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: Kenneth D. Lawrence, Ronald K. Klimberg Название: Contemporary Perspectives in Data Mining: Volume 1 ISBN: 1623960568 ISBN-13(EAN): 9781623960568 Издательство: Mare Nostrum (Eurospan) Рейтинг: Цена: 14137.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The series, <em>Contemporary Perspectives in Data Mining</em>, is composed of blind refereed scholarly research methods and applications of data mining. This series will be targeted both at the academic community, as well as the business practitioner.<br><br>Data mining seeks to discover knowledge from vast amounts of data with the use of statistical and mathematical techniques. The knowledge is extracted from this data by examining the patterns of the data, whether they be associations of groups or things, predictions, sequential relationships between time order events or natural groups.<br><br>Data mining applications are seen in finance (banking, brokerage, insurance), marketing (customer relationships, retailing, logistics, travel), as well as in manufacturing, health care, fraud detection, home-land security, and law enforcement.
Автор: Kenneth D. Lawrence, Ronald K. Klimberg Название: Contemporary Perspectives in Data Mining: Volume 1 ISBN: 162396055X ISBN-13(EAN): 9781623960551 Издательство: Mare Nostrum (Eurospan) Рейтинг: Цена: 7623.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The series, <em>Contemporary Perspectives in Data Mining</em>, is composed of blind refereed scholarly research methods and applications of data mining. This series will be targeted both at the academic community, as well as the business practitioner.<br><br>Data mining seeks to discover knowledge from vast amounts of data with the use of statistical and mathematical techniques. The knowledge is extracted from this data by examining the patterns of the data, whether they be associations of groups or things, predictions, sequential relationships between time order events or natural groups.<br><br>Data mining applications are seen in finance (banking, brokerage, insurance), marketing (customer relationships, retailing, logistics, travel), as well as in manufacturing, health care, fraud detection, home-land security, and law enforcement.
Описание: Over the last 35 years, studies focusing in young children’s knowledge about the mental world have developed into an important area. This body of social knowledge is called theory of mind, which refers to the individuals’ ability to interpret and anticipate the other individuals’ thinking, feeling, and behavior based on their interpretation of the situation. Many researchers and theorists believe that a representational theory of mind offers a basis for various critical facets of social-cognitive performance, such as teaching and learning, lying and pretending, making and keeping friends, and social learning more generally. The purpose of this volume is to share a collection of research strands on theory of mind research. It describes its historical roots and suggests improved alternatives. The focus of the volume is to provide a review and critical analysis of the literature on a contemporary domain of knowledge on young children’s Theory of Mind.For several decades scholarly research on theory of mind has been flourishing and a collection of new publication outlets have emerged such as the ones reviewed in the volume, which offers a thorough critical analysis of the research in contemporary perspectives on research in theory of mind in early childhood education. The researchers who conducted the critical analyses of the research focused on understanding the mind in relation to (1) young children, (2) several assessment procedures, (3) metacognitive and neuroscientific processes, (3) emotion and educational representations, (4) interaction of social and cultural elements, and (5) inferences and future research directions. The work of these scholars can help guide those researchers who are interested in pursuing studies in early childhood theory of mind in a specific area of study.
Автор: Des Freedman, Jonathan Obar, Cheryl Martens, Robert W. McChesney Название: Strategies for Media Reform: International Perspectives ISBN: 082327165X ISBN-13(EAN): 9780823271658 Издательство: Mare Nostrum (Eurospan) Рейтинг: Цена: 4891.00 р. Наличие на складе: Нет в наличии.
Описание:
Media reform plays an increasingly important role in the struggle for social justice. As battles are fought over the future of investigative journalism, media ownership, spectrum management, speech rights, broadband access, network neutrality, the surveillance apparatus, and digital literacy, what effective strategies can be used in the pursuit of effective media reform? Prepared by thirty-three scholars and activists from more than twenty-five countries, Strategies for Media Reform focuses on theorizing media democratization and evaluating specific projects for media reform. This edited collection of articles offers readers the opportunity to reflect on the prospects for and challenges facing campaigns for media reform and gathers significant examples of theory, advocacy, and activism from multinational perspectives.
Автор: Des Freedman, Jonathan Obar, Cheryl Martens, Robert W. McChesney Название: Strategies for Media Reform: International Perspectives ISBN: 0823271641 ISBN-13(EAN): 9780823271641 Издательство: Mare Nostrum (Eurospan) Рейтинг: Цена: 15675.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
Media reform plays an increasingly important role in the struggle for social justice. As battles are fought over the future of investigative journalism, media ownership, spectrum management, speech rights, broadband access, network neutrality, the surveillance apparatus, and digital literacy, what effective strategies can be used in the pursuit of effective media reform? Prepared by thirty-three scholars and activists from more than twenty-five countries, Strategies for Media Reform focuses on theorizing media democratization and evaluating specific projects for media reform. This edited collection of articles offers readers the opportunity to reflect on the prospects for and challenges facing campaigns for media reform and gathers significant examples of theory, advocacy, and activism from multinational perspectives.
Автор: Lior Rokach Название: Data Mining with Decision Trees ISBN: 981459007X ISBN-13(EAN): 9789814590075 Издательство: World Scientific Publishing Цена: 16632.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining; it is the science of exploring large and complex bodies of data in order to discover useful patterns. Decision tree learning continues to evolve over time. Existing methods are constantly being improved and new methods introduced.
This 2nd Edition is dedicated entirely to the field of decision trees in data mining; to cover all aspects of this important technique, as well as improved or new methods and techniques developed after the publication of our first edition. In this new edition, all chapters have been revised and new topics brought in. New topics include Cost-Sensitive Active Learning, Learning with Uncertain and Imbalanced Data, Using Decision Trees beyond Classification Tasks, Privacy Preserving Decision Tree Learning, Lessons Learned from Comparative Studies, and Learning Decision Trees for Big Data. A walk-through guide to existing open-source data mining software is also included in this edition.
This book invites readers to explore the many benefits in data mining that decision trees offer:
Self-explanatory and easy to follow when compacted
Able to handle a variety of input data: nominal, numeric and textual
Scales well to big data
Able to process datasets that may have errors or missing values
High predictive performance for a relatively small computational effort
Available in many open source data mining packages over a variety of platforms
Useful for various tasks, such as classification, regression, clustering and feature selection
Автор: Kenneth D. Lawrence, Ronald K. Klimberg Название: Contemporary Perspectives in Data Mining, Volume 3 ISBN: 1641130547 ISBN-13(EAN): 9781641130547 Издательство: Mare Nostrum (Eurospan) Цена: 7623.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The series, Contemporary Perspectives on Data Mining, is composed of blind refereed scholarly research methods and applications of data mining. This series will be targeted both at the academic community, as well as the business practitioner.Data mining seeks to discover knowledge from vast amounts of data with the use of statistical and mathematical techniques. The knowledge is extracted from this data by examining the patterns of the data, whether they be associations of groups or things, predictions, sequential relationships between time order events or natural groups. Data mining applications are in finance (banking, brokerage, and insurance), marketing (customer relationships, retailing, logistics, and travel), as well as in manufacturing, health care, fraud detection, homeland security, and law enforcement.
Автор: Kenneth D. Lawrence, Ronald K. Klimberg Название: Contemporary Perspectives in Data Mining, Volume 3 ISBN: 1641130555 ISBN-13(EAN): 9781641130554 Издательство: Mare Nostrum (Eurospan) Цена: 14137.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The series, Contemporary Perspectives on Data Mining, is composed of blind refereed scholarly research methods and applications of data mining. This series will be targeted both at the academic community, as well as the business practitioner.Data mining seeks to discover knowledge from vast amounts of data with the use of statistical and mathematical techniques. The knowledge is extracted from this data by examining the patterns of the data, whether they be associations of groups or things, predictions, sequential relationships between time order events or natural groups. Data mining applications are in finance (banking, brokerage, and insurance), marketing (customer relationships, retailing, logistics, and travel), as well as in manufacturing, health care, fraud detection, homeland security, and law enforcement.
Автор: Kenneth D. Lawrence, Ronald K. Klimberg Название: Contemporary Perspectives in Data Mining ISBN: 1681230887 ISBN-13(EAN): 9781681230887 Издательство: Mare Nostrum (Eurospan) Рейтинг: Цена: 14137.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: The series, Contemporary Perspectives on Data Mining, is composed of blind refereed scholarly research methods and applications of data mining. This series will be targeted both at the academic community, as well as the business practitioner. Data mining seeks to discover knowledge from vast amounts of data with the use of statistical and mathematical techniques.
Описание: Over the last 35 years, studies focusing in young children’s knowledge about the mental world have developed into an important area. This body of social knowledge is called theory of mind, which refers to the individuals’ ability to interpret and anticipate the other individuals’ thinking, feeling, and behavior based on their interpretation of the situation. Many researchers and theorists believe that a representational theory of mind offers a basis for various critical facets of social-cognitive performance, such as teaching and learning, lying and pretending, making and keeping friends, and social learning more generally. The purpose of this volume is to share a collection of research strands on theory of mind research. It describes its historical roots and suggests improved alternatives. The focus of the volume is to provide a review and critical analysis of the literature on a contemporary domain of knowledge on young children’s Theory of Mind.For several decades scholarly research on theory of mind has been flourishing and a collection of new publication outlets have emerged such as the ones reviewed in the volume, which offers a thorough critical analysis of the research in contemporary perspectives on research in theory of mind in early childhood education. The researchers who conducted the critical analyses of the research focused on understanding the mind in relation to (1) young children, (2) several assessment procedures, (3) metacognitive and neuroscientific processes, (3) emotion and educational representations, (4) interaction of social and cultural elements, and (5) inferences and future research directions. The work of these scholars can help guide those researchers who are interested in pursuing studies in early childhood theory of mind in a specific area of study.
Автор: Ayalon Название: Contemporary Perspectives on Ageism ISBN: 3319738194 ISBN-13(EAN): 9783319738192 Издательство: Springer Рейтинг: Цена: 6986.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This open access book provides a comprehensive perspective on the concept of ageism,its origins, the manifestation and consequences of ageism, as well as ways to respondto and research ageism. The book represents a collaborative effort of researchersfrom over 20 countries and a variety of disciplines, including, psychology, sociology,gerontology, geriatrics, pharmacology, law, geography, design, engineering, policy andmedia studies. The contributors have collaborated to produce a truly stimulating andeducating book on ageism which brings a clear overview of the state of the art in thefield. The book serves as a catalyst to generate research, policy and public interest inthe field of ageism and to reconstruct the image of old age and will be of interest toresearchers and students in gerontology and geriatrics.
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