Data Cleaning. Ihab F. Ilyas
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Data Cleaning
Ihab F. Ilyas
University of Waterloo
Xu Chu
Georgia Institute of Technology
ACM Books #28
Copyright © 2019 by Association for Computing Machinery
All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means—electronic, mechanical, photocopy, recording, or any other except for brief quotations in printed reviews—without the prior permission of the publisher.
Designations used by companies to distinguish their products are often claimed as trademarks or registered trademarks. In all instances in which the Association for Computing Machinery is aware of a claim, the product names appear in initial capital or all capital letters. Readers, however, should contact the appropriate companies for more complete information regarding trademarks and registration.
Data Cleaning
Ihab F. Ilyas
Xu Chu
ISBN: 978-1-4503-7152-0 hardcover
ISBN: 978-1-4503-7153-7 paperback
ISBN: 978-1-4503-7154-4 ePub
ISBN: 978-1-4503-7155-1 eBook
Series ISSN: 2374-6769 print 2374-6777 electronic
DOIs:
10.1145/3310205 Book
10.1145/3310205.3310206 Preface
10.1145/3310205.3310207 Chapter 1
10.1145/3310205.3310208 Chapter 2
10.1145/3310205.3310209 Chapter 3
10.1145/3310205.3310210 Chapter 4
10.1145/3310205.3310211 Chapter 5
10.1145/3310205.3310212 Chapter 6
10.1145/3310205.3310213 Chapter 7
10.1145/3310205.3310214 Chapter 8
10.1145/3310205.3310215 References/Index/Bios
A publication in the ACM Books series, #28
Editor in Chief: M. Tamer Özsu, University of Waterloo
This book was typeset in Arnhem Pro 10/14 and Flama using ZzTEX.
Cover photo: Jason Dorfman MIT / CSAIL
First Edition
10 9 8 7 6 5 4 3 2 1
To my family: Francis, Aida, Mirette, Andrew and Marina
To my wife Jianmei and my daughter Hannah
Contents