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    Nhan đề: Big data preprocessing : enabling smart data /
ISBN 9783030391058
DDC 005.7
Tác giả CN Luengo, Julián
Nhan đề Big data preprocessing : enabling smart data / Julián Luengo; Diego García-Gil; Sergio Ramírez-Gallego; Salvador García; Francisco Herrera
Thông tin xuất bản Cham : Springer, 2020
Mô tả vật lý 193 pages
Tóm tắt 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.
Thuật ngữ chủ đề Electronic data processing.
Thuật ngữ chủ đề Big data.
Thuật ngữ chủ đề Données volumineuses.
Khoa Khoa Công nghệ Thông tin
Tác giả(bs) CN Herrera, Francisco
Tác giả(bs) CN Garcia, Salvador
Tác giả(bs) CN García-Gil, Diego
Địa chỉ Thư Viện Đại học Nguyễn Tất Thành
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100 |aLuengo, Julián
245 |aBig data preprocessing : enabling smart data / |cJulián Luengo; Diego García-Gil; Sergio Ramírez-Gallego; Salvador García; Francisco Herrera
260 |aCham : |bSpringer, |c2020
300 |a193 pages
520 |aThis 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.
541 |aMua
650 |aElectronic data processing.
650 |aBig data.
650 |aDonnées volumineuses.
690 |aKhoa Công nghệ Thông tin
700 |aHerrera, Francisco
700 |aGarcia, Salvador
700 |aGarcía-Gil, Diego
852 |aThư Viện Đại học Nguyễn Tất Thành
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