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: Christoph Meinel; Thorsten Theobald Название: Algorithms and Data Structures in VLSI Design ISBN: 3540644865 ISBN-13(EAN): 9783540644866 Издательство: Springer Рейтинг: Цена: 65170.00 T 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: Haines, Duane E., Название: Neuroanatomy in Clinical Context, International Edition 9e ISBN: 146983202X ISBN-13(EAN): 9781469832029 Издательство: Lippincott Williams & Wilkins Рейтинг: Цена: 35470.00 T Наличие на складе: Невозможна поставка. Описание: Neuroanatomy in Clinical Context, Ninth Edition provides everything the student needs to master the anatomy of the central nervous system, all in a clinical setting. Clear explanations;abundant MRI, CT, MRA, and MRV images; full-color photographs and illustrations; hundreds of review questions; and supplemental online resources combine to provide a sound anatomical base for integrating neurobiological and clinical concepts. In thus applying neuroanatomy clinically, the atlas ensures student preparedness for exams and for rotations. This authoritative approach—combined with such salutary features as full-color stained sections, extensive cranial nerve cross-referencing, and systems neurobiology coverage—sustains the legacy of this revolutionary teaching and learning tool as the neuroanatomy atlas.New and hallmark features elucidate neuroanatomy and systems neurobiology for course success!NEW! Chapter on Herniation Syndromes decodes the elegant relationship between brain injury and resulting deficit.NEW! Clinical information integrated throughout the text is screened in blue for quick identification on the page.NEW! Enhanced clinical images emphasize clarity and detail like never before, including full-color images replacing many in black and white, higher-resolution brain scans, and reprocessed spinal cord and brainstem images.MRIs complement full-color anatomical illustrations, allowing for visualization of structures both as they appear to the unaided eye and on imaging studies.Unique, full-color illustrations integrate clinical images of representative lesions with the corresponding deficits highlighted.Full-color stained sections facilitate the easy identification of anatomical features.Dozens of pathway drawings superimposed over MRIs connect structure with function of neural pathways.Located on thePoint, this atlas’s companion website offers a variety of supplementallearning resources to maximize study and review time!Question bank featuring over 280 USMLE-style and chapter-review style questionsBonus dissection photographs and brain slice series
Автор: Goodrich Michael T. Название: Data Structures and Algorithms in Java ISBN: 1118808576 ISBN-13(EAN): 9781118808573 Издательство: Wiley Рейтинг: Цена: 50680.00 T 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.
Автор: Amaru Название: New Data Structures and Algorithms for Logic Synthesis and Verification ISBN: 3319431730 ISBN-13(EAN): 9783319431734 Издательство: Springer Рейтинг: Цена: 81050.00 T Наличие на складе: Есть у поставщика Поставка под заказ. 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: 74530.00 T 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: 74530.00 T 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: 69830.00 T Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: K. Mehlhorn Название: Data Structures and Algorithms 2 ISBN: 3642698999 ISBN-13(EAN): 9783642698996 Издательство: Springer Рейтинг: Цена: 74490.00 T Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: John Beidler Название: Data Structures and Algorithms ISBN: 1461273129 ISBN-13(EAN): 9781461273127 Издательство: Springer Рейтинг: Цена: 46570.00 T Наличие на складе: Есть у поставщика Поставка под заказ.
Автор: Zbigniew Michalewicz Название: Genetic Algorithms + Data Structures = Evolution Programs ISBN: 3540606769 ISBN-13(EAN): 9783540606765 Издательство: Springer Рейтинг: Цена: 102480.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Hence evolution programming techniques, based on genetic algorithms, are applicable to many hard optimization problems, such as optimization of functions with linear and nonlinear constraints, the traveling salesman problem, and problems of scheduling, partitioning, and control.
Автор: Selim G. Akl; Frank Dehne; J?rg-R?diger Sack; Nico Название: Algorithms and Data Structures ISBN: 3540602208 ISBN-13(EAN): 9783540602200 Издательство: Springer Рейтинг: Цена: 83850.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Presenting the results of the 4th Workshop on Algorithms and Data Structures, held in Kingston, Canada, in August 1993, this volume examines algorithms, data structures, computational geometry, scheduling, computational graph theory and searching.
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