A comprehensive introduction to the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications.
Machine learning is often used to build predictive models by extracting patterns from large datasets. These models are used in predictive data analytics applications including price prediction, risk assessment, predicting customer behavior, and document classification. This introductory textbook offers a detailed and focused treatment of the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications. Technical and mathematical material is augmented with explanatory worked examples, and case studies illustrate the application of these models in the broader business context.
After discussing the trajectory from data to insight to decision, the book describes four approaches to machine learning: information-based learning, similarity-based learning, probability-based learning, and error-based learning. Each of these approaches is introduced by a nontechnical explanation of the underlying concept, followed by mathematical models and algorithms illustrated by detailed worked examples. Finally, the book considers techniques for evaluating prediction models and offers two case studies that describe specific data analytics projects through each phase of development, from formulating the business problem to implementation of the analytics solution. The book, informed by the authors' many years of teaching machine learning, and working on predictive data analytics projects, is suitable for use by undergraduates in computer science, engineering, mathematics, or statistics; by graduate students in disciplines with applications for predictive data analytics; and as a reference for professionals.
Описание: Unlike other handbooks in this emerging field, this guide focuses on the challenges and critical parameters in running a metabolomics study, including such often-neglected issues as sample preparation, choice of separation and detection method, recording and evaluating data as well as method validation.
Автор: Shirley Sahrmann Название: Diagnosis and Treatment of Movement Impairment Syndromes ISBN: 0801672058 ISBN-13(EAN): 9780801672057 Издательство: Elsevier Science Рейтинг: Цена: 8359 р. Наличие на складе: Есть (1 шт.) Описание: Authored by an acknowledged expert on muscle and movement imbalances, this well illustrated book presents a classification system of mechanical pain syndromes that is designed to direct the exercise prescription and the correction of faulty movement patterns. The diagnostic categories, associated muscle and movement imbalances, recmendations for treatment, examination, exercise principles, specific corrective exercises, and modification of functional activities for case management are described in detail. This book is designed to give practitioners an organized and structured method of analyzing the mechanical cause of movement impairment syndrome, the contributing factors and a strategy for management.
Описание: The book presents a comprehensive exposition of extension results for maps between different geometric objects and of extension-trace results for smooth functions on subsets with no a priori differential structure (Whitney problems). The account covers development of the area from the initial classical works of the first half of the 20th century to the flourishing period of the last decade. Seemingly very specific these problems have been from the very beginning a powerful source of ideas, concepts and methods that essentially influenced and in some cases even transformed considerable areas of analysis. Aside from the material linked by the aforementioned problems the book also is unified by geometric analysis approach used in the proofs of basic results. This requires a variety of geometric tools from convex and combinatorial geometry to geometry of metric space theory to Riemannian and coarse geometry and more. The necessary facts are presented mostly with detailed proofs to make the book accessible to a wide audience.
Consider a Viable and Cost-Effective Platform for the Industries of the Future (IOF)
Benefit from improved safety, performance, and product deliveries to your customers. Achieve a higher rate of equipment availability, performance, product quality, and reliability. Integrated Reliability: Condition Monitoring and Maintenance of Equipment incorporates reliable engineering and mathematical modeling tohelp you move toward sustainable development in reliability condition monitoring and maintenance. This text introduces a cost-effective integrated reliability growth monitor, integrated reliability degradation monitor, technological inheritance coefficient sensors, and a maintenance tool that supplies real-time information for predicting and preventing potential failures of manufacturing processes and equipment.
The author highlights five key elements that are essential to any improvement program: improving overall equipment and part effectiveness, quality, and reliability; improving process performance with maintenance efficiency and effectiveness; training all employees involved; including operators in the daily maintenance and upkeep of the equipment; and implementing early equipment management and maintenance prevention design. He offers a sustainable solution with integrated reliability condition monitoring and maintenance of manufacturing processes, parts, and equipment in the IOFs with a technological inheritance model-based program.
This book contains 15 chapters that include details on:
Improving the material-part-equipment system life cycle, reliability conditions, and manufacturing process productivity for wear, corrosion, and temperature resistance applications
Maximizing the component and system reliability growth of parts and equipment
Minimizing reliability degradation within the framework of a condition-based maintenance
Analyzing the reliability degradation, wear, and other competing failure modes of nickel-based hard alloy-coated part mating surface with a technological inheritance model-based program
Introducing a cost-effective integrated reliability monitor and maintenance strategy with a technological inheritance model-based software program
Integrated Reliability: Condition Monitoring and Maintenance of Equipment addresses potential failures from an asset manager, maintenance user, and operator's standpoint, and highlights the solutions to common failures and reliability problems for equipment in the IOFs.
Автор: Stein Daniel Название: Spin Glasses and Complexity ISBN: 0691147337 ISBN-13(EAN): 9780691147338 Издательство: Wiley Рейтинг: Цена: 4620 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Spin glasses are disordered magnetic systems that have led to the development of mathematical tools with an array of real-world applications, from airline scheduling to neural networks. This book offers an introduction to the subject, explaining what spin glasses are, and how they are opening up new ways of thinking about complexity.
Автор: Andreescu Titu Название: Complex Numbers from A to Z ISBN: 081768414X ISBN-13(EAN): 9780817684143 Издательство: Springer Рейтинг: Цена: 5746 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book shows how complex numbers can be used to solve algebraic equations, and to understand the geometric interpretation of complex numbers and the operations involving them. Includes exercises of varying difficulty, many added for this second edition.
Автор: Ercetin, Sefika Sule, Banerjee, Santo Название: Chaos, Complexity and Leadership 2013 ISBN: 3319097091 ISBN-13(EAN): 9783319097091 Издательство: Springer Цена: 21485 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Carter, Martin R. Название: Soil sampling and methods of analysis ISBN: 0849335868 ISBN-13(EAN): 9780849335860 Издательство: Taylor&Francis Рейтинг: Цена: 18480 р. Наличие на складе: Невозможна поставка.
Описание: Describes various microbiological techniques, methods, and demonstrates tools that characterize the dynamics and chemistry of soil organic matter and soil testing for plant nutrients. This book provides a compilation of soil analytical techniques. It is suitable for those researchers and practitioners working with soil.
Автор: Remmert Название: Theory of complex functions ISBN: 1461269539 ISBN-13(EAN): 9781461269533 Издательство: Springer Цена: 6996 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Anders Jelveus Название: Integrated Sports Massage Therapy ISBN: 0443101264 ISBN-13(EAN): 9780443101267 Издательство: Elsevier Science Рейтинг: Цена: 4597 р. Наличие на складе: Невозможна поставка.
Описание: An illustrated evidence-based handbook which presents a range of sports massage techniques to cover any sports-related situation. It explains and applies techniques from a variety of disciplines of manual therapy, ranging from commonly used sports massage strokes to advanced concepts for real-life effective sports massage treatments.
Описание: This book introduces a comprehensive overview on the fundamentals of environmental sampling and analysis for students in environmental science and engineering as well as environmental professionals in sampling and analytical work. This book presents a know why rather than a know how strategy. It details fundamentals of sampling, selection of standard methods, chemical and instrumental principles, and method applications to particular contaminants. The book gives an integrated introduction to sampling and analysis essential to quality environmental data. For example, contrary to other books that introduce a specific area of sampling and analysis, this text provides a balanced mix of field sampling and laboratory analysis, essential knowledge in chemistry, statistics, hydrology, wet chemical methods for conventional chemicals as well as various modern instrumental techniques for contaminants of emerging concerns.
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