Principles of Data Mining 4th EditionКНИГИ » ОС И БД
Название: Principles of Data Mining (Undergraduate Topics in Computer Science) Fourth edition Автор: Max Bramer Издательство: Springer Год: 2020 Формат: true pdf/epub Страниц: 576 Размер: 16.8 Mb Язык: English
This book explains and explores the principal techniques of Data Mining, the automatic extraction of implicit and potentially useful information from data, which is increasingly used in commercial, scientific and other application areas. It focuses on classification, association rule mining and clustering. Each topic is clearly explained, with a focus on algorithms not mathematical formalism, and is illustrated by detailed worked examples. The book is written for readers without a strong background in mathematics or statistics and any formulae used are explained in detail. It can be used as a textbook to support courses at undergraduate or postgraduate levels in a wide range of subjects including Computer Science, Business Studies, Marketing, Artificial Intelligence, Bioinformatics and Forensic Science. As an aid to self-study, it aims to help general readers develop the necessary understanding of what is inside the 'black box' so they can use commercial data mining packages discriminatingly, as well as enabling advanced readers or academic researchers to understand or contribute to future technical advances in the field. Each chapter has practical exercises to enable readers to check their progress. A full glossary of technical terms used is included. Principles of Data Mining includes descriptions of algorithms for classifying streaming data, both stationary data, where the underlying model is fixed, and data that is time-dependent, where the underlying model changes from time to time - a phenomenon known as concept drift. The expanded fourth edition gives a detailed description of a feed-forward neural network with backpropagation and shows how it can be used for classification.
Data Mining Algorithms: Explained Using R Автор: Pawel Cichosz Название: Data Mining Algorithms: Explained Using R Издательство: Wiley Год: 2015 ISBN: 978-1118332580 Язык: English Формат: pdf...
Data Mining: The Textbook Название: Data Mining: The Textbook Автор: Charu C Aggarwal Издательство: Springer Год: 2015 Страниц: 734 Формат: PDF Размер: 16 Mb Язык: English ...
Информация
Посетители, находящиеся в группе Гости, не могут оставлять комментарии к данной публикации.
Навигация
Вход на сайт
Реклама
Principles of Data Mining 4th Edition 
