Data Mining: Practical Machine Learning Tools and Techniques, Fourth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated fourth edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches.
Extensive updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including substantial new chapters on probabilistic methods and on deep learning. Accompanying the book is a new version of the popular WEKA machine learning software from the University of Waikato. Authors Witten, Frank, Hall, and Pal include today's techniques coupled with the methods at the leading edge of contemporary research.
Please visit the book companion website at https: //www.cs.waikato.ac.nz/ ml/weka/book.html.
It contains
Powerpoint slides for Chapters 1-12. This is a very comprehensive teaching resource, with many PPT slides covering each chapter of the book
Online Appendix on the Weka workbench; again a very comprehensive learning aid for the open source software that goes with the book
Table of contents, highlighting the many new sections in the 4th edition, along with reviews of the 1st edition, errata, etc.
Provides a thorough grounding in machine learning concepts, as well as practical advice on applying the tools and techniques to data mining projects
Presents concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods
Includes a downloadable WEKA software toolkit, a comprehensive collection of machine learning algorithms for data mining tasks-in an easy-to-use interactive interface
Includes open-access online courses that introduce practical applications of the material in the book
Автор: Vyacheslav Kharchenko; Yuriy Kondratenko; Janusz K Название: Green IT Engineering: Components, Networks and Systems Implementation ISBN: 3319555944 ISBN-13(EAN): 9783319555942 Издательство: Springer Рейтинг: Цена: 20962.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
Vedic Mathematics as Fast Algorithms in Green Computing for Internet of Things.- Technologies for Greener Internet of Things Systems.- Secure, Green Implementation of Modular Arithmetic Operations for IoT and Cloud Applications.- Green Cyber Physical Computing as Sustainable Development Model.- Data Collection for Environmental and Humanitarian Crisis Management.- Influence of software optimization on energy consumption of embedded systems.- Energy Efficiency of 4th Gen Intel (R) Core (TM) Processor vs 3rd Gen Intel (R) Core (TM) Processor.- Malicious Software Effect on the Mobile Devices Power Consumption.- Rational Intellectualization of the Aircraft Control: resources-saving safety improvement.- Resource and Energy Optimization Oriented Development of FPGA-Based Adaptive Logical Networks for Classification Problem.- Green Experiments with FPGA.- Green Logic: Green LUT FPGA Concepts, Models and Evaluations.- The Concept of Virtual Manufacturing Enterprise Operation as a Green Complex System.- Green-IT Approach to Design and Optimization of Thermoacoustic Waste Heat Utilization Plant Based on Soft Computing.- G. Resource-oriented approaches to implementation of traffic control technologies in safety-critical I&C systems.- Markov Models of Smart Grid Digital Substations Availability: Multi-Level Degradation and Recovery of Power Resources Issues.
Описание: rather the books present the concepts and methods now available in automated deduction in a form which can be easily accessed by scientists working in applications outside of the field of deduction.
Описание: BASIC CONCEPTS OF INTERACTIVE THEOREM PROVING Interactive Theorem Proving ultimately aims at the construction of powerful reasoning tools that let us (computer scientists) prove things we cannot prove without the tools, and the tools cannot prove without us.
Автор: Petrie Название: Web Service Composition ISBN: 331932831X ISBN-13(EAN): 9783319328317 Издательство: Springer Рейтинг: Цена: 12157.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
This book carefully defines the technologies involved in web service composition and provides a formal basis for all of the composition approaches and shows the trade-offs among them. By considering web services as a deep formal topic, some surprising results emerge, such as the possibility of eliminating workflows. It examines the immense potential of web services composition for revolutionizing business IT as evidenced by the marketing of Service Oriented Architectures (SOAs).
The author begins with informal considerations and builds to the formalisms slowly, with easily-understood motivating examples. Chapters examine the importance of semantics for web services and ways to apply semantic technologies. Topics included range from model checking and Golog to WSDL and AI planning. This book is based upon lectures given to economics students and is suitable for business technologist with some computer science background. The reader can delve as deeply into the technologies as desired.
Автор: Mohr Название: Automated Software and Service Composition ISBN: 3319341677 ISBN-13(EAN): 9783319341675 Издательство: Springer Рейтинг: Цена: 6986.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book is by far the most systematic and comprehensive review of the field of automated software composition. Based on a formally described and reproducible methodology, it critically discusses the approaches, which are relevant for experts interested in an organized overview of related work. It also provides an introduction and intuitive classification system for researchers new to the field.In order to create this survey, several dozen papers were analyzed with respect to the concrete problems they tackle and the proposed solutions. It delivers both an overview and a qualitative comparison of the approaches, and answers three research questions: What types of automated software composition problems exist? In which use cases do these problems typically occur? And what are the most prominent solution paradigms for the different types? Overall, this book saves a great deal of time for everyone pursuing research in the area of automated software composition who needs a comprehensive guide that helps them understand the field, and that relates new approaches to existing ones.
Автор: Achim Brucker; Fabiano Dalpiaz; Paolo Giorgini; Pe Название: Secure and Trustworthy Service Composition ISBN: 3319135171 ISBN-13(EAN): 9783319135175 Издательство: Springer Рейтинг: Цена: 6708.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: They provide service developers and providers with a secure service development framework that includes methods, tools, and security services supporting the design-time creation and run-time composition of secure dynamic services, where both the services and the threats are evolving.
Автор: Dameri Название: Smart City Implementation ISBN: 3319457659 ISBN-13(EAN): 9783319457659 Издательство: Springer Рейтинг: Цена: 16769.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: In a series of essays, this book describes and analyzes the concept and theory of the recent smart city phenomenon from a global perspective, with a focus on its implementation around the world. After defining the concept it then elaborates on the role of Information and Communication Technology (ICT) as an enabler for smart cities, and the role of ICT in the interplay with smart mobility. A separate chapter develops the concept of an urban smart dashboard for stakeholders to measure performance as well as the economic and public value. It offers examples of smart cities around the globe, and two detailed case studies on Genoa and Amsterdam exemplify the book’s theoretical and empirical findings, helping readers understand and evaluate the effectiveness and capability of new smart city programs.
Автор: Li Название: Advanced Design and Implementation of Virtual Machine ISBN: 146658260X ISBN-13(EAN): 9781466582606 Издательство: Taylor&Francis Рейтинг: Цена: 16078.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Along with the increasingly important runtime engines pervasive in our daily-life computing, there is a strong demand from the software community for a solid presentation on the design and implementation of modern virtual machines, including the Java virtual machine, JavaScript engine and Android execution engine. The community expects to see not only formal algorithm description, but also pragmatic code snippets; to understand not only research topics, but also engineering solutions. This book meets these demands by providing a unique description that combines high level design with low level implementations and academic advanced topics with commercial solutions. This book takes a holistic approach to the design of VM architecture, with contents organized into a consistent framework, introducing topics and algorithms in an easily understood step by step process. It focuses on the critical aspects of VM design, which are often overlooked in other works, such as runtime helpers, stack unwinding and native interface. The algorithms are fully illustrated in figures and implemented in easy to digest code snippets, making the abstract concepts tangible and programmable for system software developers.
Описание: This book features papers on implementing intelligent tools for building a scientific information platform. It covers architecture of scientific information platforms, semantic clustering, ontology-based systems and multimedia data processing.
Автор: Salim Chikhi; Abdelmalek Amine; Allaoua Chaoui; Mo Название: Modelling and Implementation of Complex Systems ISBN: 3319334093 ISBN-13(EAN): 9783319334097 Издательство: Springer Рейтинг: Цена: 22359.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This volumeis a comprehensive collection of extended contributions from the fourthinternational symposium on Modeling and Implementing Complex Systems(MICS`2106) organized into four main topics: Networking and Cloud Computing,Software Engineering and Formal Methods, Intelligent and Information Systems,and Algorithms and Complexity.
Автор: Arnaud Carayol; Cyril Nicaud Название: Implementation and Application of Automata ISBN: 3319601334 ISBN-13(EAN): 9783319601335 Издательство: Springer Рейтинг: Цена: 7685.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book constitutes the refereed proceedings of the 22nd International Conference on Implementation and Application of Automata, CIAA 2017,held in Marne-la-Vallee, France, in June 2017. The 17 revised full papers presented were carefully reviewed and selected from 31 submissions.
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