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Data Mining with Decision Trees, Lior Rokach


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Автор: Lior Rokach
Название:  Data Mining with Decision Trees
Перевод названия: Лиор Рока: Осмысление данных с помощью дерева решений
ISBN: 9789814590075
Издательство: World Scientific Publishing
Классификация:
ISBN-10: 981459007X
Обложка/Формат: Hardback
Страницы: 328
Вес: 0.62 кг.
Дата издания: 23.10.2014
Серия: Computing & IT
Язык: English
Размер: 160 x 234 x 25
Читательская аудитория: College/higher education
Ключевые слова: Data mining, COMPUTERS / Databases / Data Mining,COMPUTERS / Image Processing,COMPUTERS / Mathematical & Statistical Software
Основная тема: Computer Science
Ссылка на Издательство: Link
Поставляется из: Англии
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



The ECG in Emergency Decision Making

Автор: Hein Wellens
Название: The ECG in Emergency Decision Making
ISBN: 1416002596 ISBN-13(EAN): 9781416002598
Издательство: Elsevier Science
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Цена: 9094.00 р.
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Описание: Explains and illustrates the importance of 12-lead electrocardiograms (ECGs) in making rapid and informed decisions in cardiac care. This book covers the logical steps to the ECG recognition of the underlying mechanism of cardiac emergencies, their prognostic significance, and the best treatment.

Decision Making in Spinal Care

Автор: David Greg Anderson
Название: Decision Making in Spinal Care
ISBN: 160406417X ISBN-13(EAN): 9781604064179
Издательство: Thieme Verlagsgruppe
Цена: 13212.00 р.
Наличие на складе: Поставка под заказ.

Описание:

A comprehensive and concise reference for determining treatment options of the spine

Updated and expanded to reflect current management strategies and new technologies, Decision Making in Spinal Care, Second Edition provides readers with focused guidance to every major topic in spine, with an emphasis on clinical decision making. Covering the most common spine problems, this new edition covers the spectrum of diagnoses seen in a typical spinal practice, from trauma injuries to metabolic and degenerative diseases to spinal deformities.

Highlights of the Second Edition:

  • Focuses on "must-know" information that significantly impacts clinical decisions
  • Includes new spinal technologies in the Contemporary Topics section to keep readers current
  • Contains more algorithms, figures, and diagrams to aid understanding and facilitate rapid management guidance
  • Written by world-renowned spinal care experts

This handy portable reference will enable residents, fellows, spine surgeons, and associated clinicians in orthopedic surgery and neurosurgery to quickly access the information they need to make the right decisions in treating typical spinal conditions.

Data Science For Business: What You Need To Know About Data Mining And Dataanalytic Thinking

Автор: Foster Provost
Название: Data Science For Business: What You Need To Know About Data Mining And Dataanalytic Thinking
ISBN: 1449361323 ISBN-13(EAN): 9781449361327
Издательство: Wiley
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Цена: 6334.00 р.
Наличие на складе: Есть (1 шт.)
Описание: This broad, deep, but not-too-technical guide introduces you to the fundamental principles of data science and walks you through the "data-analytic thinking" necessary for extracting useful knowledge and business value from the data you collect.

Average Time Complexity of Decision Trees

Автор: Igor Chikalov
Название: Average Time Complexity of Decision Trees
ISBN: 3642270166 ISBN-13(EAN): 9783642270161
Издательство: Springer
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Цена: 18167.00 р.
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Описание: This monograph generalizes several known results on the topic and considers a number of fresh problems. Combinatorics, probability theory and complexity theory are used in the proofs, as well as concepts from discrete mathematics and computer science.

Commercial Data Mining

Автор: David Nettleton
Название: Commercial Data Mining
ISBN: 0124166024 ISBN-13(EAN): 9780124166028
Издательство: Elsevier Science
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Цена: 6230.00 р.
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Описание: Helps you learn that your organization does not need a huge volume of data or a Fortune 500 budget to generate business using existing information assets. This book guides you through the process from beginning to end and covers everything from business objectives to data sources, and selection to analysis and predictive modeling.

Developing Churn Models Using Data Mining Techniques And Social Network Analysis

Автор: Klepac, Kopal & Mrsic
Название: Developing Churn Models Using Data Mining Techniques And Social Network Analysis
ISBN: 1466662883 ISBN-13(EAN): 9781466662889
Издательство: Mare Nostrum (Eurospan)
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Цена: 27027.00 р.
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Описание: Churn prediction, recognition, and mitigation have become essential topics in various industries. As a means for forecasting and manageing risk, further research in this field can greatly assist companies in making informed decisions based on future possible scenarios.Developing Churn Models Using Data Mining Techniques and Social Network Analysis provides an in-depth analysis of attrition modeling relevant to business planning and management. Through its insightful and detailed explanation of best practices, tools, and theory surrounding churn prediction and the integration of analytics tools, this publication is especially relevant to managers, data specialists, business analysts, academicians, and upper-level students.

Data mining with decision trees: theory and applications

Название: Data mining with decision trees: theory and applications
ISBN: 9812771719 ISBN-13(EAN): 9789812771711
Издательство: World Scientific Publishing
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Цена: 17424.00 р.
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Описание: Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining, the science and technology of exploring large and complex bodies of data in order to discover useful patterns. Dedicated to the field of decision trees in data mining, this book covers various aspects of this technique.

Business Intelligence - Data Mining and Optimization for Decision Making

Автор: Vercellis
Название: Business Intelligence - Data Mining and Optimization for Decision Making
ISBN: 0470511389 ISBN-13(EAN): 9780470511381
Издательство: Wiley
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Цена: 21059.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This book provides coverage of topics currently dispersed throughout data mining and business books, bringing them together for the first time to provide readers with an introductory and practical guide to the mathematical models and analysis methodologies vital to business intelligence.

Data Mining: Concepts and Techniques,

Автор: Jiawei Han
Название: Data Mining: Concepts and Techniques,
ISBN: 0123814790 ISBN-13(EAN): 9780123814791
Издательство: Elsevier Science
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Цена: 9720.00 р.
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Описание: Data Mining: Concepts and Techniques provides the concepts and techniques in processing gathered data or information, which will be used in various applications. Specifically, it explains data mining and the tools used in discovering knowledge from the collected data. This book is referred as the knowledge discovery from data (KDD). It focuses on the feasibility, usefulness, effectiveness, and scalability of techniques of large data sets. After describing data mining, this edition explains the methods of knowing, preprocessing, processing, and warehousing data. It then presents information about data warehouses, online analytical processing (OLAP), and data cube technology. Then, the methods involved in mining frequent patterns, associations, and correlations for large data sets are described. The book details the methods for data classification and introduces the concepts and methods for data clustering. The remaining chapters discuss the outlier detection and the trends, applications, and research frontiers in data mining. This book is intended for Computer Science students, application developers, business professionals, and researchers who seek information on data mining.

Data Mining: The Textbook

Автор: С.Aggarwal
Название: Data Mining: The Textbook
ISBN: 3319141414 ISBN-13(EAN): 9783319141411
Издательство: Springer
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Цена: 9781.00 р.
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Описание: This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues.

Data Mining: Practical Machine Learning Tools and Techniques,

Автор: Ian H. Witten
Название: Data Mining: Practical Machine Learning Tools and Techniques,
ISBN: 0123748569 ISBN-13(EAN): 9780123748560
Издательство: Elsevier Science
Рейтинг:
Цена: 8695.00 р.
Наличие на складе: Поставка под заказ.

Описание: Like the popular second edition, Data Mining: Practical Machine Learning Tools and Techniques offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. Inside, you'll learn all you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining?including both tried-and-true techniques of today as well as methods at the leading edge of contemporary research. <br><br>Complementing the book is a fully functional platform-independent open source Weka software for machine learning, available for free download. <br><br>The book is a major revision of the second edition that appeared in 2005. While the basic core remains the same, it has been updated to reflect the changes that have taken place over the last four or five years. The highlights for the updated new edition include completely revised technique sections; new chapter on Data Transformations, new chapter on Ensemble Learning, new chapter on Massive Data Sets, a new ?book release? version of the popular Weka machine learning open source software (developed by the authors and specific to the Third Edition); new material on ?multi-instance learning?; new information on ranking the classification, plus comprehensive updates and modernization throughout. All in all, approximately 100 pages of new material.<br> <br><br>* Thorough grounding in machine learning concepts as well as practical advice on applying the tools and techniques<br><br>* Algorithmic methods at the heart of successful data mining?including tired and true methods as well as leading edge methods<br><br>* Performance improvement techniques that work by transforming the input or output<br><br>* Downloadable Weka, a collection of machine learning algorithms for data mining tasks, including tools for data pre-processing, classification, regression, clustering, association rules, and visualization?in an updated, interactive interface. <br>

Statistical and Machine-Learning Data Mining

Автор: Ratner Bruce
Название: Statistical and Machine-Learning Data Mining
ISBN: 1439860912 ISBN-13(EAN): 9781439860915
Издательство: Taylor&Francis
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Цена: 9033.00 р.
Наличие на складе: Поставка под заказ.

Описание: Rev. ed. of: Statistical modeling and analysis for database marketing. c2003.


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