Big Data Preprocessing: Enabling Smart DataКНИГИ » ОС И БД
Название: Big Data Preprocessing: Enabling Smart Data Автор: Julian Luengo, Diego Garcia-Gil, Sergio Ramirez-Gallego, Salvador Garcia, Francisco Herrera Издательство: Springer Год: 2020 Формат: PDF Страниц: 202 Размер: 10.03 МБ Язык: English
This book offers a comprehensible overview of Big Data Preprocessing, which includes a formal description of each problem. It also focuses on the most relevant proposed solutions. This book illustrates actual implementations of algorithms that helps the reader deal with these problems. This book stresses the gap that exists between big, raw data and the requirements of quality data that businesses are demanding. This is called Smart Data, and to achieve Smart Data the preprocessing is a key step, where the imperfections, integration tasks and other processes are carried out to eliminate superfluous information. The authors present the concept of Smart Data through data preprocessing in Big Data scenarios and connect it with the emerging paradigms of IoT and edge computing, where the end points generate Smart Data without completely relying on the cloud. Finally, this book provides some novel areas of study that are gathering a deeper attention on the Big Data preprocessing. Specifically, it considers the relation with Deep Learning (as of a technique that also relies in large volumes of data), the difficulty of finding the appropriate selection and concatenation of preprocessing techniques applied and some other open problems. Practitioners and data scientists who work in this field, and want to introduce themselves to preprocessing in large data volume scenarios will want to purchase this book. Researchers that work in this field, who want to know which algorithms are currently implemented to help their investigations, may also be interested in this book.
Learning from Imbalanced Data Sets Название: Learning from Imbalanced Data Sets Автор: Alberto Fern?ndez Издательство: Springer Год: 2018 Страниц: 377 Формат: PDF, EPUB Размер: 39 Mb...
Big Data and Smart Service Systems Название: Big Data and Smart Service Systems Автор: Xiwei Liu Издательство: Academic Press Год: 2017 Страниц: 232 Формат: True PDF Размер: 10 Mb...
Навигация
Вход на сайт
Реклама
Big Data Preprocessing: Enabling Smart Data 
