Advanced Machine Learning Technologies and Applications, Aboul Ella Hassanien; Mohamed Tolba; Ahmad Taher A
Автор: Aboul Ella Hassanien; Abdel-Badeeh M. Salem; Rabie Название: Advanced Machine Learning Technologies and Applications ISBN: 3642353258 ISBN-13(EAN): 9783642353253 Издательство: Springer Рейтинг: Цена: 6986.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the refereed proceedings of the First International Conference on Advanced Machine Learning Technologies and Applications, AMLTA 2012, held in Cairo, Egypt, in December 2012.
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: Georgios Paliouras; Vangelis Karkaletsis; Constant Название: Machine Learning and Its Applications ISBN: 3540424903 ISBN-13(EAN): 9783540424901 Издательство: Springer Рейтинг: Цена: 7400.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Examining the capabilities of machine learning methods and ideas on how they apply to real-world problems, this text assesses machine learning, then introduces applications of ML techniques in fields such as data mining, knowledge discovery, human language technology, and user modelling.
Автор: Anne Hakansson; Ronald Hartung Название: Agent and Multi-Agent Systems: Technologies and Applications ISBN: 3642016642 ISBN-13(EAN): 9783642016646 Издательство: Springer Рейтинг: Цена: 19564.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Third KES International Symposium KESAMSTA 2009 Uppsala Sweden June 35 2009 Proceedings. .
Автор: Yoshiharu Ishikawa; Jing He; Guandong Xu; Yong Shi Название: Advanced Web and Network Technologies, and Applications ISBN: 354089375X ISBN-13(EAN): 9783540893752 Издательство: Springer Рейтинг: Цена: 9781.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Constitutes the thoroughly refereed joint post-workshop proceedings of three international workshops held in conjunction with the 10th Asia-Pacific Web Conference, APWeb 2008, in Shenyang, China, in April 2008. The papers focus on issues such as Web searching, Web services, database, data mining, bioinformatics, and business intelligence.
Описание: This book constitutes the refereed proceedings of the 16th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems, KES 2012, held in San Sebastian, Spain, in September 2012.
Описание: This class-tested textbook will provide in-depth coverage of the fundamentals of machine learning, with an exploration of applications in information security. The book will cover malware detection, cryptography, and intrusion detection. The book will be relevant for students in machine learning and computer security courses.
Автор: Michael M. Richter; Sheuli Paul Название: Signal Processing and Machine Learning with Applications ISBN: 3319453718 ISBN-13(EAN): 9783319453712 Издательство: Springer Рейтинг: Цена: 6986.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Signal processing captures, interprets, describes and manipulates physical phenomena. Mathematics, statistics, probability, and stochastic processes are among the signal processing languages we use to interpret real-world phenomena, model them, and extract useful information. This book presents different kinds of signals humans use and applies them for human machine interaction to communicate. Signal Processing and Machine Learning with Applications presents methods that are used to perform various Machine Learning and Artificial Intelligence tasks in conjunction with their applications. It is organized in three parts: Realms of Signal Processing; Machine Learning and Recognition; and Advanced Applications and Artificial Intelligence. The comprehensive coverage is accompanied by numerous examples, questions with solutions, with historical notes. The book is intended for advanced undergraduate and postgraduate students, researchers and practitioners who are engaged with signal processing, machine learning and the applications.
Автор: Markus Helfert; Andreas Holzinger; Orlando Belo; C Название: Data Management Technologies and Applications ISBN: 3319301616 ISBN-13(EAN): 9783319301617 Издательство: Springer Рейтинг: Цена: 6988.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the thoroughly refereed proceedingsof the Fourth International Conference on Data Technologies and Applications,DATA 2015, held in Colmar, France, in July 2015.The 9 revised full papers were carefully reviewed andselected from 70 submissions.
Автор: Cai Ruichu; Cai Chen; Hong Liang; Yang Xiaoyan; Zh Название: Web Technologies and Applications ISBN: 3319281208 ISBN-13(EAN): 9783319281209 Издательство: Springer Рейтинг: Цена: 5590.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This bookconstitutes the refereed proceedings of the workshops held at the 17thAsia-Pacific Web Conference, APWeb 2015, in Guangzhou, China, in September2015. The 15 fullpapers were carefully reviewed and selected from various submissions.
Автор: Stephen J. Hanson; Werner Remmele; Ronald L. Rives Название: Machine Learning: From Theory to Applications ISBN: 3540564837 ISBN-13(EAN): 9783540564836 Издательство: Springer Рейтинг: Цена: 9781.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Containing key research papers which have been produced recently by the Massachusetts Institute of Technology and the Siemens corporation, this volume explores the theory of machine learning, artificial intelligence and symbolic learning methods, and neural and collective computation.
Автор: Hu & Kaabouch Название: Big Data Management, Technologies, And Applications ISBN: 1466646993 ISBN-13(EAN): 9781466646995 Издательство: Mare Nostrum (Eurospan) Рейтинг: Цена: 25502.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Due to the tremendous amount of data generated daily from fields such as business, research, and sciences, big data is everywhere. Therefore, alternative management and processing methods have to be created to handle this complex and unstructured data size.Big Data Management, Technologies, and Applications discusses the exponential growth of information size and the innovative methods for data capture, storage, sharing, and analysis for big data. With its prevalence, this collection of articles on big data methodologies and technologies are beneficial for IT workers, researchers, students, and practitioners in this timely field.
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