Data Analytics Concepts Techniques and Applications

451 Pages·2019·12.61 MB·English

by  Mohiuddin Ahmed

Data Analytics

Data Analytics
Concepts, Techniques, and Applications
Edited by
Mohiuddin Ahmed and Al-Sakib Khan Pathan
CRC Press
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Library of Congress Cataloging-in-Publication Data
Names: Ahmed, Mohiuddin (Computer scientist), editor. | Pathan, Al-Sakib
Khan, editor.
Title: Data analytics : concepts, techniques and applications / edited by
Mohiuddin Ahmed, Al-Sakib Khan Pathan.
Other titles: Data analytics (CRC Press)
Description: Boca Raton, FL : CRC Press/Taylor & Francis Group, 2018. |
Includes bilbliographical references and index.
Identifiers: LCCN 2018021424 | ISBN 9781138500815 (hb : acid-free paper) |
ISBN 9780429446177 (ebook)
Subjects: LCSH: Quantitative research. | Big data.
Classification: LCC QA76.9.Q36 D38 2018 | DDC 005.7—dc23
LC record available at https://lccn.loc.gov/2018021424
Visit the Taylor & Francis Web site at
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Dedicated to
My Loving Parents
—Mohiuddin Ahmed
My two little daughters: Rumaysa and Rufaida
—Al-Sakib Khan Pathan

Contents
Acknowledgments ..............................................................................................ix
Preface ................................................................................................................xi
List of Contributors ..........................................................................................xv
SeCtion i DAtA AnALYtiCS ConCePtS
1 An Introduction to Machine Learning ...................................................3
MARK A. NORRIE
2 Regression for Data Analytics ..............................................................33
M. SAIFUL BARI
3 Big Data-Appropriate Clustering via Stochastic Approximation
and Gaussian Mixture Models .............................................................55
HIEN D. NGUYEN AND ANDREW THOMAS JONES
4 Information Retrieval Methods for Big Data Analytics on Text ..........73
ABHAY KUMAR BHADANI AND ANKUR NARANG
5 Big Graph Analytics .............................................................................97
AHSANUR RAHMAN AND TAMANNA MOTAHAR
SeCtion ii DAtA AnALYtiCS teCHniQUeS
6 Transition from Relational Database to Big Data and Analytics .......131
SANTOSHI KUMARI AND C. NARENDRA BABU
7 Big Graph Analytics: Techniques, Tools, Challenges,
and Applications .................................................................................171
DHANANJAY KUMAR SINGH, PIJUSH KANTI DUTTA PRAMANIK,
AND PRASENJIT CHOUDHURY
8 Application of Game Theory for Big Data Analytics ..........................199
MOHAMMAD MUHTADY MUHAISIN AND TASEEF RAHMAN
vii
viii ◾ Contents
9 Project Management for Effective Data Analytics .............................219
MUNIR AHMAD SAEED AND MOHIUDDIN AHMED
10 Blockchain in the Era of Industry 4.0 ................................................235
MD. MEHEDI HASSAN ONIK AND MOHIUDDIN AHMED
11 Dark Data for Analytics .....................................................................275
ABID HASAN
SeCtion iii DAtA AnALYtiCS APPLiCAtionS
12 Big Data: Prospects and Applications in the Technical and
Vocational Education and Training Sector ........................................297
MUTWALIBI NAMBOBI, MD. SHAHADAT HOSSAIN KHAN,
AND ADAM A. ALLI
13 Sports Analytics: Visualizing Basketball Records in
Graphical Form ...........................................................................317
MUYE JIANG, GERRY CHAN, AND ROBERT BIDDLE
14 Analysis of Traffic Offenses in Transportation: Application
of Big Data Analysis ..........................................................................343
CHARITHA SUBHASHI JAYASEKARA, MALKA N. HALGAMUGE,
ASMA NOOR, AND ATHER SAEED
15 Intrusion Detection for Big Data .......................................................375
BIOZID BOSTAMI AND MOHIUDDIN AHMED
16 Health Care Security Analytics ..........................................................403
MOHIUDDIN AHMED AND
ABU SALEH SHAH MOHAMMAD BARKAT ULLAH
Index ...........................................................................................................417
Acknowledgments
I am grateful to the Almighty Allah for blessing me with the opportunity to work
on this book. It is my first time as a book editor and I express my sincere gratitude
to Al-Sakib Khan Pathan for guiding me throughout the process. The book e diting
journey enhanced my patience, communication, and tenacity. I am thankful to
all the contributors, critics, and the publishing team. Last but not least, my very
best wishes for my family members whose support and encouragement contributed
significantly to the completion of this book.
Mohiuddin Ahmed
Centre for Cyber Security and Games
Canberra Institute of Technology, Australia
ix