Search Results

Big Data Preprocessing

Download or Read eBook Big Data Preprocessing PDF written by Julián Luengo and published by Springer Nature. This book was released on 2020-03-16 with total page 193 pages. Available in PDF, EPUB and Kindle.
Big Data Preprocessing
Author :
Publisher : Springer Nature
Total Pages : 193
Release :
ISBN-10 : 9783030391058
ISBN-13 : 3030391051
Rating : 4/5 (58 Downloads)

Book Synopsis Big Data Preprocessing by : Julián Luengo

Book excerpt: 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.


Big Data Preprocessing Related Books

Big Data Preprocessing
Language: en
Pages: 193
Authors: Julián Luengo
Categories: Computers
Type: BOOK - Published: 2020-03-16 - Publisher: Springer Nature

DOWNLOAD EBOOK

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
Data Preprocessing in Data Mining
Language: en
Pages: 327
Authors: Salvador García
Categories: Technology & Engineering
Type: BOOK - Published: 2014-08-30 - Publisher: Springer

DOWNLOAD EBOOK

Data Preprocessing for Data Mining addresses one of the most important issues within the well-known Knowledge Discovery from Data process. Data directly taken f
Machine Learning and Big Data
Language: en
Pages: 544
Authors: Uma N. Dulhare
Categories: Computers
Type: BOOK - Published: 2020-09-01 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

This book is intended for academic and industrial developers, exploring and developing applications in the area of big data and machine learning, including thos
Hands-On Data Preprocessing in Python
Language: en
Pages: 602
Authors: Roy Jafari
Categories: Computers
Type: BOOK - Published: 2022-01-21 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Get your raw data cleaned up and ready for processing to design better data analytic solutions Key FeaturesDevelop the skills to perform data cleaning, data int
Data Preprocessing, Active Learning, and Cost Perceptive Approaches for Resolving Data Imbalance
Language: en
Pages: 309
Authors: Rana, Dipti P.
Categories: Computers
Type: BOOK - Published: 2021-06-04 - Publisher: IGI Global

DOWNLOAD EBOOK

Over the last two decades, researchers are looking at imbalanced data learning as a prominent research area. Many critical real-world application areas like fin
Scroll to top