 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 16th IFIP International Conference on Distributed Applications and Interoperable Systems, DAIS 2016, held in Heraklion, Crete, Greece, in June 2016. The 13 papers presented together with 3 short papers in this volume were carefully reviewed and selected from 34 submissions. They represent a compelling sample of the state-of-the-art in the area of distributed applications and interoperable systems. Cloud computing and services received a large emphasis this year.
Download or read book Management of Data written by and published by Allied Publishers. This book was released on 2010 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Data Classification by : Charu C. Aggarwal
Download or read book Data Classification written by Charu C. Aggarwal and published by CRC Press. This book was released on 2014-07-25 with total page 704 pages. Available in PDF, EPUB and Kindle. Book excerpt: Comprehensive Coverage of the Entire Area of Classification Research on the problem of classification tends to be fragmented across such areas as pattern recognition, database, data mining, and machine learning. Addressing the work of these different communities in a unified way, Data Classification: Algorithms and Applications explores the underlying algorithms of classification as well as applications of classification in a variety of problem domains, including text, multimedia, social network, and biological data. This comprehensive book focuses on three primary aspects of data classification: Methods: The book first describes common techniques used for classification, including probabilistic methods, decision trees, rule-based methods, instance-based methods, support vector machine methods, and neural networks. Domains: The book then examines specific methods used for data domains such as multimedia, text, time-series, network, discrete sequence, and uncertain data. It also covers large data sets and data streams due to the recent importance of the big data paradigm. Variations: The book concludes with insight on variations of the classification process. It discusses ensembles, rare-class learning, distance function learning, active learning, visual learning, transfer learning, and semi-supervised learning as well as evaluation aspects of classifiers.
Author :Jean-olivier Hairault Publisher :Springer Science & Business Media ISBN 13 :0792399072 Total Pages :372 pages Book Rating :4.7/5 (923 download)
Book Synopsis Business Cycles and Macroeconomic Stability by : Jean-olivier Hairault
Download or read book Business Cycles and Macroeconomic Stability written by Jean-olivier Hairault and published by Springer Science & Business Media. This book was released on 1997-04-30 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Setting the issue "Most economists consider the marked increase in automatic stabilizers a highly favorable development with respect to maintenance of economic stability". Besides the rare privilege of having being signed by both Milton Friedman and Paul Samuelson (Depres,Friedman, Hart, Samuelson, and Wallace [1950]), among others, this sentence expressed as soon as 1950 the consensus view on the stabilizing effect of fiscal rules governing tax revenue and public expendi tures and transfers. This positive ex ante assessment will have been confirmed ex post as part of the explanation for post war stabilization (Burns [1960], de Long and Summers [1986], Moore and Zarnovitz [1986]). However, it becomes disputed in both its positive and normative aspects. Many institutional changes since the eighties point at curbing back the transfer mechanisms underlying automatic stabilizers, and legal restraints on deficits such as the US balanced budget amendment or the European Maastricht criteria would involve serious risks for the future of stabilizers. Under such rules "the government would become, almost inevitally, a destabilizer rather than a stabilizer" said Joseph Stiglitz, quoted by the New York Times (April 1995)). "Built-in stabilizers are automatic fiscal adjustments that reduce the national income multiplier and thus cushion the effects of changes in autonomous spend ing on the level of income" (Pechman [1987]). Early analyses of the automatic fiscal stabilizers include the contributions of A. G. Hart [1945], R. Musgrave and M. Miller (1948) and E. C. Brown (1955).
Book Synopsis Operations Management in the Hospitality Industry by : Peter Szende
Download or read book Operations Management in the Hospitality Industry written by Peter Szende and published by Emerald Group Publishing. This book was released on 2021-06-10 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: From restaurants to resorts, the hospitality industry demands strong operations management to delight guests, develop employees, and deliver financial returns. This introductory textbook provides students with fundamental techniques and tools to analyse and improve operational capabilities of any hospitality organization.
Book Synopsis Developments in Data Extraction, Management, and Analysis by : Do, Nhung
Download or read book Developments in Data Extraction, Management, and Analysis written by Do, Nhung and published by IGI Global. This book was released on 2012-10-31 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the improvements of artificial intelligence, processor speeds and database sizes, the rapidly expanding field of data mining continues to provide advancing methods for managing databases and gaining knowledge. Developments in Data Extraction, Management, and Analysis is an essential collection of research on the area of data mining and analytics. Presenting the most recent perspectives on data mining subjects and current issues, this book is useful for practitioners and academics alike.
Book Synopsis Methods for Handling Imperfect Spatial Information by : Robert Jeansoulin
Download or read book Methods for Handling Imperfect Spatial Information written by Robert Jeansoulin and published by Springer. This book was released on 2010-10-02 with total page 380 pages. Available in PDF, EPUB and Kindle. Book excerpt: Spatial information is pervaded by uncertainty. Indeed, geographical data is often obtained by an imperfect interpretation of remote sensing images, while people attach ill-defined or ambiguous labels to places and their properties. As another example, medical images are often the result of measurements by imprecise sensors (e.g. MRI scans). Moreover, by processing spatial information in real-world applications, additional uncertainty is introduced, e.g. due to the use of interpolation/extrapolation techniques or to conflicts that are detected in an information fusion step. To the best of our knowledge, this book presents the first overview of spatial uncertainty which goes beyond the setting of geographical information systems. Uncertainty issues are especially addressed from a representation and reasoning point of view. In particular, the book consists of 14 chapters, which are clustered around three central topics. The first of these topics is about the uncertainty in meaning of linguistic descriptions of spatial scenes. Second, the issue of reasoning about spatial relations and dealing with inconsistency in information merging is studied. Finally, interpolation and prediction of spatial phenomena are investigated, both at the methodological level and from an application-oriented perspective. The concept of uncertainty by itself is understood in a broad sense, including both quantitative and more qualitative approaches, dealing with variability, epistemic uncertainty, as well as with vagueness of terms.
Book Synopsis Proceedings of the Future Technologies Conference (FTC) 2020, Volume 1 by : Kohei Arai
Download or read book Proceedings of the Future Technologies Conference (FTC) 2020, Volume 1 written by Kohei Arai and published by Springer Nature. This book was released on 2020-10-30 with total page 971 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides the state-of-the-art intelligent methods and techniques for solving real-world problems along with a vision of the future research. The fifth 2020 Future Technologies Conference was organized virtually and received a total of 590 submissions from academic pioneering researchers, scientists, industrial engineers, and students from all over the world. The submitted papers covered a wide range of important topics including but not limited to computing, electronics, artificial intelligence, robotics, security and communications and their applications to the real world. After a double-blind peer review process, 210 submissions (including 6 poster papers) have been selected to be included in these proceedings. One of the meaningful and valuable dimensions of this conference is the way it brings together a large group of technology geniuses in one venue to not only present breakthrough research in future technologies, but also to promote discussions and debate of relevant issues, challenges, opportunities and research findings. The authors hope that readers find the book interesting, exciting and inspiring
Book Synopsis Applied Statistics in Biomedicine and Clinical Trials Design by : Zhen Chen
Download or read book Applied Statistics in Biomedicine and Clinical Trials Design written by Zhen Chen and published by Springer. This book was released on 2015-05-04 with total page 550 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is a unique combination of papers that cover critical topics in biostatistics from academic, government, and industry perspectives. The 6 sections cover Bayesian methods in biomedical research; Diagnostic medicine and classification; Innovative Clinical Trials Design; Modelling and Data Analysis; Personalized Medicine; and Statistical Genomics. The real world applications are in clinical trials, diagnostic medicine and genetics. The peer-reviewed contributions were solicited and selected from some 400 presentations at the annual meeting of the International Chinese Statistical Association (ICSA), held with the International Society for Biopharmaceutical Statistics (ISBS). The conference was held in Bethesda in June 2013, and the material has been subsequently edited and expanded to cover the most recent developments.
Book Synopsis Bisociative Knowledge Discovery by : Michael R. Berthold
Download or read book Bisociative Knowledge Discovery written by Michael R. Berthold and published by Springer. This book was released on 2012-06-27 with total page 491 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern knowledge discovery methods enable users to discover complex patterns of various types in large information repositories. However, the underlying assumption has always been that the data to which the methods are applied to originates from one domain. The focus of this book, and the BISON project from which the contributions are originating, is a network based integration of various types of data repositories and the development of new ways to analyse and explore the resulting gigantic information networks. Instead of finding well defined global or local patterns they wanted to find domain bridging associations which are, by definition, not well defined since they will be especially interesting if they are sparse and have not been encountered before. The 32 contributions presented in this state-of-the-art volume together with a detailed introduction to the book are organized in topical sections on bisociation; representation and network creation; network analysis; exploration; and applications and evaluation.
Book Synopsis Radiation Risk Estimation by : Sergii Masiuk
Download or read book Radiation Risk Estimation written by Sergii Masiuk and published by Walter de Gruyter GmbH & Co KG. This book was released on 2017-03-06 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph discusses statistics and risk estimates applied to radiation damage under the presence of measurement errors. The first part covers nonlinear measurement error models, with a particular emphasis on efficiency of regression parameter estimators. In the second part, risk estimation in models with measurement errors is considered. Efficiency of the methods presented is verified using data from radio-epidemiological studies. Contents: Part I - Estimation in regression models with errors in covariates Measurement error models Linear models with classical error Polynomial regression with known variance of classical error Nonlinear and generalized linear models Part II Radiation risk estimation under uncertainty in exposure doses Overview of risk models realized in program package EPICURE Estimation of radiation risk under classical or Berkson multiplicative error in exposure doses Radiation risk estimation for persons exposed by radioiodine as a result of the Chornobyl accident Elements of estimating equations theory Consistency of efficient methods Efficient SIMEX method as a combination of the SIMEX method and the corrected score method Application of regression calibration in the model with additive error in exposure doses
Book Synopsis Training Data for Machine Learning by : Anthony Sarkis
Download or read book Training Data for Machine Learning written by Anthony Sarkis and published by "O'Reilly Media, Inc.". This book was released on 2023-11-08 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: Your training data has as much to do with the success of your data project as the algorithms themselves because most failures in AI systems relate to training data. But while training data is the foundation for successful AI and machine learning, there are few comprehensive resources to help you ace the process. In this hands-on guide, author Anthony Sarkis--lead engineer for the Diffgram AI training data software--shows technical professionals, managers, and subject matter experts how to work with and scale training data, while illuminating the human side of supervising machines. Engineering leaders, data engineers, and data science professionals alike will gain a solid understanding of the concepts, tools, and processes they need to succeed with training data. With this book, you'll learn how to: Work effectively with training data including schemas, raw data, and annotations Transform your work, team, or organization to be more AI/ML data-centric Clearly explain training data concepts to other staff, team members, and stakeholders Design, deploy, and ship training data for production-grade AI applications Recognize and correct new training-data-based failure modes such as data bias Confidently use automation to more effectively create training data Successfully maintain, operate, and improve training data systems of record
Author :Alberto Sangiovanni-Vincentelli Publisher :Springer Science & Business Media ISBN 13 :354044307X Total Pages :432 pages Book Rating :4.5/5 (44 download)
Book Synopsis Embedded Software by : Alberto Sangiovanni-Vincentelli
Download or read book Embedded Software written by Alberto Sangiovanni-Vincentelli and published by Springer Science & Business Media. This book was released on 2002-09-25 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the Second International Conference on Embedded Software, EMSOFT 2002, held in Grenoble, France in October 2002. The book presents 13 invited papers by leading researchers and 17 revised full papers selected during a competitive round of reviewing. The book spans the whole range of embedded software, including operating systems and middleware, programming languages and compilers, modeling and validation, software engineering and programming methodologies, scheduling and execution-time analysis, formal methods, and communication protocols and fault-tolerance
Book Synopsis Advances in Knowledge Discovery and Data Mining by : Takashi Washio
Download or read book Advances in Knowledge Discovery and Data Mining written by Takashi Washio and published by Springer. This book was released on 2008-05-11 with total page 1126 pages. Available in PDF, EPUB and Kindle. Book excerpt: ThePaci?c-AsiaConferenceonKnowledgeDiscoveryandDataMining(PAKDD) has been held every year since 1997. PAKDD 2008, the 12th in the series, was heldatOsaka,JapanduringMay20–23,2008.PAKDDisaleadinginternational conference in the area of data mining. It provides an international forum for - searchers and industry practitioners to share their new ideas, original research results, and practical development experiences from all KDD-related areas - cluding data mining, data warehousing, machine learning, databases, statistics, knowledge acquisition, automatic scienti?c discovery, data visualization, causal induction, and knowledge-based systems. This year we received a total of 312 research papers from 34 countries and regions in Asia, Australia, North America, South America, Europe, and Africa. Every submitted paper was rigorously reviewed by two or three reviewers, d- cussed by the reviewers under the supervision of an Area Chair, and judged by the Program Committee Chairs. When there was a disagreement, the Area Chair and/or the Program Committee Chairs provided an additional review. Thus, many submissions were reviewed by four experts. The Program Comm- tee members were deeply involved in a highly selective process. As a result, only approximately11.9%ofthe312submissionswereacceptedaslongpapers,12.8% of them were accepted as regular papers, and 11.5% of them were accepted as short papers.
