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.
Автор: Goodrich Michael T. Название: Data Structures and Algorithms in Java ISBN: 1118808576 ISBN-13(EAN): 9781118808573 Издательство: Wiley Рейтинг: Цена: 7602.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The design and analysis of efficient data structures has long been recognized as a key component of the Computer Science curriculum. Goodrich and Tomassia`s approach to this classic topic is based on the object-oriented paradigm as the framework of choice for the design of data structures.
Описание: This book introduces new logic primitives for electronic design automation tools. The author approaches fundamental EDA problems from a different, unconventional perspective, in order to demonstrate the key role of rethinking EDA solutions in overcoming technological limitations of present and future technologies. The author discusses techniques that improve the efficiency of logic representation, manipulation and optimization tasks by taking advantage of majority and biconditional logic primitives. Readers will be enabled to accelerate formal methods by studying core properties of logic circuits and developing new frameworks for logic reasoning engines.
Автор: Faith Ellen; Antonina Kolokolova; J?rg-R?diger Sac Название: Algorithms and Data Structures ISBN: 3319621262 ISBN-13(EAN): 9783319621265 Издательство: Springer Рейтинг: Цена: 11179.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the refereed proceedings of the 15th Algorithms and Data Structures Symposium, WADS 2017, held in St. John`s, NL, Canada, in July/August 2017. The 49 full papers presented together with 3 abstracts of invited talks were carefully reviewed and selected from 109 submissions.
Автор: Frank Dehne; J?rg-R?diger Sack; Ulrike Stege Название: Algorithms and Data Structures ISBN: 3319218395 ISBN-13(EAN): 9783319218397 Издательство: Springer Рейтинг: Цена: 11180.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The Algorithms and Data Structures Symposium - WADS (formerly Workshop on Algorithms And Data Structures), which alternates with the Scandinavian Workshop on Algorithm Theory, is intended as a forum for researchers in the area of design and analysis of algorithms and data structures.
Автор: Frank Dehne; J?rg-R?diger Sack; Nicola Santoro Название: Algorithms and Data Structures ISBN: 3540515429 ISBN-13(EAN): 9783540515425 Издательство: Springer Рейтинг: Цена: 10475.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Christoph Meinel; Thorsten Theobald Название: Algorithms and Data Structures in VLSI Design ISBN: 3540644865 ISBN-13(EAN): 9783540644866 Издательство: Springer Рейтинг: Цена: 9776.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This is a presentation of the theory and practice of chip design using ordered binary decision diagrams (OBDD), a method for simulating and testing complex chips. The text examines techniques such as chip error recognition, maximal integration and deep submicron.
Автор: John Beidler Название: Data Structures and Algorithms ISBN: 1461273129 ISBN-13(EAN): 9781461273127 Издательство: Springer Рейтинг: Цена: 6986.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Abel Gomes; Irina Voiculescu; Joaquim Jorge; Brian Название: Implicit Curves and Surfaces: Mathematics, Data Structures and Algorithms ISBN: 1447158776 ISBN-13(EAN): 9781447158776 Издательство: Springer Рейтинг: Цена: 9776.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: In presenting the mathematics, computational methods and data structures, as well as the algorithms needed to render implicit curves and surfaces, the authors show how implicit objects can easily describe smooth, intricate, and shapes that articulate.
Автор: Burkhard Monien; Thomas Ottmann Название: Data Structures and Efficient Algorithms ISBN: 3540554882 ISBN-13(EAN): 9783540554882 Издательство: Springer Рейтинг: Цена: 10480.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This volume contains a series of research papers which address fundamental data structures, computational geometry, graph algorithms, computer graphics, spatial databases, the design of parallel architectures and routeing strategies and the design of distributed algorithms for solving problems.
Автор: K. Mehlhorn Название: Data Structures and Algorithms 1 ISBN: 3642696740 ISBN-13(EAN): 9783642696749 Издательство: Springer Рейтинг: Цена: 11173.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Presents the suitable algorithms to convert collected data in order to gain knowledge of the condition of an infrastructure for maintenance scheduling purposes. This book addresses developments in time response series and its derivatives including the wavelet-based impulse response function.
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