| 书目名称 | Data Preprocessing in Data Mining |
| 编辑 | Salvador García,Julián Luengo,Francisco Herrera |
| 视频video | http://file.papertrans.cn/263/262990/262990.mp4 |
| 概述 | Covers the set of techniques under the umbrella of data preprocessing in data mining and machine learning.A comprehensive book devoted completely to preprocessing in data mining.Written by experts in |
| 丛书名称 | Intelligent Systems Reference Library |
| 图书封面 |  |
| 描述 | .Data Preprocessing for Data Mining. addresses one of the most important issues within the well-known Knowledge Discovery from Data process. Data directly taken from the source will likely have inconsistencies, errors or most importantly, it is not ready to be considered for a data mining process. Furthermore, the increasing amount of data in recent science, industry and business applications, calls to the requirement of more complex tools to analyze it. Thanks to data preprocessing, it is possible to convert the impossible into possible, adapting the data to fulfill the input demands of each data mining algorithm. Data preprocessing includes the data reduction techniques, which aim at reducing the complexity of the data, detecting or removing irrelevant and noisy elements from the data..This book is intended to review the tasks that fill the gap between the data acquisition from the source and the data mining process. A comprehensive look from a practical point of view, including basic concepts and surveying the techniques proposed in the specialized literature, is given.Each chapter is a stand-alone guide to a particular data preprocessing topic, from basic concepts and detailed |
| 出版日期 | Book 2015 |
| 关键词 | Data Mining; Data Preparation; Data Preprocessing; Data Reduction; Discretization; Feature Selection; Inst |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-3-319-10247-4 |
| isbn_softcover | 978-3-319-37731-5 |
| isbn_ebook | 978-3-319-10247-4Series ISSN 1868-4394 Series E-ISSN 1868-4408 |
| issn_series | 1868-4394 |
| copyright | Springer International Publishing Switzerland 2015 |
|Archiver|手机版|小黑屋|
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