Computational and Statistical Methods for Analysing Big Data With Applications

Liu, Shen; Mcgree, James; Ge, Zongyuan; Xie, Yang

ISBN 10: 0128037326 / ISBN 13: 9780128037324

Verlag: Academic Press, 2015

Beschreibung

Unread book in perfect condition.

Bestandsnummer des Verkäufers 23991471

Bibliografische Details

• Titel: Computational and Statistical Methods for Analysing Big Data With Applications
• Verlag: Academic Press
• Erscheinungsjahr: 2015
• Sprache: Englisch
• ISBN-10: 0128037326
• ISBN-13: 9780128037324
• Einband: Hardcover
• Zustand: As New

Über diesen Titel

Inhaltsangabe

Due to the scale and complexity of data sets currently being collected in areas such as health, transportation, environmental science, engineering, information technology, business and finance, modern quantitative analysts are seeking improved and appropriate computational and statistical methods to explore, model and draw inferences from big data. This book aims to introduce suitable approaches for such endeavours, providing applications and case studies for the purpose of demonstration. Computational and Statistical Methods for Analysing Big Data with Applications starts with an overview of the era of big data. It then goes onto explain the computational and statistical methods which have been commonly applied in the big data revolution. For each of these methods, an example is provided as a guide to its application. Five case studies are presented next, focusing on computer vision with massive training data, spatial data analysis, advanced experimental design methods for big data, big data in clinical medicine, and analysing data collected from mobile devices, respectively. The book concludes with some final thoughts and suggested areas for future research in big data.

Über die Autorin bzw. den Autor

Queensland University of Technology, Australia